Task 2958277

Name ParityModified-1605453338-10789-0_0
Workunit 1334907
Created 15 Nov 2020, 15:15:42 UTC
Sent 23 Nov 2020, 1:04:17 UTC
Report deadline 1 Dec 2020, 1:04:17 UTC
Received 23 Nov 2020, 19:29:47 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4439
Run time 4 hours 40 min 29 sec
CPU time 4 hours 38 min 41 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,458.60 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 GB
Peak swap size 3.20 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
ms
[2020-11-23 12:10:03	                main:574]	:	INFO	:	Epoch 514 | loss: 0.0310052 | val_loss: 0.0313094 | Time: 16320.7 ms
[2020-11-23 12:10:19	                main:574]	:	INFO	:	Epoch 515 | loss: 0.0310012 | val_loss: 0.0312791 | Time: 16137.4 ms
[2020-11-23 12:10:35	                main:574]	:	INFO	:	Epoch 516 | loss: 0.0310006 | val_loss: 0.0313314 | Time: 16183.5 ms
[2020-11-23 12:10:52	                main:574]	:	INFO	:	Epoch 517 | loss: 0.030997 | val_loss: 0.0313024 | Time: 16400 ms
[2020-11-23 12:11:08	                main:574]	:	INFO	:	Epoch 518 | loss: 0.0309999 | val_loss: 0.0312798 | Time: 16024.7 ms
[2020-11-23 12:11:24	                main:574]	:	INFO	:	Epoch 519 | loss: 0.0309983 | val_loss: 0.0313143 | Time: 16154.3 ms
[2020-11-23 12:11:40	                main:574]	:	INFO	:	Epoch 520 | loss: 0.0309941 | val_loss: 0.0313189 | Time: 15988.3 ms
[2020-11-23 12:11:56	                main:574]	:	INFO	:	Epoch 521 | loss: 0.030994 | val_loss: 0.0313054 | Time: 16460.7 ms
[2020-11-23 12:12:13	                main:574]	:	INFO	:	Epoch 522 | loss: 0.030999 | val_loss: 0.0313002 | Time: 16413.4 ms
[2020-11-23 12:12:29	                main:574]	:	INFO	:	Epoch 523 | loss: 0.0309949 | val_loss: 0.0313243 | Time: 16300.5 ms
[2020-11-23 12:12:46	                main:574]	:	INFO	:	Epoch 524 | loss: 0.0309975 | val_loss: 0.0313173 | Time: 16466.1 ms
[2020-11-23 12:13:02	                main:574]	:	INFO	:	Epoch 525 | loss: 0.0309959 | val_loss: 0.0313088 | Time: 15988.3 ms
[2020-11-23 12:13:18	                main:574]	:	INFO	:	Epoch 526 | loss: 0.0309995 | val_loss: 0.0313124 | Time: 16288.7 ms
[2020-11-23 12:13:34	                main:574]	:	INFO	:	Epoch 527 | loss: 0.0309973 | val_loss: 0.0312954 | Time: 16226.1 ms
[2020-11-23 12:13:50	                main:574]	:	INFO	:	Epoch 528 | loss: 0.0309951 | val_loss: 0.0313287 | Time: 15941.2 ms
[2020-11-23 12:14:06	                main:574]	:	INFO	:	Epoch 529 | loss: 0.0309915 | val_loss: 0.0312939 | Time: 16296.7 ms
[2020-11-23 12:14:23	                main:574]	:	INFO	:	Epoch 530 | loss: 0.0309981 | val_loss: 0.0312998 | Time: 16329.7 ms
[2020-11-23 12:14:39	                main:574]	:	INFO	:	Epoch 531 | loss: 0.0309967 | val_loss: 0.0313289 | Time: 16185.9 ms
[2020-11-23 12:14:55	                main:574]	:	INFO	:	Epoch 532 | loss: 0.0310004 | val_loss: 0.0313044 | Time: 16014 ms
[2020-11-23 12:15:12	                main:574]	:	INFO	:	Epoch 533 | loss: 0.0310007 | val_loss: 0.0313263 | Time: 16570.2 ms
[2020-11-23 12:15:28	                main:574]	:	INFO	:	Epoch 534 | loss: 0.0309975 | val_loss: 0.0312868 | Time: 16120.7 ms
[2020-11-23 12:15:44	                main:574]	:	INFO	:	Epoch 535 | loss: 0.0309998 | val_loss: 0.0312819 | Time: 16137.1 ms
[2020-11-23 12:16:00	                main:574]	:	INFO	:	Epoch 536 | loss: 0.0309948 | val_loss: 0.0313111 | Time: 16310.6 ms
[2020-11-23 12:16:16	                main:574]	:	INFO	:	Epoch 537 | loss: 0.031003 | val_loss: 0.0313156 | Time: 16223.7 ms
[2020-11-23 12:16:33	                main:574]	:	INFO	:	Epoch 538 | loss: 0.0310049 | val_loss: 0.0313014 | Time: 16174.6 ms
[2020-11-23 12:16:49	                main:574]	:	INFO	:	Epoch 539 | loss: 0.0309903 | val_loss: 0.0313007 | Time: 16291.1 ms
[2020-11-23 12:17:05	                main:574]	:	INFO	:	Epoch 540 | loss: 0.0310008 | val_loss: 0.031268 | Time: 16295.3 ms
[2020-11-23 12:17:22	                main:574]	:	INFO	:	Epoch 541 | loss: 0.0310112 | val_loss: 0.031304 | Time: 16714 ms
[2020-11-23 12:17:38	                main:574]	:	INFO	:	Epoch 542 | loss: 0.0309991 | val_loss: 0.0313221 | Time: 16246.9 ms
[2020-11-23 12:17:55	                main:574]	:	INFO	:	Epoch 543 | loss: 0.0310049 | val_loss: 0.0312637 | Time: 16491.2 ms
[2020-11-23 12:18:11	                main:574]	:	INFO	:	Epoch 544 | loss: 0.0310149 | val_loss: 0.0312896 | Time: 16321.3 ms
[2020-11-23 12:18:27	                main:574]	:	INFO	:	Epoch 545 | loss: 0.0309988 | val_loss: 0.0313253 | Time: 16003.6 ms
[2020-11-23 12:18:44	                main:574]	:	INFO	:	Epoch 546 | loss: 0.0310007 | val_loss: 0.0313026 | Time: 16484.8 ms
[2020-11-23 12:19:00	                main:574]	:	INFO	:	Epoch 547 | loss: 0.0309977 | val_loss: 0.0313264 | Time: 16128.5 ms
[2020-11-23 12:19:16	                main:574]	:	INFO	:	Epoch 548 | loss: 0.030996 | val_loss: 0.0313232 | Time: 16373.6 ms
[2020-11-23 12:19:32	                main:574]	:	INFO	:	Epoch 549 | loss: 0.030996 | val_loss: 0.0313178 | Time: 16330 ms
[2020-11-23 12:19:49	                main:574]	:	INFO	:	Epoch 550 | loss: 0.0309971 | val_loss: 0.0313106 | Time: 16173.4 ms
[2020-11-23 12:20:05	                main:574]	:	INFO	:	Epoch 551 | loss: 0.030995 | val_loss: 0.0313067 | Time: 16401.2 ms
[2020-11-23 12:20:21	                main:574]	:	INFO	:	Epoch 552 | loss: 0.0309907 | val_loss: 0.031319 | Time: 16218.9 ms
[2020-11-23 12:20:37	                main:574]	:	INFO	:	Epoch 553 | loss: 0.0309963 | val_loss: 0.031338 | Time: 16191.8 ms
[2020-11-23 12:20:54	                main:574]	:	INFO	:	Epoch 554 | loss: 0.0310077 | val_loss: 0.0313189 | Time: 16235.5 ms
[2020-11-23 12:21:10	                main:574]	:	INFO	:	Epoch 555 | loss: 0.0309981 | val_loss: 0.0313048 | Time: 16417.3 ms
[2020-11-23 12:21:26	                main:574]	:	INFO	:	Epoch 556 | loss: 0.0309895 | val_loss: 0.0313508 | Time: 16156.4 ms
[2020-11-23 12:21:43	                main:574]	:	INFO	:	Epoch 557 | loss: 0.0309925 | val_loss: 0.0312896 | Time: 16299.2 ms
[2020-11-23 12:21:59	                main:574]	:	INFO	:	Epoch 558 | loss: 0.0309987 | val_loss: 0.0313236 | Time: 16181 ms
[2020-11-23 12:22:15	                main:574]	:	INFO	:	Epoch 559 | loss: 0.0309997 | val_loss: 0.0312947 | Time: 16233.7 ms
[2020-11-23 12:22:31	                main:574]	:	INFO	:	Epoch 560 | loss: 0.0309991 | val_loss: 0.0313043 | Time: 16287.5 ms
[2020-11-23 12:22:48	                main:574]	:	INFO	:	Epoch 561 | loss: 0.0310003 | val_loss: 0.0313343 | Time: 16103.3 ms
[2020-11-23 12:23:04	                main:574]	:	INFO	:	Epoch 562 | loss: 0.0310048 | val_loss: 0.0312975 | Time: 16236.9 ms
[2020-11-23 12:23:20	                main:574]	:	INFO	:	Epoch 563 | loss: 0.0310011 | val_loss: 0.031323 | Time: 16588.1 ms
[2020-11-23 12:23:37	                main:574]	:	INFO	:	Epoch 564 | loss: 0.0309955 | val_loss: 0.0313059 | Time: 16503.3 ms
[2020-11-23 12:23:53	                main:574]	:	INFO	:	Epoch 565 | loss: 0.0309992 | val_loss: 0.0313316 | Time: 16237.4 ms
[2020-11-23 12:24:09	                main:574]	:	INFO	:	Epoch 566 | loss: 0.0310053 | val_loss: 0.0313005 | Time: 16215.5 ms
[2020-11-23 12:24:25	                main:574]	:	INFO	:	Epoch 567 | loss: 0.0309976 | val_loss: 0.0313206 | Time: 15766 ms
[2020-11-23 12:24:42	                main:574]	:	INFO	:	Epoch 568 | loss: 0.0309955 | val_loss: 0.031308 | Time: 16379.3 ms
[2020-11-23 12:24:58	                main:574]	:	INFO	:	Epoch 569 | loss: 0.0309939 | val_loss: 0.0312996 | Time: 16172.7 ms
[2020-11-23 12:25:14	                main:574]	:	INFO	:	Epoch 570 | loss: 0.0309961 | val_loss: 0.031296 | Time: 16013.7 ms
[2020-11-23 12:25:30	                main:574]	:	INFO	:	Epoch 571 | loss: 0.0309985 | val_loss: 0.0313072 | Time: 16272.5 ms
[2020-11-23 12:25:46	                main:574]	:	INFO	:	Epoch 572 | loss: 0.0309957 | val_loss: 0.0313272 | Time: 16380 ms
[2020-11-23 12:26:03	                main:574]	:	INFO	:	Epoch 573 | loss: 0.0309888 | val_loss: 0.0313225 | Time: 16323.3 ms
[2020-11-23 12:26:19	                main:574]	:	INFO	:	Epoch 574 | loss: 0.0309852 | val_loss: 0.0312987 | Time: 16057.2 ms
[2020-11-23 12:26:35	                main:574]	:	INFO	:	Epoch 575 | loss: 0.0309921 | val_loss: 0.0312961 | Time: 15750.3 ms
[2020-11-23 12:26:51	                main:574]	:	INFO	:	Epoch 576 | loss: 0.0309967 | val_loss: 0.0313058 | Time: 16344 ms
[2020-11-23 12:27:07	                main:574]	:	INFO	:	Epoch 577 | loss: 0.0309927 | val_loss: 0.0313432 | Time: 16215.1 ms
[2020-11-23 12:27:23	                main:574]	:	INFO	:	Epoch 578 | loss: 0.0309925 | val_loss: 0.0313188 | Time: 16066 ms
[2020-11-23 12:27:40	                main:574]	:	INFO	:	Epoch 579 | loss: 0.0310001 | val_loss: 0.0312833 | Time: 16391.4 ms
[2020-11-23 12:27:56	                main:574]	:	INFO	:	Epoch 580 | loss: 0.0310019 | val_loss: 0.0313114 | Time: 16450.1 ms
[2020-11-23 12:28:12	                main:574]	:	INFO	:	Epoch 581 | loss: 0.030994 | val_loss: 0.0313237 | Time: 16135.2 ms
[2020-11-23 12:28:29	                main:574]	:	INFO	:	Epoch 582 | loss: 0.0309921 | val_loss: 0.0313137 | Time: 16538.1 ms
[2020-11-23 12:28:45	                main:574]	:	INFO	:	Epoch 583 | loss: 0.030991 | val_loss: 0.0313218 | Time: 16346 ms
[2020-11-23 12:29:02	                main:574]	:	INFO	:	Epoch 584 | loss: 0.0309904 | val_loss: 0.0312892 | Time: 16559.3 ms
[2020-11-23 12:29:18	                main:574]	:	INFO	:	Epoch 585 | loss: 0.0309924 | val_loss: 0.0313381 | Time: 16522 ms
[2020-11-23 12:29:35	                main:574]	:	INFO	:	Epoch 586 | loss: 0.0309953 | val_loss: 0.0313019 | Time: 16384.6 ms
[2020-11-23 12:29:51	                main:574]	:	INFO	:	Epoch 587 | loss: 0.0309926 | val_loss: 0.0313245 | Time: 16424.1 ms
[2020-11-23 12:30:08	                main:574]	:	INFO	:	Epoch 588 | loss: 0.0309903 | val_loss: 0.031318 | Time: 16604.7 ms
[2020-11-23 12:30:24	                main:574]	:	INFO	:	Epoch 589 | loss: 0.0310093 | val_loss: 0.0312847 | Time: 16406.5 ms
[2020-11-23 12:30:41	                main:574]	:	INFO	:	Epoch 590 | loss: 0.0309961 | val_loss: 0.0312966 | Time: 16333 ms
[2020-11-23 12:30:57	                main:574]	:	INFO	:	Epoch 591 | loss: 0.0309974 | val_loss: 0.0313408 | Time: 16268.2 ms
[2020-11-23 12:31:13	                main:574]	:	INFO	:	Epoch 592 | loss: 0.0309896 | val_loss: 0.0313311 | Time: 16307.8 ms
[2020-11-23 12:31:30	                main:574]	:	INFO	:	Epoch 593 | loss: 0.030995 | val_loss: 0.0313158 | Time: 16552.4 ms
[2020-11-23 12:31:46	                main:574]	:	INFO	:	Epoch 594 | loss: 0.0309968 | val_loss: 0.0313302 | Time: 16185.2 ms
[2020-11-23 12:32:03	                main:574]	:	INFO	:	Epoch 595 | loss: 0.0309956 | val_loss: 0.0312944 | Time: 16565.4 ms
[2020-11-23 12:32:19	                main:574]	:	INFO	:	Epoch 596 | loss: 0.0309969 | val_loss: 0.0313002 | Time: 16150.1 ms
[2020-11-23 12:32:35	                main:574]	:	INFO	:	Epoch 597 | loss: 0.0309887 | val_loss: 0.0313497 | Time: 16248.4 ms
[2020-11-23 12:32:51	                main:574]	:	INFO	:	Epoch 598 | loss: 0.0309986 | val_loss: 0.0313185 | Time: 16082.5 ms
[2020-11-23 12:33:07	                main:574]	:	INFO	:	Epoch 599 | loss: 0.0310006 | val_loss: 0.0312989 | Time: 16283.9 ms
[2020-11-23 12:33:23	                main:574]	:	INFO	:	Epoch 600 | loss: 0.0309959 | val_loss: 0.0313195 | Time: 16134.5 ms
[2020-11-23 12:33:40	                main:574]	:	INFO	:	Epoch 601 | loss: 0.0310025 | val_loss: 0.0313077 | Time: 16363.8 ms
[2020-11-23 12:33:56	                main:574]	:	INFO	:	Epoch 602 | loss: 0.0309962 | val_loss: 0.031343 | Time: 16301.6 ms
[2020-11-23 12:34:13	                main:574]	:	INFO	:	Epoch 603 | loss: 0.0309971 | val_loss: 0.031289 | Time: 16346.8 ms
[2020-11-23 12:34:29	                main:574]	:	INFO	:	Epoch 604 | loss: 0.0309939 | val_loss: 0.0312882 | Time: 16193.7 ms
[2020-11-23 12:34:45	                main:574]	:	INFO	:	Epoch 605 | loss: 0.0309979 | val_loss: 0.0313229 | Time: 16379.1 ms
[2020-11-23 12:35:01	                main:574]	:	INFO	:	Epoch 606 | loss: 0.0310009 | val_loss: 0.0313011 | Time: 16088.4 ms
[2020-11-23 12:35:17	                main:574]	:	INFO	:	Epoch 607 | loss: 0.0310013 | val_loss: 0.0312881 | Time: 16209.7 ms
[2020-11-23 12:35:34	                main:574]	:	INFO	:	Epoch 608 | loss: 0.0309953 | val_loss: 0.031327 | Time: 16349.3 ms
[2020-11-23 12:35:50	                main:574]	:	INFO	:	Epoch 609 | loss: 0.030996 | val_loss: 0.0313122 | Time: 16490.4 ms
[2020-11-23 12:36:07	                main:574]	:	INFO	:	Epoch 610 | loss: 0.0309988 | val_loss: 0.0313018 | Time: 16521.8 ms
[2020-11-23 12:36:23	                main:574]	:	INFO	:	Epoch 611 | loss: 0.0309918 | val_loss: 0.031289 | Time: 16243.1 ms
[2020-11-23 12:36:40	                main:574]	:	INFO	:	Epoch 612 | loss: 0.0309916 | val_loss: 0.0312988 | Time: 16401.7 ms
[2020-11-23 12:36:56	                main:574]	:	INFO	:	Epoch 613 | loss: 0.0309896 | val_loss: 0.0313138 | Time: 16209.2 ms
[2020-11-23 12:37:12	                main:574]	:	INFO	:	Epoch 614 | loss: 0.0309956 | val_loss: 0.0313094 | Time: 16163.4 ms
[2020-11-23 12:37:28	                main:574]	:	INFO	:	Epoch 615 | loss: 0.0310015 | val_loss: 0.0312836 | Time: 16486.4 ms
[2020-11-23 12:37:45	                main:574]	:	INFO	:	Epoch 616 | loss: 0.030997 | val_loss: 0.0312989 | Time: 16062.5 ms
[2020-11-23 12:38:01	                main:574]	:	INFO	:	Epoch 617 | loss: 0.0310037 | val_loss: 0.0313047 | Time: 16252.8 ms
[2020-11-23 12:38:17	                main:574]	:	INFO	:	Epoch 618 | loss: 0.0309978 | val_loss: 0.0313291 | Time: 16499.3 ms
[2020-11-23 12:38:34	                main:574]	:	INFO	:	Epoch 619 | loss: 0.0309965 | val_loss: 0.0313075 | Time: 16559.1 ms
[2020-11-23 12:38:50	                main:574]	:	INFO	:	Epoch 620 | loss: 0.0309926 | val_loss: 0.0313119 | Time: 16244.8 ms
[2020-11-23 12:39:06	                main:574]	:	INFO	:	Epoch 621 | loss: 0.0309882 | val_loss: 0.0312927 | Time: 16287.2 ms
[2020-11-23 12:39:23	                main:574]	:	INFO	:	Epoch 622 | loss: 0.0310006 | val_loss: 0.0313185 | Time: 16416.2 ms
[2020-11-23 12:39:39	                main:574]	:	INFO	:	Epoch 623 | loss: 0.0309948 | val_loss: 0.031315 | Time: 16552.5 ms
[2020-11-23 12:39:56	                main:574]	:	INFO	:	Epoch 624 | loss: 0.0309941 | val_loss: 0.0313226 | Time: 16538.7 ms
[2020-11-23 12:40:12	                main:574]	:	INFO	:	Epoch 625 | loss: 0.0309906 | val_loss: 0.0313074 | Time: 16177.5 ms
[2020-11-23 12:40:28	                main:574]	:	INFO	:	Epoch 626 | loss: 0.030998 | val_loss: 0.0313291 | Time: 16278.6 ms
[2020-11-23 12:40:45	                main:574]	:	INFO	:	Epoch 627 | loss: 0.0309982 | val_loss: 0.0313324 | Time: 16345.7 ms
[2020-11-23 12:41:01	                main:574]	:	INFO	:	Epoch 628 | loss: 0.0309874 | val_loss: 0.0313141 | Time: 16240.2 ms
[2020-11-23 12:41:18	                main:574]	:	INFO	:	Epoch 629 | loss: 0.0309839 | val_loss: 0.0313206 | Time: 16491.6 ms
[2020-11-23 12:41:34	                main:574]	:	INFO	:	Epoch 630 | loss: 0.0309966 | val_loss: 0.031324 | Time: 16253.8 ms
[2020-11-23 12:41:50	                main:574]	:	INFO	:	Epoch 631 | loss: 0.0309946 | val_loss: 0.0313071 | Time: 16430 ms
[2020-11-23 12:42:06	                main:574]	:	INFO	:	Epoch 632 | loss: 0.0309928 | val_loss: 0.0313075 | Time: 16126.7 ms
[2020-11-23 12:42:23	                main:574]	:	INFO	:	Epoch 633 | loss: 0.0309915 | val_loss: 0.0313328 | Time: 16115.2 ms
[2020-11-23 12:42:39	                main:574]	:	INFO	:	Epoch 634 | loss: 0.0310027 | val_loss: 0.0313014 | Time: 16525.5 ms
[2020-11-23 12:42:55	                main:574]	:	INFO	:	Epoch 635 | loss: 0.030996 | val_loss: 0.0312979 | Time: 16316.1 ms
[2020-11-23 12:43:12	                main:574]	:	INFO	:	Epoch 636 | loss: 0.0309942 | val_loss: 0.0312992 | Time: 16552.4 ms
[2020-11-23 12:43:28	                main:574]	:	INFO	:	Epoch 637 | loss: 0.030991 | val_loss: 0.031293 | Time: 16331.7 ms
[2020-11-23 12:43:45	                main:574]	:	INFO	:	Epoch 638 | loss: 0.0309949 | val_loss: 0.0313041 | Time: 16155.5 ms
[2020-11-23 12:44:01	                main:574]	:	INFO	:	Epoch 639 | loss: 0.0309993 | val_loss: 0.0313172 | Time: 16223.2 ms
[2020-11-23 12:44:17	                main:574]	:	INFO	:	Epoch 640 | loss: 0.0310016 | val_loss: 0.03129 | Time: 16477.6 ms
[2020-11-23 12:44:34	                main:574]	:	INFO	:	Epoch 641 | loss: 0.0310001 | val_loss: 0.031333 | Time: 16301.9 ms
[2020-11-23 12:44:50	                main:574]	:	INFO	:	Epoch 642 | loss: 0.0309947 | val_loss: 0.0313346 | Time: 16411.2 ms
[2020-11-23 12:45:07	                main:574]	:	INFO	:	Epoch 643 | loss: 0.0309944 | val_loss: 0.0313168 | Time: 16636.3 ms
[2020-11-23 12:45:23	                main:574]	:	INFO	:	Epoch 644 | loss: 0.0309897 | val_loss: 0.0312957 | Time: 16184.6 ms
[2020-11-23 12:45:39	                main:574]	:	INFO	:	Epoch 645 | loss: 0.0309956 | val_loss: 0.0313402 | Time: 16212.8 ms
[2020-11-23 12:45:55	                main:574]	:	INFO	:	Epoch 646 | loss: 0.0309886 | val_loss: 0.0313149 | Time: 16168.7 ms
[2020-11-23 12:46:12	                main:574]	:	INFO	:	Epoch 647 | loss: 0.030991 | val_loss: 0.0313393 | Time: 16235.2 ms
[2020-11-23 12:46:28	                main:574]	:	INFO	:	Epoch 648 | loss: 0.0309967 | val_loss: 0.0313056 | Time: 16383.2 ms
[2020-11-23 12:46:44	                main:574]	:	INFO	:	Epoch 649 | loss: 0.0310339 | val_loss: 0.0312889 | Time: 16146.3 ms
[2020-11-23 12:47:01	                main:574]	:	INFO	:	Epoch 650 | loss: 0.0310189 | val_loss: 0.0312989 | Time: 16483.2 ms
[2020-11-23 12:47:17	                main:574]	:	INFO	:	Epoch 651 | loss: 0.0310055 | val_loss: 0.031326 | Time: 16054.9 ms
[2020-11-23 12:47:33	                main:574]	:	INFO	:	Epoch 652 | loss: 0.0309981 | val_loss: 0.0313186 | Time: 16285.2 ms
[2020-11-23 12:47:49	                main:574]	:	INFO	:	Epoch 653 | loss: 0.0309924 | val_loss: 0.0313191 | Time: 16294.5 ms
[2020-11-23 12:48:06	                main:574]	:	INFO	:	Epoch 654 | loss: 0.0309917 | val_loss: 0.0313314 | Time: 16476.2 ms
[2020-11-23 12:48:22	                main:574]	:	INFO	:	Epoch 655 | loss: 0.0309902 | val_loss: 0.0313071 | Time: 16381 ms
[2020-11-23 12:48:38	                main:574]	:	INFO	:	Epoch 656 | loss: 0.0309934 | val_loss: 0.0313525 | Time: 16226 ms
[2020-11-23 12:48:54	                main:574]	:	INFO	:	Epoch 657 | loss: 0.0309948 | val_loss: 0.0313095 | Time: 16134.3 ms
[2020-11-23 12:49:11	                main:574]	:	INFO	:	Epoch 658 | loss: 0.0309959 | val_loss: 0.0313011 | Time: 16424.6 ms
[2020-11-23 12:49:27	                main:574]	:	INFO	:	Epoch 659 | loss: 0.0310036 | val_loss: 0.0313064 | Time: 16463.7 ms
[2020-11-23 12:49:44	                main:574]	:	INFO	:	Epoch 660 | loss: 0.0309901 | val_loss: 0.0313104 | Time: 16711.3 ms
[2020-11-23 12:50:00	                main:574]	:	INFO	:	Epoch 661 | loss: 0.0309865 | val_loss: 0.0313144 | Time: 16193 ms
[2020-11-23 12:50:17	                main:574]	:	INFO	:	Epoch 662 | loss: 0.0309975 | val_loss: 0.031297 | Time: 16354.2 ms
[2020-11-23 12:50:33	                main:574]	:	INFO	:	Epoch 663 | loss: 0.0309996 | val_loss: 0.0313095 | Time: 16391.4 ms
[2020-11-23 12:50:50	                main:574]	:	INFO	:	Epoch 664 | loss: 0.0309904 | val_loss: 0.0313065 | Time: 16534.8 ms
[2020-11-23 12:51:06	                main:574]	:	INFO	:	Epoch 665 | loss: 0.0309905 | val_loss: 0.0313307 | Time: 16272 ms
[2020-11-23 12:51:22	                main:574]	:	INFO	:	Epoch 666 | loss: 0.0309865 | val_loss: 0.0313168 | Time: 16314.7 ms
[2020-11-23 12:51:38	                main:574]	:	INFO	:	Epoch 667 | loss: 0.0309897 | val_loss: 0.0313235 | Time: 16114.4 ms
[2020-11-23 12:51:55	                main:574]	:	INFO	:	Epoch 668 | loss: 0.0309896 | val_loss: 0.0313146 | Time: 16261.3 ms
[2020-11-23 12:52:11	                main:574]	:	INFO	:	Epoch 669 | loss: 0.0309972 | val_loss: 0.0313026 | Time: 16361.8 ms
[2020-11-23 12:52:27	                main:574]	:	INFO	:	Epoch 670 | loss: 0.0309996 | val_loss: 0.0313095 | Time: 16332.6 ms
[2020-11-23 12:52:44	                main:574]	:	INFO	:	Epoch 671 | loss: 0.0309928 | val_loss: 0.0313054 | Time: 16336.4 ms
[2020-11-23 12:53:00	                main:574]	:	INFO	:	Epoch 672 | loss: 0.0309869 | val_loss: 0.0312793 | Time: 16465.8 ms
[2020-11-23 12:53:17	                main:574]	:	INFO	:	Epoch 673 | loss: 0.03099 | val_loss: 0.0313054 | Time: 16589.4 ms
[2020-11-23 12:53:33	                main:574]	:	INFO	:	Epoch 674 | loss: 0.0309858 | val_loss: 0.0313157 | Time: 16373.7 ms
[2020-11-23 12:53:51	                main:574]	:	INFO	:	Epoch 675 | loss: 0.0309906 | val_loss: 0.0312929 | Time: 18075.2 ms
[2020-11-23 12:54:12	                main:574]	:	INFO	:	Epoch 676 | loss: 0.030992 | val_loss: 0.0313188 | Time: 20903.1 ms
[2020-11-23 12:54:31	                main:574]	:	INFO	:	Epoch 677 | loss: 0.0309986 | val_loss: 0.0313397 | Time: 18228.7 ms
[2020-11-23 12:54:49	                main:574]	:	INFO	:	Epoch 678 | loss: 0.0309943 | val_loss: 0.0313216 | Time: 18788.9 ms
[2020-11-23 12:55:09	                main:574]	:	INFO	:	Epoch 679 | loss: 0.0309857 | val_loss: 0.0313179 | Time: 19348.3 ms
[2020-11-23 12:55:26	                main:574]	:	INFO	:	Epoch 680 | loss: 0.0309964 | val_loss: 0.0312859 | Time: 17017.2 ms
[2020-11-23 12:55:43	                main:574]	:	INFO	:	Epoch 681 | loss: 0.0310012 | val_loss: 0.0312933 | Time: 17677.6 ms
[2020-11-23 12:56:00	                main:574]	:	INFO	:	Epoch 682 | loss: 0.0309972 | val_loss: 0.0313218 | Time: 16247.9 ms
[2020-11-23 12:56:18	                main:574]	:	INFO	:	Epoch 683 | loss: 0.0309937 | val_loss: 0.0313022 | Time: 18455.5 ms
[2020-11-23 12:56:35	                main:574]	:	INFO	:	Epoch 684 | loss: 0.0309898 | val_loss: 0.0313145 | Time: 16532.9 ms
[2020-11-23 12:56:52	                main:574]	:	INFO	:	Epoch 685 | loss: 0.0309823 | val_loss: 0.0313234 | Time: 16939.7 ms
[2020-11-23 12:57:09	                main:574]	:	INFO	:	Epoch 686 | loss: 0.0309822 | val_loss: 0.0313196 | Time: 17530.2 ms
[2020-11-23 12:57:26	                main:574]	:	INFO	:	Epoch 687 | loss: 0.0309871 | val_loss: 0.031371 | Time: 16929.5 ms
[2020-11-23 12:57:43	                main:574]	:	INFO	:	Epoch 688 | loss: 0.030992 | val_loss: 0.0312971 | Time: 16686.5 ms
[2020-11-23 12:58:00	                main:574]	:	INFO	:	Epoch 689 | loss: 0.0309929 | val_loss: 0.0313057 | Time: 16778.7 ms
[2020-11-23 12:58:18	                main:574]	:	INFO	:	Epoch 690 | loss: 0.0309911 | val_loss: 0.0312968 | Time: 18640.4 ms
[2020-11-23 12:58:35	                main:574]	:	INFO	:	Epoch 691 | loss: 0.0309869 | val_loss: 0.0313074 | Time: 17109.8 ms
[2020-11-23 12:58:53	                main:574]	:	INFO	:	Epoch 692 | loss: 0.0309874 | val_loss: 0.0313059 | Time: 17301 ms
[2020-11-23 12:59:10	                main:574]	:	INFO	:	Epoch 693 | loss: 0.0309897 | val_loss: 0.0313303 | Time: 17177 ms
[2020-11-23 12:59:27	                main:574]	:	INFO	:	Epoch 694 | loss: 0.0309873 | val_loss: 0.0312943 | Time: 17478.8 ms
[2020-11-23 12:59:44	                main:574]	:	INFO	:	Epoch 695 | loss: 0.0309869 | val_loss: 0.0313086 | Time: 16995.1 ms
[2020-11-23 13:00:01	                main:574]	:	INFO	:	Epoch 696 | loss: 0.0309882 | val_loss: 0.0312928 | Time: 16191.3 ms
[2020-11-23 13:00:17	                main:574]	:	INFO	:	Epoch 697 | loss: 0.0309902 | val_loss: 0.0312925 | Time: 16353.5 ms
[2020-11-23 13:00:33	                main:574]	:	INFO	:	Epoch 698 | loss: 0.0310054 | val_loss: 0.0313319 | Time: 16441 ms
[2020-11-23 13:00:50	                main:574]	:	INFO	:	Epoch 699 | loss: 0.0310075 | val_loss: 0.031329 | Time: 16654.3 ms
[2020-11-23 13:01:07	                main:574]	:	INFO	:	Epoch 700 | loss: 0.0310055 | val_loss: 0.0313081 | Time: 16917.8 ms
[2020-11-23 13:01:24	                main:574]	:	INFO	:	Epoch 701 | loss: 0.0309904 | val_loss: 0.0313022 | Time: 16656.4 ms
[2020-11-23 13:01:42	                main:574]	:	INFO	:	Epoch 702 | loss: 0.0309885 | val_loss: 0.0313125 | Time: 18335.9 ms
[2020-11-23 13:02:00	                main:574]	:	INFO	:	Epoch 703 | loss: 0.0309907 | val_loss: 0.0313183 | Time: 17670.5 ms
[2020-11-23 13:02:18	                main:574]	:	INFO	:	Epoch 704 | loss: 0.0309927 | val_loss: 0.0312888 | Time: 18696.5 ms
[2020-11-23 13:02:36	                main:574]	:	INFO	:	Epoch 705 | loss: 0.0309937 | val_loss: 0.0313068 | Time: 17790.6 ms
[2020-11-23 13:02:53	                main:574]	:	INFO	:	Epoch 706 | loss: 0.030994 | val_loss: 0.0313072 | Time: 17039 ms
[2020-11-23 13:03:11	                main:574]	:	INFO	:	Epoch 707 | loss: 0.0309851 | val_loss: 0.0313357 | Time: 18006.4 ms
[2020-11-23 13:03:29	                main:574]	:	INFO	:	Epoch 708 | loss: 0.0309827 | val_loss: 0.03133 | Time: 17488.3 ms
[2020-11-23 13:03:48	                main:574]	:	INFO	:	Epoch 709 | loss: 0.0309929 | val_loss: 0.03132 | Time: 19387.3 ms
[2020-11-23 13:04:07	                main:574]	:	INFO	:	Epoch 710 | loss: 0.0309875 | val_loss: 0.0313403 | Time: 19095.2 ms
[2020-11-23 13:04:25	                main:574]	:	INFO	:	Epoch 711 | loss: 0.0309844 | val_loss: 0.0313006 | Time: 17910.8 ms
[2020-11-23 13:04:42	                main:574]	:	INFO	:	Epoch 712 | loss: 0.0309861 | val_loss: 0.0313272 | Time: 16502.3 ms
[2020-11-23 13:04:59	                main:574]	:	INFO	:	Epoch 713 | loss: 0.0309872 | val_loss: 0.031299 | Time: 17368.3 ms
[2020-11-23 13:05:17	                main:574]	:	INFO	:	Epoch 714 | loss: 0.0309875 | val_loss: 0.0313257 | Time: 18182.5 ms
[2020-11-23 13:05:36	                main:574]	:	INFO	:	Epoch 715 | loss: 0.0309903 | val_loss: 0.031307 | Time: 18253.9 ms
[2020-11-23 13:05:53	                main:574]	:	INFO	:	Epoch 716 | loss: 0.030996 | val_loss: 0.0312944 | Time: 16928.9 ms
[2020-11-23 13:06:09	                main:574]	:	INFO	:	Epoch 717 | loss: 0.0310018 | val_loss: 0.0313023 | Time: 16216 ms
[2020-11-23 13:06:26	                main:574]	:	INFO	:	Epoch 718 | loss: 0.0310035 | val_loss: 0.0312799 | Time: 17089.8 ms
[2020-11-23 13:06:44	                main:574]	:	INFO	:	Epoch 719 | loss: 0.0309979 | val_loss: 0.0312809 | Time: 17606.2 ms
[2020-11-23 13:07:00	                main:574]	:	INFO	:	Epoch 720 | loss: 0.0310028 | val_loss: 0.0313033 | Time: 16709 ms
[2020-11-23 13:07:17	                main:574]	:	INFO	:	Epoch 721 | loss: 0.0310042 | val_loss: 0.0313121 | Time: 16765.1 ms
[2020-11-23 13:07:33	                main:574]	:	INFO	:	Epoch 722 | loss: 0.0309938 | val_loss: 0.0313132 | Time: 16302.5 ms
[2020-11-23 13:07:50	                main:574]	:	INFO	:	Epoch 723 | loss: 0.0309831 | val_loss: 0.0313353 | Time: 16434.6 ms
[2020-11-23 13:08:07	                main:574]	:	INFO	:	Epoch 724 | loss: 0.0309845 | val_loss: 0.0313226 | Time: 16655.7 ms
[2020-11-23 13:08:24	                main:574]	:	INFO	:	Epoch 725 | loss: 0.0309908 | val_loss: 0.0313007 | Time: 17260.9 ms
[2020-11-23 13:08:41	                main:574]	:	INFO	:	Epoch 726 | loss: 0.0309875 | val_loss: 0.031312 | Time: 17214.7 ms
[2020-11-23 13:08:59	                main:574]	:	INFO	:	Epoch 727 | loss: 0.0309898 | val_loss: 0.0313259 | Time: 17530.3 ms
[2020-11-23 13:09:18	                main:574]	:	INFO	:	Epoch 728 | loss: 0.0309829 | val_loss: 0.0313251 | Time: 19285.8 ms
[2020-11-23 13:09:35	                main:574]	:	INFO	:	Epoch 729 | loss: 0.0309914 | val_loss: 0.0313296 | Time: 17352.2 ms
[2020-11-23 13:09:52	                main:574]	:	INFO	:	Epoch 730 | loss: 0.0309927 | val_loss: 0.0312936 | Time: 16779 ms
[2020-11-23 13:10:09	                main:574]	:	INFO	:	Epoch 731 | loss: 0.0309979 | val_loss: 0.031321 | Time: 16901.7 ms
[2020-11-23 13:10:25	                main:574]	:	INFO	:	Epoch 732 | loss: 0.0309933 | val_loss: 0.0313022 | Time: 16261.4 ms
[2020-11-23 13:10:41	                main:574]	:	INFO	:	Epoch 733 | loss: 0.0309919 | val_loss: 0.0312979 | Time: 16085.1 ms
[2020-11-23 13:10:57	                main:574]	:	INFO	:	Epoch 734 | loss: 0.0309868 | val_loss: 0.0313052 | Time: 16059.2 ms
[2020-11-23 13:11:13	                main:574]	:	INFO	:	Epoch 735 | loss: 0.030988 | val_loss: 0.031302 | Time: 16087.3 ms
[2020-11-23 13:11:30	                main:574]	:	INFO	:	Epoch 736 | loss: 0.0309933 | val_loss: 0.0313131 | Time: 16194 ms
[2020-11-23 13:11:46	                main:574]	:	INFO	:	Epoch 737 | loss: 0.0309793 | val_loss: 0.031317 | Time: 16065.8 ms
[2020-11-23 13:12:02	                main:574]	:	INFO	:	Epoch 738 | loss: 0.0309945 | val_loss: 0.031345 | Time: 15988.9 ms
[2020-11-23 13:12:18	                main:574]	:	INFO	:	Epoch 739 | loss: 0.0309843 | val_loss: 0.0312917 | Time: 15960.3 ms
[2020-11-23 13:12:34	                main:574]	:	INFO	:	Epoch 740 | loss: 0.0309904 | val_loss: 0.0312674 | Time: 16238.2 ms
[2020-11-23 13:12:50	                main:574]	:	INFO	:	Epoch 741 | loss: 0.0309906 | val_loss: 0.0313018 | Time: 16165.4 ms
[2020-11-23 13:13:06	                main:574]	:	INFO	:	Epoch 742 | loss: 0.0309911 | val_loss: 0.0313409 | Time: 16220 ms
[2020-11-23 13:13:23	                main:574]	:	INFO	:	Epoch 743 | loss: 0.0309928 | val_loss: 0.0312936 | Time: 16097.9 ms
[2020-11-23 13:13:39	                main:574]	:	INFO	:	Epoch 744 | loss: 0.0309973 | val_loss: 0.0312829 | Time: 16041.9 ms
[2020-11-23 13:13:55	                main:574]	:	INFO	:	Epoch 745 | loss: 0.0309944 | val_loss: 0.0313191 | Time: 15971.6 ms
[2020-11-23 13:14:11	                main:574]	:	INFO	:	Epoch 746 | loss: 0.0309857 | val_loss: 0.0313306 | Time: 16371.3 ms
[2020-11-23 13:14:27	                main:574]	:	INFO	:	Epoch 747 | loss: 0.0309841 | val_loss: 0.0313186 | Time: 16029.1 ms
[2020-11-23 13:14:43	                main:574]	:	INFO	:	Epoch 748 | loss: 0.0309839 | val_loss: 0.0312882 | Time: 16143.9 ms
[2020-11-23 13:14:59	                main:574]	:	INFO	:	Epoch 749 | loss: 0.0309831 | val_loss: 0.0312975 | Time: 15982.6 ms
[2020-11-23 13:15:15	                main:574]	:	INFO	:	Epoch 750 | loss: 0.0309856 | val_loss: 0.0312995 | Time: 16117.1 ms
[2020-11-23 13:15:31	                main:574]	:	INFO	:	Epoch 751 | loss: 0.0309818 | val_loss: 0.0313134 | Time: 16108.9 ms
[2020-11-23 13:15:47	                main:574]	:	INFO	:	Epoch 752 | loss: 0.0309851 | val_loss: 0.031304 | Time: 16003.1 ms
[2020-11-23 13:16:04	                main:574]	:	INFO	:	Epoch 753 | loss: 0.0309942 | val_loss: 0.0313162 | Time: 16195.9 ms
[2020-11-23 13:16:20	                main:574]	:	INFO	:	Epoch 754 | loss: 0.0309967 | val_loss: 0.0313014 | Time: 16094.5 ms
[2020-11-23 13:16:36	                main:574]	:	INFO	:	Epoch 755 | loss: 0.0309993 | val_loss: 0.0312992 | Time: 15904.3 ms
[2020-11-23 13:16:52	                main:574]	:	INFO	:	Epoch 756 | loss: 0.0309931 | val_loss: 0.0313255 | Time: 16373.4 ms
[2020-11-23 13:17:08	                main:574]	:	INFO	:	Epoch 757 | loss: 0.0309877 | val_loss: 0.0312943 | Time: 16351.2 ms
[2020-11-23 13:17:25	                main:574]	:	INFO	:	Epoch 758 | loss: 0.0309948 | val_loss: 0.0313146 | Time: 16312.2 ms
[2020-11-23 13:17:41	                main:574]	:	INFO	:	Epoch 759 | loss: 0.0309891 | val_loss: 0.0312814 | Time: 16111.2 ms
[2020-11-23 13:17:57	                main:574]	:	INFO	:	Epoch 760 | loss: 0.0309966 | val_loss: 0.0313065 | Time: 16148 ms
[2020-11-23 13:18:13	                main:574]	:	INFO	:	Epoch 761 | loss: 0.0309906 | val_loss: 0.0312924 | Time: 16192.4 ms
[2020-11-23 13:18:30	                main:574]	:	INFO	:	Epoch 762 | loss: 0.0309875 | val_loss: 0.0313161 | Time: 16430.3 ms
[2020-11-23 13:18:46	                main:574]	:	INFO	:	Epoch 763 | loss: 0.030982 | val_loss: 0.0312994 | Time: 16522.4 ms
[2020-11-23 13:19:03	                main:574]	:	INFO	:	Epoch 764 | loss: 0.0309841 | val_loss: 0.0313516 | Time: 16571.1 ms
[2020-11-23 13:19:24	                main:574]	:	INFO	:	Epoch 765 | loss: 0.0309802 | val_loss: 0.0313327 | Time: 21382.3 ms
[2020-11-23 13:19:42	                main:574]	:	INFO	:	Epoch 766 | loss: 0.0309879 | val_loss: 0.0313154 | Time: 18208 ms
[2020-11-23 13:19:59	                main:574]	:	INFO	:	Epoch 767 | loss: 0.0309911 | val_loss: 0.0313013 | Time: 16924.6 ms
[2020-11-23 13:20:16	                main:574]	:	INFO	:	Epoch 768 | loss: 0.0309941 | val_loss: 0.0312981 | Time: 16872.6 ms
[2020-11-23 13:20:35	                main:574]	:	INFO	:	Epoch 769 | loss: 0.0309874 | val_loss: 0.0313151 | Time: 18434.3 ms
[2020-11-23 13:20:51	                main:574]	:	INFO	:	Epoch 770 | loss: 0.0309886 | val_loss: 0.0313337 | Time: 16577.7 ms
[2020-11-23 13:21:08	                main:574]	:	INFO	:	Epoch 771 | loss: 0.0309977 | val_loss: 0.0312948 | Time: 16812.6 ms
[2020-11-23 13:21:25	                main:574]	:	INFO	:	Epoch 772 | loss: 0.0309881 | val_loss: 0.0313046 | Time: 17217.8 ms
[2020-11-23 13:21:42	                main:574]	:	INFO	:	Epoch 773 | loss: 0.0309834 | val_loss: 0.0312991 | Time: 17047.7 ms
[2020-11-23 13:21:59	                main:574]	:	INFO	:	Epoch 774 | loss: 0.0309865 | val_loss: 0.0313209 | Time: 16305.3 ms
[2020-11-23 13:22:15	                main:574]	:	INFO	:	Epoch 775 | loss: 0.0309883 | val_loss: 0.0313227 | Time: 16225.2 ms
[2020-11-23 13:22:31	                main:574]	:	INFO	:	Epoch 776 | loss: 0.0309878 | val_loss: 0.031309 | Time: 16264.2 ms
[2020-11-23 13:22:47	                main:574]	:	INFO	:	Epoch 777 | loss: 0.0309901 | val_loss: 0.0312866 | Time: 16074.7 ms
[2020-11-23 13:23:03	                main:574]	:	INFO	:	Epoch 778 | loss: 0.0309938 | val_loss: 0.0313544 | Time: 15975.1 ms
[2020-11-23 13:23:19	                main:574]	:	INFO	:	Epoch 779 | loss: 0.030985 | val_loss: 0.0312895 | Time: 16073.6 ms
[2020-11-23 13:23:36	                main:574]	:	INFO	:	Epoch 780 | loss: 0.0309911 | val_loss: 0.031318 | Time: 16464.6 ms
[2020-11-23 13:23:52	                main:574]	:	INFO	:	Epoch 781 | loss: 0.0309923 | val_loss: 0.0312894 | Time: 16041.4 ms
[2020-11-23 13:24:08	                main:574]	:	INFO	:	Epoch 782 | loss: 0.0309892 | val_loss: 0.0313121 | Time: 16402.1 ms
[2020-11-23 13:24:25	                main:574]	:	INFO	:	Epoch 783 | loss: 0.0309851 | val_loss: 0.0313283 | Time: 16849.4 ms
[2020-11-23 13:24:42	                main:574]	:	INFO	:	Epoch 784 | loss: 0.0309844 | val_loss: 0.0312885 | Time: 16235.3 ms
[2020-11-23 13:24:58	                main:574]	:	INFO	:	Epoch 785 | loss: 0.030992 | val_loss: 0.0313478 | Time: 16218 ms
[2020-11-23 13:25:14	                main:574]	:	INFO	:	Epoch 786 | loss: 0.030995 | val_loss: 0.0313001 | Time: 16103.4 ms
[2020-11-23 13:25:30	                main:574]	:	INFO	:	Epoch 787 | loss: 0.0309853 | val_loss: 0.031318 | Time: 16194.2 ms
[2020-11-23 13:25:46	                main:574]	:	INFO	:	Epoch 788 | loss: 0.0309889 | val_loss: 0.0313301 | Time: 16135.6 ms
[2020-11-23 13:26:02	                main:574]	:	INFO	:	Epoch 789 | loss: 0.0309845 | val_loss: 0.0313152 | Time: 16162 ms
[2020-11-23 13:26:19	                main:574]	:	INFO	:	Epoch 790 | loss: 0.0309933 | val_loss: 0.0313124 | Time: 16441.8 ms
[2020-11-23 13:26:35	                main:574]	:	INFO	:	Epoch 791 | loss: 0.0309878 | val_loss: 0.0313626 | Time: 16160.9 ms
[2020-11-23 13:26:51	                main:574]	:	INFO	:	Epoch 792 | loss: 0.0309949 | val_loss: 0.0313207 | Time: 16245.2 ms
[2020-11-23 13:27:08	                main:574]	:	INFO	:	Epoch 793 | loss: 0.0309836 | val_loss: 0.0313175 | Time: 16252.3 ms
[2020-11-23 13:27:24	                main:574]	:	INFO	:	Epoch 794 | loss: 0.0309865 | val_loss: 0.0313202 | Time: 16437.2 ms
[2020-11-23 13:27:40	                main:574]	:	INFO	:	Epoch 795 | loss: 0.0309904 | val_loss: 0.0313065 | Time: 16315.5 ms
[2020-11-23 13:27:57	                main:574]	:	INFO	:	Epoch 796 | loss: 0.0309866 | val_loss: 0.0313021 | Time: 16759 ms
[2020-11-23 13:28:15	                main:574]	:	INFO	:	Epoch 797 | loss: 0.0309864 | val_loss: 0.0313346 | Time: 17418.9 ms
[2020-11-23 13:28:33	                main:574]	:	INFO	:	Epoch 798 | loss: 0.0309883 | val_loss: 0.031289 | Time: 18372.3 ms
[2020-11-23 13:28:51	                main:574]	:	INFO	:	Epoch 799 | loss: 0.0309865 | val_loss: 0.0313143 | Time: 18479.6 ms
[2020-11-23 13:29:08	                main:574]	:	INFO	:	Epoch 800 | loss: 0.0309877 | val_loss: 0.0312942 | Time: 16327.6 ms
[2020-11-23 13:29:24	                main:574]	:	INFO	:	Epoch 801 | loss: 0.0309915 | val_loss: 0.0313036 | Time: 16475 ms
[2020-11-23 13:29:41	                main:574]	:	INFO	:	Epoch 802 | loss: 0.0309977 | val_loss: 0.0312858 | Time: 16376.6 ms
[2020-11-23 13:29:58	                main:574]	:	INFO	:	Epoch 803 | loss: 0.0309908 | val_loss: 0.0313312 | Time: 16822 ms
[2020-11-23 13:30:14	                main:574]	:	INFO	:	Epoch 804 | loss: 0.0309829 | val_loss: 0.0313218 | Time: 16570.5 ms
[2020-11-23 13:30:30	                main:574]	:	INFO	:	Epoch 805 | loss: 0.0309994 | val_loss: 0.0312951 | Time: 16306.2 ms
[2020-11-23 13:30:47	                main:574]	:	INFO	:	Epoch 806 | loss: 0.0310094 | val_loss: 0.0312837 | Time: 16325.3 ms
[2020-11-23 13:31:03	                main:574]	:	INFO	:	Epoch 807 | loss: 0.0309875 | val_loss: 0.0313277 | Time: 16471.2 ms
[2020-11-23 13:31:20	                main:574]	:	INFO	:	Epoch 808 | loss: 0.0309891 | val_loss: 0.0313153 | Time: 16815.3 ms
[2020-11-23 13:31:37	                main:574]	:	INFO	:	Epoch 809 | loss: 0.0309833 | val_loss: 0.0312958 | Time: 16589.6 ms
[2020-11-23 13:31:53	                main:574]	:	INFO	:	Epoch 810 | loss: 0.0309833 | val_loss: 0.0313032 | Time: 16454.6 ms
[2020-11-23 13:32:10	                main:574]	:	INFO	:	Epoch 811 | loss: 0.0309823 | val_loss: 0.0313248 | Time: 16344.5 ms
[2020-11-23 13:32:26	                main:574]	:	INFO	:	Epoch 812 | loss: 0.0309848 | val_loss: 0.0313197 | Time: 16464.4 ms
[2020-11-23 13:32:42	                main:574]	:	INFO	:	Epoch 813 | loss: 0.0309826 | val_loss: 0.0313196 | Time: 16419.8 ms
[2020-11-23 13:32:59	                main:574]	:	INFO	:	Epoch 814 | loss: 0.0309883 | val_loss: 0.0312967 | Time: 16288.3 ms
[2020-11-23 13:33:15	                main:574]	:	INFO	:	Epoch 815 | loss: 0.0309835 | val_loss: 0.0313296 | Time: 16343.9 ms
[2020-11-23 13:33:32	                main:574]	:	INFO	:	Epoch 816 | loss: 0.0309867 | val_loss: 0.0313088 | Time: 16362.5 ms
[2020-11-23 13:33:48	                main:574]	:	INFO	:	Epoch 817 | loss: 0.0309991 | val_loss: 0.0312998 | Time: 16324.8 ms
[2020-11-23 13:34:05	                main:574]	:	INFO	:	Epoch 818 | loss: 0.0309928 | val_loss: 0.031324 | Time: 17179.8 ms
[2020-11-23 13:34:21	                main:574]	:	INFO	:	Epoch 819 | loss: 0.0309833 | val_loss: 0.031312 | Time: 16362 ms
[2020-11-23 13:34:38	                main:574]	:	INFO	:	Epoch 820 | loss: 0.0309821 | val_loss: 0.0313343 | Time: 16559.4 ms
[2020-11-23 13:34:54	                main:574]	:	INFO	:	Epoch 821 | loss: 0.0309855 | val_loss: 0.0313149 | Time: 16421.4 ms
[2020-11-23 13:35:11	                main:574]	:	INFO	:	Epoch 822 | loss: 0.0309839 | val_loss: 0.0312886 | Time: 16383.9 ms
[2020-11-23 13:35:27	                main:574]	:	INFO	:	Epoch 823 | loss: 0.0309869 | val_loss: 0.0313053 | Time: 16375.3 ms
[2020-11-23 13:35:43	                main:574]	:	INFO	:	Epoch 824 | loss: 0.0309864 | val_loss: 0.0313372 | Time: 16261.2 ms
[2020-11-23 13:36:00	                main:574]	:	INFO	:	Epoch 825 | loss: 0.0309945 | val_loss: 0.0313124 | Time: 16427.1 ms
[2020-11-23 13:36:16	                main:574]	:	INFO	:	Epoch 826 | loss: 0.0309889 | val_loss: 0.0313153 | Time: 16309.7 ms
[2020-11-23 13:36:33	                main:574]	:	INFO	:	Epoch 827 | loss: 0.0309949 | val_loss: 0.0312972 | Time: 16343.3 ms
[2020-11-23 13:36:49	                main:574]	:	INFO	:	Epoch 828 | loss: 0.0309945 | val_loss: 0.0313157 | Time: 16461 ms
[2020-11-23 13:37:06	                main:574]	:	INFO	:	Epoch 829 | loss: 0.0309959 | val_loss: 0.0313689 | Time: 16642.8 ms
[2020-11-23 13:37:22	                main:574]	:	INFO	:	Epoch 830 | loss: 0.0309882 | val_loss: 0.0313293 | Time: 16255.3 ms
[2020-11-23 13:37:39	                main:574]	:	INFO	:	Epoch 831 | loss: 0.0309915 | val_loss: 0.0312977 | Time: 16620.5 ms
[2020-11-23 13:37:55	                main:574]	:	INFO	:	Epoch 832 | loss: 0.0309962 | val_loss: 0.0313241 | Time: 16087.3 ms
[2020-11-23 13:38:11	                main:574]	:	INFO	:	Epoch 833 | loss: 0.0309878 | val_loss: 0.0312908 | Time: 16576.3 ms
[2020-11-23 13:38:28	                main:574]	:	INFO	:	Epoch 834 | loss: 0.030985 | val_loss: 0.0313293 | Time: 16721.6 ms
[2020-11-23 13:38:45	                main:574]	:	INFO	:	Epoch 835 | loss: 0.0309817 | val_loss: 0.0313393 | Time: 17143.1 ms
[2020-11-23 13:39:02	                main:574]	:	INFO	:	Epoch 836 | loss: 0.0309822 | val_loss: 0.031311 | Time: 16653 ms
[2020-11-23 13:39:18	                main:574]	:	INFO	:	Epoch 837 | loss: 0.0309829 | val_loss: 0.0313097 | Time: 16399.1 ms
[2020-11-23 13:39:35	                main:574]	:	INFO	:	Epoch 838 | loss: 0.0309875 | val_loss: 0.031316 | Time: 16459.3 ms
[2020-11-23 13:39:52	                main:574]	:	INFO	:	Epoch 839 | loss: 0.0309932 | val_loss: 0.0312979 | Time: 17197.8 ms
[2020-11-23 13:40:09	                main:574]	:	INFO	:	Epoch 840 | loss: 0.0309842 | val_loss: 0.0313105 | Time: 16479.9 ms
[2020-11-23 13:40:26	                main:574]	:	INFO	:	Epoch 841 | loss: 0.0309829 | val_loss: 0.0312984 | Time: 17073.5 ms
[2020-11-23 13:40:42	                main:574]	:	INFO	:	Epoch 842 | loss: 0.0309811 | val_loss: 0.0313146 | Time: 16854.3 ms
[2020-11-23 13:40:59	                main:574]	:	INFO	:	Epoch 843 | loss: 0.0309815 | val_loss: 0.0313043 | Time: 16787.9 ms
[2020-11-23 13:41:17	                main:574]	:	INFO	:	Epoch 844 | loss: 0.0309935 | val_loss: 0.0313286 | Time: 17429.3 ms
[2020-11-23 13:41:33	                main:574]	:	INFO	:	Epoch 845 | loss: 0.0309856 | val_loss: 0.0313208 | Time: 16501.1 ms
[2020-11-23 13:41:50	                main:574]	:	INFO	:	Epoch 846 | loss: 0.0309813 | val_loss: 0.0313003 | Time: 16605.2 ms
[2020-11-23 13:42:06	                main:574]	:	INFO	:	Epoch 847 | loss: 0.0309793 | val_loss: 0.0313179 | Time: 16608.9 ms
[2020-11-23 13:42:23	                main:574]	:	INFO	:	Epoch 848 | loss: 0.0309775 | val_loss: 0.0313129 | Time: 16642.4 ms
[2020-11-23 13:42:40	                main:574]	:	INFO	:	Epoch 849 | loss: 0.0309869 | val_loss: 0.0313125 | Time: 16546.3 ms
[2020-11-23 13:42:56	                main:574]	:	INFO	:	Epoch 850 | loss: 0.0309902 | val_loss: 0.0313211 | Time: 16655.8 ms
[2020-11-23 13:43:13	                main:574]	:	INFO	:	Epoch 851 | loss: 0.0309875 | val_loss: 0.0313424 | Time: 16760.6 ms
[2020-11-23 13:43:30	                main:574]	:	INFO	:	Epoch 852 | loss: 0.0309877 | val_loss: 0.0313067 | Time: 16640.7 ms
[2020-11-23 13:43:46	                main:574]	:	INFO	:	Epoch 853 | loss: 0.0309856 | val_loss: 0.0313196 | Time: 16070.6 ms
[2020-11-23 13:44:02	                main:574]	:	INFO	:	Epoch 854 | loss: 0.0309895 | val_loss: 0.0313218 | Time: 16213.2 ms
[2020-11-23 13:44:21	                main:574]	:	INFO	:	Epoch 855 | loss: 0.0309884 | val_loss: 0.0312984 | Time: 19257 ms
[2020-11-23 13:44:38	                main:574]	:	INFO	:	Epoch 856 | loss: 0.0309953 | val_loss: 0.0313079 | Time: 17073 ms
[2020-11-23 13:44:55	                main:574]	:	INFO	:	Epoch 857 | loss: 0.0309864 | val_loss: 0.0313714 | Time: 16050.4 ms
[2020-11-23 13:45:11	                main:574]	:	INFO	:	Epoch 858 | loss: 0.0309894 | val_loss: 0.0313176 | Time: 16386.5 ms
[2020-11-23 13:45:27	                main:574]	:	INFO	:	Epoch 859 | loss: 0.0309874 | val_loss: 0.0313087 | Time: 16203.5 ms
[2020-11-23 13:45:46	                main:574]	:	INFO	:	Epoch 860 | loss: 0.0309831 | val_loss: 0.0312858 | Time: 19075.7 ms
[2020-11-23 13:46:03	                main:574]	:	INFO	:	Epoch 861 | loss: 0.0309891 | val_loss: 0.0313097 | Time: 16586.7 ms
[2020-11-23 13:46:19	                main:574]	:	INFO	:	Epoch 862 | loss: 0.0309902 | val_loss: 0.0313142 | Time: 15922.3 ms
[2020-11-23 13:46:35	                main:574]	:	INFO	:	Epoch 863 | loss: 0.0309952 | val_loss: 0.0312917 | Time: 15776.8 ms
[2020-11-23 13:46:51	                main:574]	:	INFO	:	Epoch 864 | loss: 0.030993 | val_loss: 0.0312983 | Time: 16139.6 ms
[2020-11-23 13:47:07	                main:574]	:	INFO	:	Epoch 865 | loss: 0.0309933 | val_loss: 0.0313075 | Time: 16153.7 ms
[2020-11-23 13:47:23	                main:574]	:	INFO	:	Epoch 866 | loss: 0.0309975 | val_loss: 0.0312795 | Time: 16232.4 ms
[2020-11-23 13:47:39	                main:574]	:	INFO	:	Epoch 867 | loss: 0.0309979 | val_loss: 0.0313275 | Time: 16072.8 ms
[2020-11-23 13:47:56	                main:574]	:	INFO	:	Epoch 868 | loss: 0.0309864 | val_loss: 0.0313155 | Time: 16284.1 ms
[2020-11-23 13:48:11	                main:574]	:	INFO	:	Epoch 869 | loss: 0.0309927 | val_loss: 0.0312972 | Time: 15953.8 ms
[2020-11-23 13:48:27	                main:574]	:	INFO	:	Epoch 870 | loss: 0.0309977 | val_loss: 0.0313138 | Time: 15910.7 ms
[2020-11-23 13:48:43	                main:574]	:	INFO	:	Epoch 871 | loss: 0.0309916 | val_loss: 0.0313074 | Time: 15942 ms
[2020-11-23 13:48:59	                main:574]	:	INFO	:	Epoch 872 | loss: 0.0309844 | val_loss: 0.0313616 | Time: 16014.7 ms
[2020-11-23 13:49:16	                main:574]	:	INFO	:	Epoch 873 | loss: 0.0309992 | val_loss: 0.0313019 | Time: 16220.8 ms
[2020-11-23 13:49:34	                main:574]	:	INFO	:	Epoch 874 | loss: 0.030997 | val_loss: 0.0313046 | Time: 18212.1 ms
[2020-11-23 13:49:50	                main:574]	:	INFO	:	Epoch 875 | loss: 0.0309841 | val_loss: 0.0313188 | Time: 16073 ms
[2020-11-23 13:50:07	                main:574]	:	INFO	:	Epoch 876 | loss: 0.0309817 | val_loss: 0.0312972 | Time: 16653 ms
[2020-11-23 13:50:22	                main:574]	:	INFO	:	Epoch 877 | loss: 0.0309918 | val_loss: 0.0312918 | Time: 15687.4 ms
[2020-11-23 13:50:38	                main:574]	:	INFO	:	Epoch 878 | loss: 0.0309916 | val_loss: 0.0313189 | Time: 15800.4 ms
[2020-11-23 13:50:54	                main:574]	:	INFO	:	Epoch 879 | loss: 0.0309873 | val_loss: 0.0313188 | Time: 16085.6 ms
[2020-11-23 13:51:10	                main:574]	:	INFO	:	Epoch 880 | loss: 0.0309883 | val_loss: 0.0313245 | Time: 16132.5 ms
[2020-11-23 13:51:26	                main:574]	:	INFO	:	Epoch 881 | loss: 0.03098 | val_loss: 0.0312892 | Time: 16060.5 ms
[2020-11-23 13:51:45	                main:574]	:	INFO	:	Epoch 882 | loss: 0.0309935 | val_loss: 0.0312973 | Time: 18777.7 ms
[2020-11-23 13:52:02	                main:574]	:	INFO	:	Epoch 883 | loss: 0.0309962 | val_loss: 0.0313074 | Time: 17002.1 ms
[2020-11-23 13:52:18	                main:574]	:	INFO	:	Epoch 884 | loss: 0.0309902 | val_loss: 0.0313071 | Time: 15768.7 ms
[2020-11-23 13:52:35	                main:574]	:	INFO	:	Epoch 885 | loss: 0.0309886 | val_loss: 0.0312927 | Time: 16556 ms
[2020-11-23 13:52:50	                main:574]	:	INFO	:	Epoch 886 | loss: 0.0309875 | val_loss: 0.0312981 | Time: 15762.9 ms
[2020-11-23 13:53:06	                main:574]	:	INFO	:	Epoch 887 | loss: 0.0309893 | val_loss: 0.0313039 | Time: 15836.5 ms
[2020-11-23 13:53:22	                main:574]	:	INFO	:	Epoch 888 | loss: 0.0309852 | val_loss: 0.0313001 | Time: 15969.6 ms
[2020-11-23 13:53:38	                main:574]	:	INFO	:	Epoch 889 | loss: 0.0309993 | val_loss: 0.0313477 | Time: 15834.3 ms
[2020-11-23 13:53:54	                main:574]	:	INFO	:	Epoch 890 | loss: 0.0309978 | val_loss: 0.0313202 | Time: 15906.9 ms
[2020-11-23 13:54:10	                main:574]	:	INFO	:	Epoch 891 | loss: 0.0309909 | val_loss: 0.0313147 | Time: 15841.2 ms
[2020-11-23 13:54:26	                main:574]	:	INFO	:	Epoch 892 | loss: 0.030991 | val_loss: 0.0313016 | Time: 15798.5 ms
[2020-11-23 13:54:42	                main:574]	:	INFO	:	Epoch 893 | loss: 0.0309821 | val_loss: 0.0313146 | Time: 15936.1 ms
[2020-11-23 13:54:57	                main:574]	:	INFO	:	Epoch 894 | loss: 0.0309823 | val_loss: 0.0313108 | Time: 15863.2 ms
[2020-11-23 13:55:13	                main:574]	:	INFO	:	Epoch 895 | loss: 0.0309807 | val_loss: 0.0313171 | Time: 15842.5 ms
[2020-11-23 13:55:29	                main:574]	:	INFO	:	Epoch 896 | loss: 0.0309954 | val_loss: 0.03132 | Time: 16070.4 ms
[2020-11-23 13:55:45	                main:574]	:	INFO	:	Epoch 897 | loss: 0.0310003 | val_loss: 0.0313286 | Time: 15931.7 ms
[2020-11-23 13:56:01	                main:574]	:	INFO	:	Epoch 898 | loss: 0.0309924 | val_loss: 0.0313011 | Time: 16112.7 ms
[2020-11-23 13:56:17	                main:574]	:	INFO	:	Epoch 899 | loss: 0.0310161 | val_loss: 0.0312693 | Time: 15894 ms
[2020-11-23 13:56:33	                main:574]	:	INFO	:	Epoch 900 | loss: 0.0310063 | val_loss: 0.0313234 | Time: 16066 ms
[2020-11-23 13:56:49	                main:574]	:	INFO	:	Epoch 901 | loss: 0.030999 | val_loss: 0.0313103 | Time: 15795.5 ms
[2020-11-23 13:57:05	                main:574]	:	INFO	:	Epoch 902 | loss: 0.0309882 | val_loss: 0.0313251 | Time: 16110.6 ms
[2020-11-23 13:57:21	                main:574]	:	INFO	:	Epoch 903 | loss: 0.0309867 | val_loss: 0.0313252 | Time: 15848.6 ms
[2020-11-23 13:57:37	                main:574]	:	INFO	:	Epoch 904 | loss: 0.0309847 | val_loss: 0.0313245 | Time: 15683.2 ms
[2020-11-23 13:57:53	                main:574]	:	INFO	:	Epoch 905 | loss: 0.0309876 | val_loss: 0.0313287 | Time: 15861.4 ms
[2020-11-23 13:58:09	                main:574]	:	INFO	:	Epoch 906 | loss: 0.0309887 | val_loss: 0.0313164 | Time: 15700.5 ms
[2020-11-23 13:58:25	                main:574]	:	INFO	:	Epoch 907 | loss: 0.0309833 | val_loss: 0.0313213 | Time: 15915.8 ms
[2020-11-23 13:58:41	                main:574]	:	INFO	:	Epoch 908 | loss: 0.0309888 | val_loss: 0.0312939 | Time: 15988.4 ms
[2020-11-23 13:58:56	                main:574]	:	INFO	:	Epoch 909 | loss: 0.0309907 | val_loss: 0.0313198 | Time: 15861 ms
[2020-11-23 13:59:12	                main:574]	:	INFO	:	Epoch 910 | loss: 0.0309907 | val_loss: 0.0313145 | Time: 15914.9 ms
[2020-11-23 13:59:28	                main:574]	:	INFO	:	Epoch 911 | loss: 0.0309895 | val_loss: 0.0313287 | Time: 15776.5 ms
[2020-11-23 13:59:44	                main:574]	:	INFO	:	Epoch 912 | loss: 0.0309864 | val_loss: 0.0312902 | Time: 15865.7 ms
[2020-11-23 14:00:00	                main:574]	:	INFO	:	Epoch 913 | loss: 0.0309858 | val_loss: 0.0313426 | Time: 16138.3 ms
[2020-11-23 14:00:16	                main:574]	:	INFO	:	Epoch 914 | loss: 0.0309821 | val_loss: 0.0313091 | Time: 16052 ms
[2020-11-23 14:00:32	                main:574]	:	INFO	:	Epoch 915 | loss: 0.030981 | val_loss: 0.0313264 | Time: 15980.3 ms
[2020-11-23 14:00:48	                main:574]	:	INFO	:	Epoch 916 | loss: 0.030981 | val_loss: 0.031317 | Time: 15959.2 ms
[2020-11-23 14:01:04	                main:574]	:	INFO	:	Epoch 917 | loss: 0.0309806 | val_loss: 0.0313154 | Time: 15730 ms
[2020-11-23 14:01:20	                main:574]	:	INFO	:	Epoch 918 | loss: 0.0309769 | val_loss: 0.0313299 | Time: 15964.5 ms
[2020-11-23 14:01:36	                main:574]	:	INFO	:	Epoch 919 | loss: 0.0309879 | val_loss: 0.031299 | Time: 16034.7 ms
[2020-11-23 14:01:52	                main:574]	:	INFO	:	Epoch 920 | loss: 0.0309992 | val_loss: 0.0313159 | Time: 15935.4 ms
[2020-11-23 14:02:08	                main:574]	:	INFO	:	Epoch 921 | loss: 0.0309962 | val_loss: 0.0313026 | Time: 15965.8 ms
[2020-11-23 14:02:24	                main:574]	:	INFO	:	Epoch 922 | loss: 0.0309894 | val_loss: 0.031307 | Time: 16247.8 ms
[2020-11-23 14:02:40	                main:574]	:	INFO	:	Epoch 923 | loss: 0.0309826 | val_loss: 0.0313016 | Time: 15885.6 ms
[2020-11-23 14:02:56	                main:574]	:	INFO	:	Epoch 924 | loss: 0.0309798 | val_loss: 0.0313343 | Time: 15608.4 ms
[2020-11-23 14:03:12	                main:574]	:	INFO	:	Epoch 925 | loss: 0.0309765 | val_loss: 0.0313195 | Time: 16123.5 ms
[2020-11-23 14:03:28	                main:574]	:	INFO	:	Epoch 926 | loss: 0.030979 | val_loss: 0.0313258 | Time: 16210.4 ms
[2020-11-23 14:03:44	                main:574]	:	INFO	:	Epoch 927 | loss: 0.0309807 | val_loss: 0.0313291 | Time: 16181.4 ms
[2020-11-23 14:04:00	                main:574]	:	INFO	:	Epoch 928 | loss: 0.0309916 | val_loss: 0.0312979 | Time: 15715.5 ms
[2020-11-23 14:04:16	                main:574]	:	INFO	:	Epoch 929 | loss: 0.0309863 | val_loss: 0.0313145 | Time: 16037.6 ms
[2020-11-23 14:04:32	                main:574]	:	INFO	:	Epoch 930 | loss: 0.0309772 | val_loss: 0.0313073 | Time: 16101.8 ms
[2020-11-23 14:04:48	                main:574]	:	INFO	:	Epoch 931 | loss: 0.0309881 | val_loss: 0.0313327 | Time: 16095.2 ms
[2020-11-23 14:05:04	                main:574]	:	INFO	:	Epoch 932 | loss: 0.0309825 | val_loss: 0.0312919 | Time: 15885.4 ms
[2020-11-23 14:05:20	                main:574]	:	INFO	:	Epoch 933 | loss: 0.0309837 | val_loss: 0.0312997 | Time: 16126.1 ms
[2020-11-23 14:05:36	                main:574]	:	INFO	:	Epoch 934 | loss: 0.0309826 | val_loss: 0.0313401 | Time: 16146.8 ms
[2020-11-23 14:05:52	                main:574]	:	INFO	:	Epoch 935 | loss: 0.0309837 | val_loss: 0.0313629 | Time: 16021.5 ms
[2020-11-23 14:06:09	                main:574]	:	INFO	:	Epoch 936 | loss: 0.0309827 | val_loss: 0.031344 | Time: 16126.3 ms
[2020-11-23 14:06:25	                main:574]	:	INFO	:	Epoch 937 | loss: 0.0309929 | val_loss: 0.0313134 | Time: 16171.3 ms
[2020-11-23 14:06:41	                main:574]	:	INFO	:	Epoch 938 | loss: 0.0309851 | val_loss: 0.0313385 | Time: 15871 ms
[2020-11-23 14:06:57	                main:574]	:	INFO	:	Epoch 939 | loss: 0.0309893 | val_loss: 0.0313162 | Time: 15954.7 ms
[2020-11-23 14:07:13	                main:574]	:	INFO	:	Epoch 940 | loss: 0.0309895 | val_loss: 0.0312803 | Time: 15868.2 ms
[2020-11-23 14:07:29	                main:574]	:	INFO	:	Epoch 941 | loss: 0.0309825 | val_loss: 0.0313056 | Time: 16072 ms
[2020-11-23 14:07:45	                main:574]	:	INFO	:	Epoch 942 | loss: 0.0309841 | val_loss: 0.0313028 | Time: 16189.6 ms
[2020-11-23 14:08:01	                main:574]	:	INFO	:	Epoch 943 | loss: 0.0309922 | val_loss: 0.0313161 | Time: 15992.1 ms
[2020-11-23 14:08:17	                main:574]	:	INFO	:	Epoch 944 | loss: 0.0309945 | val_loss: 0.0313222 | Time: 15926.9 ms
[2020-11-23 14:08:33	                main:574]	:	INFO	:	Epoch 945 | loss: 0.0309874 | val_loss: 0.0313048 | Time: 16037.1 ms
[2020-11-23 14:08:49	                main:574]	:	INFO	:	Epoch 946 | loss: 0.0309841 | val_loss: 0.0313104 | Time: 15974.4 ms
[2020-11-23 14:09:05	                main:574]	:	INFO	:	Epoch 947 | loss: 0.0309834 | val_loss: 0.031345 | Time: 16178.7 ms
[2020-11-23 14:09:21	                main:574]	:	INFO	:	Epoch 948 | loss: 0.0309779 | val_loss: 0.0313078 | Time: 15768.8 ms
[2020-11-23 14:09:37	                main:574]	:	INFO	:	Epoch 949 | loss: 0.0309839 | val_loss: 0.0312946 | Time: 15873.6 ms
[2020-11-23 14:09:53	                main:574]	:	INFO	:	Epoch 950 | loss: 0.0309932 | val_loss: 0.031323 | Time: 15905.2 ms
[2020-11-23 14:10:09	                main:574]	:	INFO	:	Epoch 951 | loss: 0.0309838 | val_loss: 0.0313283 | Time: 15877.5 ms
[2020-11-23 14:10:25	                main:574]	:	INFO	:	Epoch 952 | loss: 0.0309809 | val_loss: 0.0313176 | Time: 16010.2 ms
[2020-11-23 14:10:41	                main:574]	:	INFO	:	Epoch 953 | loss: 0.0309862 | val_loss: 0.0313486 | Time: 16098.8 ms
[2020-11-23 14:10:57	                main:574]	:	INFO	:	Epoch 954 | loss: 0.0309877 | val_loss: 0.0313372 | Time: 15971.9 ms
[2020-11-23 14:11:13	                main:574]	:	INFO	:	Epoch 955 | loss: 0.0309857 | val_loss: 0.0313331 | Time: 15986.3 ms
[2020-11-23 14:11:29	                main:574]	:	INFO	:	Epoch 956 | loss: 0.030988 | val_loss: 0.0312877 | Time: 15984.2 ms
[2020-11-23 14:11:45	                main:574]	:	INFO	:	Epoch 957 | loss: 0.0309914 | val_loss: 0.0313162 | Time: 15986.3 ms
[2020-11-23 14:12:01	                main:574]	:	INFO	:	Epoch 958 | loss: 0.030987 | val_loss: 0.031305 | Time: 15957 ms
[2020-11-23 14:12:17	                main:574]	:	INFO	:	Epoch 959 | loss: 0.030987 | val_loss: 0.0312974 | Time: 15939.8 ms
[2020-11-23 14:12:33	                main:574]	:	INFO	:	Epoch 960 | loss: 0.030993 | val_loss: 0.0313099 | Time: 15955.7 ms
[2020-11-23 14:12:49	                main:574]	:	INFO	:	Epoch 961 | loss: 0.0309976 | val_loss: 0.0312985 | Time: 16059.3 ms
[2020-11-23 14:13:04	                main:574]	:	INFO	:	Epoch 962 | loss: 0.0309865 | val_loss: 0.0313348 | Time: 15863 ms
[2020-11-23 14:13:20	                main:574]	:	INFO	:	Epoch 963 | loss: 0.0309797 | val_loss: 0.0313181 | Time: 15945.9 ms
[2020-11-23 14:13:36	                main:574]	:	INFO	:	Epoch 964 | loss: 0.0309783 | val_loss: 0.0312971 | Time: 15862.5 ms
[2020-11-23 14:13:53	                main:574]	:	INFO	:	Epoch 965 | loss: 0.0309818 | val_loss: 0.031316 | Time: 16191.1 ms
[2020-11-23 14:14:08	                main:574]	:	INFO	:	Epoch 966 | loss: 0.0309772 | val_loss: 0.03132 | Time: 15831.5 ms
[2020-11-23 14:14:25	                main:574]	:	INFO	:	Epoch 967 | loss: 0.0309841 | val_loss: 0.0313177 | Time: 16276.7 ms
[2020-11-23 14:14:41	                main:574]	:	INFO	:	Epoch 968 | loss: 0.0309775 | val_loss: 0.031308 | Time: 15998.9 ms
[2020-11-23 14:14:57	                main:574]	:	INFO	:	Epoch 969 | loss: 0.0309789 | val_loss: 0.0313092 | Time: 15864.5 ms
[2020-11-23 14:15:13	                main:574]	:	INFO	:	Epoch 970 | loss: 0.0309903 | val_loss: 0.031306 | Time: 15936.2 ms
[2020-11-23 14:15:29	                main:574]	:	INFO	:	Epoch 971 | loss: 0.0309805 | val_loss: 0.031278 | Time: 15995.8 ms
[2020-11-23 14:15:44	                main:574]	:	INFO	:	Epoch 972 | loss: 0.0309854 | val_loss: 0.0313499 | Time: 15942.1 ms
[2020-11-23 14:16:01	                main:574]	:	INFO	:	Epoch 973 | loss: 0.030981 | val_loss: 0.0312888 | Time: 16009.5 ms
[2020-11-23 14:16:16	                main:574]	:	INFO	:	Epoch 974 | loss: 0.0309812 | val_loss: 0.0313173 | Time: 15652.6 ms
[2020-11-23 14:16:32	                main:574]	:	INFO	:	Epoch 975 | loss: 0.0309818 | val_loss: 0.0313225 | Time: 16077.9 ms
[2020-11-23 14:16:48	                main:574]	:	INFO	:	Epoch 976 | loss: 0.0309819 | val_loss: 0.0313196 | Time: 15677.3 ms
[2020-11-23 14:17:04	                main:574]	:	INFO	:	Epoch 977 | loss: 0.0309809 | val_loss: 0.0313031 | Time: 15808.8 ms
[2020-11-23 14:17:20	                main:574]	:	INFO	:	Epoch 978 | loss: 0.03098 | val_loss: 0.0313206 | Time: 16024.2 ms
[2020-11-23 14:17:36	                main:574]	:	INFO	:	Epoch 979 | loss: 0.0309823 | val_loss: 0.031327 | Time: 15881.5 ms
[2020-11-23 14:17:52	                main:574]	:	INFO	:	Epoch 980 | loss: 0.0309835 | val_loss: 0.0313424 | Time: 15823.8 ms
[2020-11-23 14:18:08	                main:574]	:	INFO	:	Epoch 981 | loss: 0.0309821 | val_loss: 0.0312935 | Time: 16033.7 ms
[2020-11-23 14:18:24	                main:574]	:	INFO	:	Epoch 982 | loss: 0.0309892 | val_loss: 0.031325 | Time: 16283.2 ms
[2020-11-23 14:18:40	                main:574]	:	INFO	:	Epoch 983 | loss: 0.0309805 | val_loss: 0.0312966 | Time: 16227.2 ms
[2020-11-23 14:18:56	                main:574]	:	INFO	:	Epoch 984 | loss: 0.0309824 | val_loss: 0.0313351 | Time: 16050 ms
[2020-11-23 14:19:12	                main:574]	:	INFO	:	Epoch 985 | loss: 0.0309963 | val_loss: 0.0313451 | Time: 15963.2 ms
[2020-11-23 14:19:28	                main:574]	:	INFO	:	Epoch 986 | loss: 0.0309959 | val_loss: 0.0313059 | Time: 15949.3 ms
[2020-11-23 14:19:44	                main:574]	:	INFO	:	Epoch 987 | loss: 0.0309867 | val_loss: 0.0313015 | Time: 16039.1 ms
[2020-11-23 14:20:00	                main:574]	:	INFO	:	Epoch 988 | loss: 0.0309853 | val_loss: 0.0313407 | Time: 16025.3 ms
[2020-11-23 14:20:17	                main:574]	:	INFO	:	Epoch 989 | loss: 0.030984 | val_loss: 0.0313367 | Time: 16285 ms
[2020-11-23 14:20:33	                main:574]	:	INFO	:	Epoch 990 | loss: 0.0310038 | val_loss: 0.0312774 | Time: 16005 ms
[2020-11-23 14:20:49	                main:574]	:	INFO	:	Epoch 991 | loss: 0.0310096 | val_loss: 0.0313167 | Time: 15915.9 ms
[2020-11-23 14:21:05	                main:574]	:	INFO	:	Epoch 992 | loss: 0.0309881 | val_loss: 0.0313353 | Time: 16130.2 ms
[2020-11-23 14:21:20	                main:574]	:	INFO	:	Epoch 993 | loss: 0.030988 | val_loss: 0.0313086 | Time: 15758.4 ms
[2020-11-23 14:21:36	                main:574]	:	INFO	:	Epoch 994 | loss: 0.0309896 | val_loss: 0.0313236 | Time: 15654.9 ms
[2020-11-23 14:21:52	                main:574]	:	INFO	:	Epoch 995 | loss: 0.0309819 | val_loss: 0.0312958 | Time: 16119.4 ms
[2020-11-23 14:22:08	                main:574]	:	INFO	:	Epoch 996 | loss: 0.0309886 | val_loss: 0.0313615 | Time: 15937.8 ms
[2020-11-23 14:22:24	                main:574]	:	INFO	:	Epoch 997 | loss: 0.0309831 | val_loss: 0.031303 | Time: 15889.8 ms
[2020-11-23 14:22:40	                main:574]	:	INFO	:	Epoch 998 | loss: 0.0309796 | val_loss: 0.031361 | Time: 16037.9 ms
[2020-11-23 14:22:56	                main:574]	:	INFO	:	Epoch 999 | loss: 0.0309747 | val_loss: 0.0313453 | Time: 16111.1 ms
[2020-11-23 14:23:12	                main:574]	:	INFO	:	Epoch 1000 | loss: 0.030981 | val_loss: 0.0313078 | Time: 15981.5 ms
[2020-11-23 14:23:28	                main:574]	:	INFO	:	Epoch 1001 | loss: 0.0309874 | val_loss: 0.031309 | Time: 15854.4 ms
[2020-11-23 14:23:44	                main:574]	:	INFO	:	Epoch 1002 | loss: 0.0309818 | val_loss: 0.0313298 | Time: 16225.9 ms
[2020-11-23 14:24:00	                main:574]	:	INFO	:	Epoch 1003 | loss: 0.030976 | val_loss: 0.0313182 | Time: 15993.1 ms
[2020-11-23 14:24:17	                main:574]	:	INFO	:	Epoch 1004 | loss: 0.0309937 | val_loss: 0.0312852 | Time: 16214.6 ms
[2020-11-23 14:24:33	                main:574]	:	INFO	:	Epoch 1005 | loss: 0.0309849 | val_loss: 0.0313024 | Time: 15928.2 ms
[2020-11-23 14:24:49	                main:574]	:	INFO	:	Epoch 1006 | loss: 0.0309822 | val_loss: 0.0313266 | Time: 16007.4 ms
[2020-11-23 14:25:05	                main:574]	:	INFO	:	Epoch 1007 | loss: 0.0309849 | val_loss: 0.0313524 | Time: 16249.5 ms
[2020-11-23 14:25:21	                main:574]	:	INFO	:	Epoch 1008 | loss: 0.0309797 | val_loss: 0.0313071 | Time: 15833.9 ms
[2020-11-23 14:25:37	                main:574]	:	INFO	:	Epoch 1009 | loss: 0.0309821 | val_loss: 0.031332 | Time: 16139 ms
[2020-11-23 14:25:53	                main:574]	:	INFO	:	Epoch 1010 | loss: 0.030984 | val_loss: 0.0313199 | Time: 15893.1 ms
[2020-11-23 14:26:09	                main:574]	:	INFO	:	Epoch 1011 | loss: 0.0309855 | val_loss: 0.0313004 | Time: 15962.4 ms
[2020-11-23 14:26:25	                main:574]	:	INFO	:	Epoch 1012 | loss: 0.0309839 | val_loss: 0.0313052 | Time: 15985.6 ms
[2020-11-23 14:26:41	                main:574]	:	INFO	:	Epoch 1013 | loss: 0.0309895 | val_loss: 0.0313082 | Time: 16152 ms
[2020-11-23 14:26:57	                main:574]	:	INFO	:	Epoch 1014 | loss: 0.0309832 | val_loss: 0.0313154 | Time: 15871.9 ms
[2020-11-23 14:27:13	                main:574]	:	INFO	:	Epoch 1015 | loss: 0.0309908 | val_loss: 0.0312922 | Time: 15913.7 ms
[2020-11-23 14:27:29	                main:574]	:	INFO	:	Epoch 1016 | loss: 0.0309852 | val_loss: 0.0313273 | Time: 16043.4 ms
[2020-11-23 14:27:45	                main:574]	:	INFO	:	Epoch 1017 | loss: 0.030975 | val_loss: 0.0313284 | Time: 16041.5 ms
[2020-11-23 14:28:01	                main:574]	:	INFO	:	Epoch 1018 | loss: 0.0309782 | val_loss: 0.0313179 | Time: 16040.7 ms
[2020-11-23 14:28:17	                main:574]	:	INFO	:	Epoch 1019 | loss: 0.0309827 | val_loss: 0.0313158 | Time: 16143.2 ms
[2020-11-23 14:28:33	                main:574]	:	INFO	:	Epoch 1020 | loss: 0.0309808 | val_loss: 0.031343 | Time: 15915.6 ms
[2020-11-23 14:28:49	                main:574]	:	INFO	:	Epoch 1021 | loss: 0.0309889 | val_loss: 0.0312921 | Time: 15962.2 ms
[2020-11-23 14:29:05	                main:574]	:	INFO	:	Epoch 1022 | loss: 0.0309955 | val_loss: 0.0313064 | Time: 15975.2 ms
[2020-11-23 14:29:21	                main:574]	:	INFO	:	Epoch 1023 | loss: 0.0309915 | val_loss: 0.0313285 | Time: 16094.2 ms
[2020-11-23 14:29:37	                main:574]	:	INFO	:	Epoch 1024 | loss: 0.0309868 | val_loss: 0.0313095 | Time: 15862 ms
[2020-11-23 14:29:37	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0313095
[2020-11-23 14:29:37	                main:603]	:	INFO	:	Saving end state to config to file
[2020-11-23 14:29:37	                main:608]	:	INFO	:	Success, exiting..
14:29:37 (3992): 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)