Task 3326662

Name ParityModified-1606530787-9060-3_0
Workunit 1590013
Created 18 Dec 2020, 16:28:32 UTC
Sent 20 Dec 2020, 18:24:41 UTC
Report deadline 27 Dec 2020, 18:24:41 UTC
Received 21 Dec 2020, 5:55:43 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4379
Run time 34 min 30 sec
CPU time 34 min 26 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>
in:581]	:	INFO	:	Epoch 510 | loss: 0.0311196 | val_loss: 0.0311249 | Time: 2003.49 ms
[2020-12-20 23:38:04	                main:581]	:	INFO	:	Epoch 511 | loss: 0.0311196 | val_loss: 0.0311248 | Time: 2010.66 ms
[2020-12-20 23:38:06	                main:581]	:	INFO	:	Epoch 512 | loss: 0.03112 | val_loss: 0.0311376 | Time: 2010.89 ms
[2020-12-20 23:38:08	                main:581]	:	INFO	:	Epoch 513 | loss: 0.0311219 | val_loss: 0.0311238 | Time: 2003.95 ms
[2020-12-20 23:38:10	                main:581]	:	INFO	:	Epoch 514 | loss: 0.0311203 | val_loss: 0.0311247 | Time: 2014.18 ms
[2020-12-20 23:38:12	                main:581]	:	INFO	:	Epoch 515 | loss: 0.0311162 | val_loss: 0.0311256 | Time: 2010.03 ms
[2020-12-20 23:38:14	                main:581]	:	INFO	:	Epoch 516 | loss: 0.0311169 | val_loss: 0.0311222 | Time: 2016.3 ms
[2020-12-20 23:38:16	                main:581]	:	INFO	:	Epoch 517 | loss: 0.0311135 | val_loss: 0.0311271 | Time: 2005.37 ms
[2020-12-20 23:38:18	                main:581]	:	INFO	:	Epoch 518 | loss: 0.0311153 | val_loss: 0.0311252 | Time: 2009.38 ms
[2020-12-20 23:38:20	                main:581]	:	INFO	:	Epoch 519 | loss: 0.0311131 | val_loss: 0.0311224 | Time: 2008.67 ms
[2020-12-20 23:38:23	                main:581]	:	INFO	:	Epoch 520 | loss: 0.0311135 | val_loss: 0.0311243 | Time: 2015.05 ms
[2020-12-20 23:38:25	                main:581]	:	INFO	:	Epoch 521 | loss: 0.0311143 | val_loss: 0.0311291 | Time: 2016.04 ms
[2020-12-20 23:38:27	                main:581]	:	INFO	:	Epoch 522 | loss: 0.0311144 | val_loss: 0.0311241 | Time: 2015.13 ms
[2020-12-20 23:38:29	                main:581]	:	INFO	:	Epoch 523 | loss: 0.0311141 | val_loss: 0.0311212 | Time: 2008.83 ms
[2020-12-20 23:38:31	                main:581]	:	INFO	:	Epoch 524 | loss: 0.031117 | val_loss: 0.0311223 | Time: 2019.1 ms
[2020-12-20 23:38:33	                main:581]	:	INFO	:	Epoch 525 | loss: 0.0311129 | val_loss: 0.0311212 | Time: 2011.5 ms
[2020-12-20 23:38:35	                main:581]	:	INFO	:	Epoch 526 | loss: 0.0311115 | val_loss: 0.0311207 | Time: 2015.85 ms
[2020-12-20 23:38:37	                main:581]	:	INFO	:	Epoch 527 | loss: 0.0311111 | val_loss: 0.0311218 | Time: 2008.34 ms
[2020-12-20 23:38:39	                main:581]	:	INFO	:	Epoch 528 | loss: 0.031111 | val_loss: 0.0311225 | Time: 2015.26 ms
[2020-12-20 23:38:41	                main:581]	:	INFO	:	Epoch 529 | loss: 0.0311102 | val_loss: 0.0311264 | Time: 2003.82 ms
[2020-12-20 23:38:43	                main:581]	:	INFO	:	Epoch 530 | loss: 0.0311115 | val_loss: 0.0311224 | Time: 2012.64 ms
[2020-12-20 23:38:45	                main:581]	:	INFO	:	Epoch 531 | loss: 0.0311123 | val_loss: 0.0311326 | Time: 2010.64 ms
[2020-12-20 23:38:47	                main:581]	:	INFO	:	Epoch 532 | loss: 0.0311179 | val_loss: 0.0311293 | Time: 2012.74 ms
[2020-12-20 23:38:49	                main:581]	:	INFO	:	Epoch 533 | loss: 0.031115 | val_loss: 0.0311231 | Time: 2010.57 ms
[2020-12-20 23:38:51	                main:581]	:	INFO	:	Epoch 534 | loss: 0.0311142 | val_loss: 0.0311223 | Time: 2015.04 ms
[2020-12-20 23:38:53	                main:581]	:	INFO	:	Epoch 535 | loss: 0.0311128 | val_loss: 0.0311265 | Time: 2017.78 ms
[2020-12-20 23:38:55	                main:581]	:	INFO	:	Epoch 536 | loss: 0.0311117 | val_loss: 0.0311203 | Time: 2019.21 ms
[2020-12-20 23:38:57	                main:581]	:	INFO	:	Epoch 537 | loss: 0.0311103 | val_loss: 0.0311265 | Time: 2018.37 ms
[2020-12-20 23:38:59	                main:581]	:	INFO	:	Epoch 538 | loss: 0.0311097 | val_loss: 0.0311263 | Time: 2011.57 ms
[2020-12-20 23:39:01	                main:581]	:	INFO	:	Epoch 539 | loss: 0.0311107 | val_loss: 0.0311215 | Time: 2019.53 ms
[2020-12-20 23:39:03	                main:581]	:	INFO	:	Epoch 540 | loss: 0.0311105 | val_loss: 0.0311212 | Time: 2012.37 ms
[2020-12-20 23:39:05	                main:581]	:	INFO	:	Epoch 541 | loss: 0.0311093 | val_loss: 0.0311197 | Time: 2021.17 ms
[2020-12-20 23:39:07	                main:581]	:	INFO	:	Epoch 542 | loss: 0.0311075 | val_loss: 0.0311186 | Time: 2021.22 ms
[2020-12-20 23:39:09	                main:581]	:	INFO	:	Epoch 543 | loss: 0.0311065 | val_loss: 0.0311197 | Time: 2019.01 ms
[2020-12-20 23:39:11	                main:581]	:	INFO	:	Epoch 544 | loss: 0.0311073 | val_loss: 0.0311186 | Time: 2021.22 ms
[2020-12-20 23:39:13	                main:581]	:	INFO	:	Epoch 545 | loss: 0.0311064 | val_loss: 0.0311234 | Time: 2009.66 ms
[2020-12-20 23:39:15	                main:581]	:	INFO	:	Epoch 546 | loss: 0.0311127 | val_loss: 0.0311214 | Time: 2016.11 ms
[2020-12-20 23:39:17	                main:581]	:	INFO	:	Epoch 547 | loss: 0.0311128 | val_loss: 0.031118 | Time: 2010.65 ms
[2020-12-20 23:39:19	                main:581]	:	INFO	:	Epoch 548 | loss: 0.0311106 | val_loss: 0.0311235 | Time: 2031.08 ms
[2020-12-20 23:39:21	                main:581]	:	INFO	:	Epoch 549 | loss: 0.031111 | val_loss: 0.0311226 | Time: 2012.62 ms
[2020-12-20 23:39:23	                main:581]	:	INFO	:	Epoch 550 | loss: 0.0311087 | val_loss: 0.0311177 | Time: 2021.17 ms
[2020-12-20 23:39:25	                main:581]	:	INFO	:	Epoch 551 | loss: 0.0311136 | val_loss: 0.031118 | Time: 2021.84 ms
[2020-12-20 23:39:27	                main:581]	:	INFO	:	Epoch 552 | loss: 0.0311132 | val_loss: 0.0311283 | Time: 2006.3 ms
[2020-12-20 23:39:29	                main:581]	:	INFO	:	Epoch 553 | loss: 0.031112 | val_loss: 0.0311165 | Time: 2018.47 ms
[2020-12-20 23:39:31	                main:581]	:	INFO	:	Epoch 554 | loss: 0.0311058 | val_loss: 0.0311152 | Time: 2009.13 ms
[2020-12-20 23:39:33	                main:581]	:	INFO	:	Epoch 555 | loss: 0.0311045 | val_loss: 0.0311161 | Time: 2019.89 ms
[2020-12-20 23:39:35	                main:581]	:	INFO	:	Epoch 556 | loss: 0.0311031 | val_loss: 0.0311186 | Time: 2011.39 ms
[2020-12-20 23:39:37	                main:581]	:	INFO	:	Epoch 557 | loss: 0.0311036 | val_loss: 0.0311146 | Time: 2013.85 ms
[2020-12-20 23:39:39	                main:581]	:	INFO	:	Epoch 558 | loss: 0.031107 | val_loss: 0.0311129 | Time: 2014.77 ms
[2020-12-20 23:39:41	                main:581]	:	INFO	:	Epoch 559 | loss: 0.031107 | val_loss: 0.0311154 | Time: 2007.44 ms
[2020-12-20 23:39:43	                main:581]	:	INFO	:	Epoch 560 | loss: 0.0311075 | val_loss: 0.0311147 | Time: 2010.87 ms
[2020-12-20 23:39:45	                main:581]	:	INFO	:	Epoch 561 | loss: 0.0311062 | val_loss: 0.0311159 | Time: 2019.72 ms
[2020-12-20 23:39:47	                main:581]	:	INFO	:	Epoch 562 | loss: 0.0311054 | val_loss: 0.0311154 | Time: 2013.17 ms
[2020-12-20 23:39:49	                main:581]	:	INFO	:	Epoch 563 | loss: 0.031104 | val_loss: 0.0311121 | Time: 2020.32 ms
[2020-12-20 23:39:51	                main:581]	:	INFO	:	Epoch 564 | loss: 0.0311031 | val_loss: 0.0311158 | Time: 2011.11 ms
[2020-12-20 23:39:53	                main:581]	:	INFO	:	Epoch 565 | loss: 0.031104 | val_loss: 0.0311156 | Time: 2019.81 ms
[2020-12-20 23:39:55	                main:581]	:	INFO	:	Epoch 566 | loss: 0.0311052 | val_loss: 0.0311126 | Time: 2013.36 ms
[2020-12-20 23:39:57	                main:581]	:	INFO	:	Epoch 567 | loss: 0.0311027 | val_loss: 0.0311131 | Time: 2024.28 ms
[2020-12-20 23:39:59	                main:581]	:	INFO	:	Epoch 568 | loss: 0.0311034 | val_loss: 0.0311175 | Time: 2022.07 ms
[2020-12-20 23:40:01	                main:581]	:	INFO	:	Epoch 569 | loss: 0.0311035 | val_loss: 0.0311213 | Time: 2019.77 ms
[2020-12-20 23:40:03	                main:581]	:	INFO	:	Epoch 570 | loss: 0.0311174 | val_loss: 0.0311245 | Time: 2014 ms
[2020-12-20 23:40:05	                main:581]	:	INFO	:	Epoch 571 | loss: 0.0311134 | val_loss: 0.0311184 | Time: 2021.32 ms
[2020-12-20 23:40:07	                main:581]	:	INFO	:	Epoch 572 | loss: 0.031107 | val_loss: 0.0311149 | Time: 2014.14 ms
[2020-12-20 23:40:09	                main:581]	:	INFO	:	Epoch 573 | loss: 0.0311118 | val_loss: 0.0311279 | Time: 2016.37 ms
[2020-12-20 23:40:11	                main:581]	:	INFO	:	Epoch 574 | loss: 0.0311195 | val_loss: 0.0311347 | Time: 2021.32 ms
[2020-12-20 23:40:13	                main:581]	:	INFO	:	Epoch 575 | loss: 0.0311341 | val_loss: 0.0311392 | Time: 2009.49 ms
[2020-12-20 23:40:15	                main:581]	:	INFO	:	Epoch 576 | loss: 0.0311322 | val_loss: 0.0311266 | Time: 2012.71 ms
[2020-12-20 23:40:17	                main:581]	:	INFO	:	Epoch 577 | loss: 0.0311247 | val_loss: 0.0311233 | Time: 2022.81 ms
[2020-12-20 23:40:19	                main:581]	:	INFO	:	Epoch 578 | loss: 0.0311219 | val_loss: 0.0311219 | Time: 2012.67 ms
[2020-12-20 23:40:21	                main:581]	:	INFO	:	Epoch 579 | loss: 0.0311237 | val_loss: 0.0311427 | Time: 2023.8 ms
[2020-12-20 23:40:23	                main:581]	:	INFO	:	Epoch 580 | loss: 0.0311284 | val_loss: 0.0311272 | Time: 2012.74 ms
[2020-12-20 23:40:25	                main:581]	:	INFO	:	Epoch 581 | loss: 0.0311213 | val_loss: 0.0311234 | Time: 2012.21 ms
[2020-12-20 23:40:27	                main:581]	:	INFO	:	Epoch 582 | loss: 0.0311319 | val_loss: 0.031208 | Time: 2017.71 ms
[2020-12-20 23:40:30	                main:581]	:	INFO	:	Epoch 583 | loss: 0.0312005 | val_loss: 0.0312119 | Time: 2019.03 ms
[2020-12-20 23:40:32	                main:581]	:	INFO	:	Epoch 584 | loss: 0.0311865 | val_loss: 0.031164 | Time: 2018.05 ms
[2020-12-20 23:40:34	                main:581]	:	INFO	:	Epoch 585 | loss: 0.0311644 | val_loss: 0.0311442 | Time: 2018.61 ms
[2020-12-20 23:40:36	                main:581]	:	INFO	:	Epoch 586 | loss: 0.0311456 | val_loss: 0.0311374 | Time: 2011.9 ms
[2020-12-20 23:40:38	                main:581]	:	INFO	:	Epoch 587 | loss: 0.0311386 | val_loss: 0.0311323 | Time: 2019.77 ms
[2020-12-20 23:40:40	                main:581]	:	INFO	:	Epoch 588 | loss: 0.0311301 | val_loss: 0.0311327 | Time: 2009.81 ms
[2020-12-20 23:40:42	                main:581]	:	INFO	:	Epoch 589 | loss: 0.0311284 | val_loss: 0.0311323 | Time: 2025.6 ms
[2020-12-20 23:40:44	                main:581]	:	INFO	:	Epoch 590 | loss: 0.0311305 | val_loss: 0.031127 | Time: 2011.08 ms
[2020-12-20 23:40:46	                main:581]	:	INFO	:	Epoch 591 | loss: 0.031121 | val_loss: 0.0311251 | Time: 2029.01 ms
[2020-12-20 23:40:48	                main:581]	:	INFO	:	Epoch 592 | loss: 0.0311475 | val_loss: 0.0311986 | Time: 2024.67 ms
[2020-12-20 23:40:50	                main:581]	:	INFO	:	Epoch 593 | loss: 0.0314228 | val_loss: 0.0317187 | Time: 2021.37 ms
[2020-12-20 23:40:52	                main:581]	:	INFO	:	Epoch 594 | loss: 0.0346017 | val_loss: 0.0347202 | Time: 2005.02 ms
[2020-12-20 23:40:54	                main:581]	:	INFO	:	Epoch 595 | loss: 0.0320048 | val_loss: 0.0313392 | Time: 2009.8 ms
[2020-12-20 23:40:56	                main:581]	:	INFO	:	Epoch 596 | loss: 0.0313113 | val_loss: 0.0312386 | Time: 2014.94 ms
[2020-12-20 23:40:58	                main:581]	:	INFO	:	Epoch 597 | loss: 0.0312288 | val_loss: 0.0312119 | Time: 2005.44 ms
[2020-12-20 23:41:00	                main:581]	:	INFO	:	Epoch 598 | loss: 0.0312079 | val_loss: 0.0311999 | Time: 2003.4 ms
[2020-12-20 23:41:02	                main:581]	:	INFO	:	Epoch 599 | loss: 0.0311999 | val_loss: 0.0311962 | Time: 2010.66 ms
[2020-12-20 23:41:04	                main:581]	:	INFO	:	Epoch 600 | loss: 0.0311951 | val_loss: 0.0311939 | Time: 2014.28 ms
[2020-12-20 23:41:06	                main:581]	:	INFO	:	Epoch 601 | loss: 0.031191 | val_loss: 0.0311926 | Time: 2004.58 ms
[2020-12-20 23:41:08	                main:581]	:	INFO	:	Epoch 602 | loss: 0.0311903 | val_loss: 0.0311892 | Time: 2009.1 ms
[2020-12-20 23:41:10	                main:581]	:	INFO	:	Epoch 603 | loss: 0.0311877 | val_loss: 0.0311847 | Time: 2003.75 ms
[2020-12-20 23:41:12	                main:581]	:	INFO	:	Epoch 604 | loss: 0.0311843 | val_loss: 0.0311838 | Time: 2011.9 ms
[2020-12-20 23:41:14	                main:581]	:	INFO	:	Epoch 605 | loss: 0.0311809 | val_loss: 0.0311785 | Time: 2007.3 ms
[2020-12-20 23:41:16	                main:581]	:	INFO	:	Epoch 606 | loss: 0.0311788 | val_loss: 0.0311779 | Time: 2017.11 ms
[2020-12-20 23:41:18	                main:581]	:	INFO	:	Epoch 607 | loss: 0.0311754 | val_loss: 0.0311761 | Time: 2010.03 ms
[2020-12-20 23:41:20	                main:581]	:	INFO	:	Epoch 608 | loss: 0.0311731 | val_loss: 0.0311754 | Time: 2006.06 ms
[2020-12-20 23:41:22	                main:581]	:	INFO	:	Epoch 609 | loss: 0.0311706 | val_loss: 0.031173 | Time: 2015.65 ms
[2020-12-20 23:41:24	                main:581]	:	INFO	:	Epoch 610 | loss: 0.0311689 | val_loss: 0.0311712 | Time: 2005.42 ms
[2020-12-20 23:41:26	                main:581]	:	INFO	:	Epoch 611 | loss: 0.031168 | val_loss: 0.0311697 | Time: 2013.72 ms
[2020-12-20 23:41:28	                main:581]	:	INFO	:	Epoch 612 | loss: 0.0311671 | val_loss: 0.0311679 | Time: 2016.29 ms
[2020-12-20 23:41:30	                main:581]	:	INFO	:	Epoch 613 | loss: 0.0311658 | val_loss: 0.0311673 | Time: 2010.63 ms
[2020-12-20 23:41:32	                main:581]	:	INFO	:	Epoch 614 | loss: 0.0311657 | val_loss: 0.031168 | Time: 2001.91 ms
[2020-12-20 23:41:34	                main:581]	:	INFO	:	Epoch 615 | loss: 0.0311653 | val_loss: 0.0311681 | Time: 2027.49 ms
[2020-12-20 23:41:36	                main:581]	:	INFO	:	Epoch 616 | loss: 0.0311645 | val_loss: 0.0311684 | Time: 2015.4 ms
[2020-12-20 23:41:38	                main:581]	:	INFO	:	Epoch 617 | loss: 0.0311651 | val_loss: 0.0311669 | Time: 2024.59 ms
[2020-12-20 23:41:40	                main:581]	:	INFO	:	Epoch 618 | loss: 0.0311631 | val_loss: 0.0311664 | Time: 2009.58 ms
[2020-12-20 23:41:42	                main:581]	:	INFO	:	Epoch 619 | loss: 0.0311628 | val_loss: 0.0311668 | Time: 2018.99 ms
[2020-12-20 23:41:44	                main:581]	:	INFO	:	Epoch 620 | loss: 0.0311599 | val_loss: 0.0311589 | Time: 2012.5 ms
[2020-12-20 23:41:46	                main:581]	:	INFO	:	Epoch 621 | loss: 0.0311576 | val_loss: 0.0311553 | Time: 2012.41 ms
[2020-12-20 23:41:48	                main:581]	:	INFO	:	Epoch 622 | loss: 0.0311573 | val_loss: 0.0311569 | Time: 2011.26 ms
[2020-12-20 23:41:50	                main:581]	:	INFO	:	Epoch 623 | loss: 0.0311577 | val_loss: 0.0311557 | Time: 2020.69 ms
[2020-12-20 23:41:52	                main:581]	:	INFO	:	Epoch 624 | loss: 0.0311584 | val_loss: 0.0311606 | Time: 2014.61 ms
[2020-12-20 23:41:54	                main:581]	:	INFO	:	Epoch 625 | loss: 0.031159 | val_loss: 0.031156 | Time: 2021.75 ms
[2020-12-20 23:41:56	                main:581]	:	INFO	:	Epoch 626 | loss: 0.0311562 | val_loss: 0.0311542 | Time: 2023.39 ms
[2020-12-20 23:41:58	                main:581]	:	INFO	:	Epoch 627 | loss: 0.0311541 | val_loss: 0.0311538 | Time: 2021.31 ms
[2020-12-20 23:42:00	                main:581]	:	INFO	:	Epoch 628 | loss: 0.0311534 | val_loss: 0.0311549 | Time: 2014.31 ms
[2020-12-20 23:42:02	                main:581]	:	INFO	:	Epoch 629 | loss: 0.0311518 | val_loss: 0.0311528 | Time: 2017.56 ms
[2020-12-20 23:42:04	                main:581]	:	INFO	:	Epoch 630 | loss: 0.0311521 | val_loss: 0.0311546 | Time: 2018.99 ms
[2020-12-20 23:42:06	                main:581]	:	INFO	:	Epoch 631 | loss: 0.0311548 | val_loss: 0.0311551 | Time: 2024.93 ms
[2020-12-20 23:42:08	                main:581]	:	INFO	:	Epoch 632 | loss: 0.0311543 | val_loss: 0.0311523 | Time: 2027.73 ms
[2020-12-20 23:42:10	                main:581]	:	INFO	:	Epoch 633 | loss: 0.0311525 | val_loss: 0.0311524 | Time: 2025.8 ms
[2020-12-20 23:42:12	                main:581]	:	INFO	:	Epoch 634 | loss: 0.0311522 | val_loss: 0.0311537 | Time: 2034.84 ms
[2020-12-20 23:42:14	                main:581]	:	INFO	:	Epoch 635 | loss: 0.0311526 | val_loss: 0.0311505 | Time: 2030.41 ms
[2020-12-20 23:42:16	                main:581]	:	INFO	:	Epoch 636 | loss: 0.031151 | val_loss: 0.0311479 | Time: 2023.98 ms
[2020-12-20 23:42:18	                main:581]	:	INFO	:	Epoch 637 | loss: 0.0311497 | val_loss: 0.031149 | Time: 2025.2 ms
[2020-12-20 23:42:20	                main:581]	:	INFO	:	Epoch 638 | loss: 0.0311502 | val_loss: 0.0311487 | Time: 2022.13 ms
[2020-12-20 23:42:22	                main:581]	:	INFO	:	Epoch 639 | loss: 0.0311478 | val_loss: 0.0311478 | Time: 2019.65 ms
[2020-12-20 23:42:24	                main:581]	:	INFO	:	Epoch 640 | loss: 0.0311483 | val_loss: 0.0311462 | Time: 2032.34 ms
[2020-12-20 23:42:26	                main:581]	:	INFO	:	Epoch 641 | loss: 0.0311479 | val_loss: 0.0311463 | Time: 2007.12 ms
[2020-12-20 23:42:28	                main:581]	:	INFO	:	Epoch 642 | loss: 0.0311463 | val_loss: 0.0311476 | Time: 2026.92 ms
[2020-12-20 23:42:31	                main:581]	:	INFO	:	Epoch 643 | loss: 0.0311454 | val_loss: 0.0311458 | Time: 2018.15 ms
[2020-12-20 23:42:33	                main:581]	:	INFO	:	Epoch 644 | loss: 0.0311458 | val_loss: 0.0311458 | Time: 2021.17 ms
[2020-12-20 23:42:35	                main:581]	:	INFO	:	Epoch 645 | loss: 0.0311458 | val_loss: 0.0311447 | Time: 2007.1 ms
[2020-12-20 23:42:37	                main:581]	:	INFO	:	Epoch 646 | loss: 0.0311443 | val_loss: 0.0311448 | Time: 2018.06 ms
[2020-12-20 23:42:39	                main:581]	:	INFO	:	Epoch 647 | loss: 0.0311442 | val_loss: 0.031144 | Time: 2028.03 ms
[2020-12-20 23:42:41	                main:581]	:	INFO	:	Epoch 648 | loss: 0.0311441 | val_loss: 0.0311433 | Time: 2013.03 ms
[2020-12-20 23:42:43	                main:581]	:	INFO	:	Epoch 649 | loss: 0.0311433 | val_loss: 0.0311432 | Time: 2024.66 ms
[2020-12-20 23:42:45	                main:581]	:	INFO	:	Epoch 650 | loss: 0.0311434 | val_loss: 0.031144 | Time: 2015.47 ms
[2020-12-20 23:42:47	                main:581]	:	INFO	:	Epoch 651 | loss: 0.0311438 | val_loss: 0.0311431 | Time: 2022.2 ms
[2020-12-20 23:42:49	                main:581]	:	INFO	:	Epoch 652 | loss: 0.0311435 | val_loss: 0.031143 | Time: 2017.11 ms
[2020-12-20 23:42:51	                main:581]	:	INFO	:	Epoch 653 | loss: 0.0311424 | val_loss: 0.0311428 | Time: 2022.09 ms
[2020-12-20 23:42:53	                main:581]	:	INFO	:	Epoch 654 | loss: 0.0311422 | val_loss: 0.0311428 | Time: 2029.22 ms
[2020-12-20 23:42:55	                main:581]	:	INFO	:	Epoch 655 | loss: 0.0311426 | val_loss: 0.0311429 | Time: 2027.62 ms
[2020-12-20 23:42:57	                main:581]	:	INFO	:	Epoch 656 | loss: 0.0311416 | val_loss: 0.031144 | Time: 2026.22 ms
[2020-12-20 23:42:59	                main:581]	:	INFO	:	Epoch 657 | loss: 0.0311412 | val_loss: 0.0311421 | Time: 2025.82 ms
[2020-12-20 23:43:01	                main:581]	:	INFO	:	Epoch 658 | loss: 0.0311403 | val_loss: 0.0311421 | Time: 2016.01 ms
[2020-12-20 23:43:03	                main:581]	:	INFO	:	Epoch 659 | loss: 0.0311408 | val_loss: 0.0311436 | Time: 2024.85 ms
[2020-12-20 23:43:05	                main:581]	:	INFO	:	Epoch 660 | loss: 0.031141 | val_loss: 0.0311419 | Time: 2026.47 ms
[2020-12-20 23:43:07	                main:581]	:	INFO	:	Epoch 661 | loss: 0.0311408 | val_loss: 0.0311422 | Time: 2017.17 ms
[2020-12-20 23:43:09	                main:581]	:	INFO	:	Epoch 662 | loss: 0.0311411 | val_loss: 0.0311431 | Time: 2035.21 ms
[2020-12-20 23:43:11	                main:581]	:	INFO	:	Epoch 663 | loss: 0.0311399 | val_loss: 0.0311419 | Time: 2016.89 ms
[2020-12-20 23:43:13	                main:581]	:	INFO	:	Epoch 664 | loss: 0.0311403 | val_loss: 0.0311423 | Time: 2014.85 ms
[2020-12-20 23:43:15	                main:581]	:	INFO	:	Epoch 665 | loss: 0.0311416 | val_loss: 0.0311428 | Time: 2022.38 ms
[2020-12-20 23:43:17	                main:581]	:	INFO	:	Epoch 666 | loss: 0.0311395 | val_loss: 0.0311406 | Time: 2028.49 ms
[2020-12-20 23:43:19	                main:581]	:	INFO	:	Epoch 667 | loss: 0.0311397 | val_loss: 0.031145 | Time: 2024.27 ms
[2020-12-20 23:43:21	                main:581]	:	INFO	:	Epoch 668 | loss: 0.0311385 | val_loss: 0.0311401 | Time: 2029.94 ms
[2020-12-20 23:43:23	                main:581]	:	INFO	:	Epoch 669 | loss: 0.0311374 | val_loss: 0.0311434 | Time: 2025.58 ms
[2020-12-20 23:43:25	                main:581]	:	INFO	:	Epoch 670 | loss: 0.0311374 | val_loss: 0.0311422 | Time: 2012.64 ms
[2020-12-20 23:43:27	                main:581]	:	INFO	:	Epoch 671 | loss: 0.0311359 | val_loss: 0.0311386 | Time: 2022.07 ms
[2020-12-20 23:43:29	                main:581]	:	INFO	:	Epoch 672 | loss: 0.0311355 | val_loss: 0.0311517 | Time: 2017.9 ms
[2020-12-20 23:43:31	                main:581]	:	INFO	:	Epoch 673 | loss: 0.0311503 | val_loss: 0.0311444 | Time: 2034.43 ms
[2020-12-20 23:43:33	                main:581]	:	INFO	:	Epoch 674 | loss: 0.0311461 | val_loss: 0.031141 | Time: 2020.61 ms
[2020-12-20 23:43:35	                main:581]	:	INFO	:	Epoch 675 | loss: 0.0311408 | val_loss: 0.0311411 | Time: 2017.79 ms
[2020-12-20 23:43:37	                main:581]	:	INFO	:	Epoch 676 | loss: 0.0311401 | val_loss: 0.0311415 | Time: 2026.09 ms
[2020-12-20 23:43:39	                main:581]	:	INFO	:	Epoch 677 | loss: 0.0311387 | val_loss: 0.0311375 | Time: 2016.94 ms
[2020-12-20 23:43:41	                main:581]	:	INFO	:	Epoch 678 | loss: 0.0311367 | val_loss: 0.0311436 | Time: 2018.05 ms
[2020-12-20 23:43:43	                main:581]	:	INFO	:	Epoch 679 | loss: 0.031141 | val_loss: 0.0311391 | Time: 2028.45 ms
[2020-12-20 23:43:45	                main:581]	:	INFO	:	Epoch 680 | loss: 0.031136 | val_loss: 0.0311373 | Time: 2024.99 ms
[2020-12-20 23:43:47	                main:581]	:	INFO	:	Epoch 681 | loss: 0.0311353 | val_loss: 0.0311383 | Time: 2017.61 ms
[2020-12-20 23:43:49	                main:581]	:	INFO	:	Epoch 682 | loss: 0.0311341 | val_loss: 0.0311376 | Time: 2016.57 ms
[2020-12-20 23:43:51	                main:581]	:	INFO	:	Epoch 683 | loss: 0.0311341 | val_loss: 0.0311363 | Time: 2028.78 ms
[2020-12-20 23:43:53	                main:581]	:	INFO	:	Epoch 684 | loss: 0.0311342 | val_loss: 0.0311387 | Time: 2030.1 ms
[2020-12-20 23:43:55	                main:581]	:	INFO	:	Epoch 685 | loss: 0.0311341 | val_loss: 0.0311386 | Time: 2022.79 ms
[2020-12-20 23:43:57	                main:581]	:	INFO	:	Epoch 686 | loss: 0.0311345 | val_loss: 0.031139 | Time: 2029.42 ms
[2020-12-20 23:44:00	                main:581]	:	INFO	:	Epoch 687 | loss: 0.0311324 | val_loss: 0.0311353 | Time: 2028.73 ms
[2020-12-20 23:44:02	                main:581]	:	INFO	:	Epoch 688 | loss: 0.0311322 | val_loss: 0.0311325 | Time: 2032.01 ms
[2020-12-20 23:44:04	                main:581]	:	INFO	:	Epoch 689 | loss: 0.0311337 | val_loss: 0.0311325 | Time: 2029.84 ms
[2020-12-20 23:44:06	                main:581]	:	INFO	:	Epoch 690 | loss: 0.0311325 | val_loss: 0.0311323 | Time: 2022.47 ms
[2020-12-20 23:44:08	                main:581]	:	INFO	:	Epoch 691 | loss: 0.0311292 | val_loss: 0.031132 | Time: 2027.31 ms
[2020-12-20 23:44:10	                main:581]	:	INFO	:	Epoch 692 | loss: 0.0311297 | val_loss: 0.0311361 | Time: 2021.44 ms
[2020-12-20 23:44:12	                main:581]	:	INFO	:	Epoch 693 | loss: 0.0311295 | val_loss: 0.0311322 | Time: 2016.57 ms
[2020-12-20 23:44:14	                main:581]	:	INFO	:	Epoch 694 | loss: 0.0311309 | val_loss: 0.0311335 | Time: 2015.66 ms
[2020-12-20 23:44:16	                main:581]	:	INFO	:	Epoch 695 | loss: 0.0311279 | val_loss: 0.0311292 | Time: 2015.96 ms
[2020-12-20 23:44:18	                main:581]	:	INFO	:	Epoch 696 | loss: 0.0311276 | val_loss: 0.0311317 | Time: 2016.93 ms
[2020-12-20 23:44:20	                main:581]	:	INFO	:	Epoch 697 | loss: 0.031127 | val_loss: 0.0311294 | Time: 2023.5 ms
[2020-12-20 23:44:22	                main:581]	:	INFO	:	Epoch 698 | loss: 0.0311268 | val_loss: 0.0311275 | Time: 2008.1 ms
[2020-12-20 23:44:24	                main:581]	:	INFO	:	Epoch 699 | loss: 0.0311265 | val_loss: 0.031129 | Time: 2021.99 ms
[2020-12-20 23:44:26	                main:581]	:	INFO	:	Epoch 700 | loss: 0.031125 | val_loss: 0.0311266 | Time: 2029.89 ms
[2020-12-20 23:44:28	                main:581]	:	INFO	:	Epoch 701 | loss: 0.0311233 | val_loss: 0.031126 | Time: 2018.81 ms
[2020-12-20 23:44:30	                main:581]	:	INFO	:	Epoch 702 | loss: 0.0311241 | val_loss: 0.0311297 | Time: 2017.03 ms
[2020-12-20 23:44:32	                main:581]	:	INFO	:	Epoch 703 | loss: 0.0311234 | val_loss: 0.0311292 | Time: 2018.28 ms
[2020-12-20 23:44:34	                main:581]	:	INFO	:	Epoch 704 | loss: 0.0311225 | val_loss: 0.0311282 | Time: 2016.87 ms
[2020-12-20 23:44:36	                main:581]	:	INFO	:	Epoch 705 | loss: 0.0311236 | val_loss: 0.031133 | Time: 2017.66 ms
[2020-12-20 23:44:38	                main:581]	:	INFO	:	Epoch 706 | loss: 0.0311283 | val_loss: 0.0311296 | Time: 2017.4 ms
[2020-12-20 23:44:40	                main:581]	:	INFO	:	Epoch 707 | loss: 0.0311327 | val_loss: 0.031148 | Time: 2015.89 ms
[2020-12-20 23:44:42	                main:581]	:	INFO	:	Epoch 708 | loss: 0.0311448 | val_loss: 0.0311375 | Time: 2025.74 ms
[2020-12-20 23:44:44	                main:581]	:	INFO	:	Epoch 709 | loss: 0.0311312 | val_loss: 0.0311316 | Time: 2017.72 ms
[2020-12-20 23:44:46	                main:581]	:	INFO	:	Epoch 710 | loss: 0.0311273 | val_loss: 0.031128 | Time: 2031.84 ms
[2020-12-20 23:44:48	                main:581]	:	INFO	:	Epoch 711 | loss: 0.0311247 | val_loss: 0.0311298 | Time: 2034.31 ms
[2020-12-20 23:44:50	                main:581]	:	INFO	:	Epoch 712 | loss: 0.0311252 | val_loss: 0.0311243 | Time: 2039.45 ms
[2020-12-20 23:44:52	                main:581]	:	INFO	:	Epoch 713 | loss: 0.0311214 | val_loss: 0.0311266 | Time: 2033.77 ms
[2020-12-20 23:44:54	                main:581]	:	INFO	:	Epoch 714 | loss: 0.0311219 | val_loss: 0.031124 | Time: 2030.49 ms
[2020-12-20 23:44:56	                main:581]	:	INFO	:	Epoch 715 | loss: 0.0311252 | val_loss: 0.0311269 | Time: 2032.59 ms
[2020-12-20 23:44:58	                main:581]	:	INFO	:	Epoch 716 | loss: 0.0311215 | val_loss: 0.0311228 | Time: 2036.21 ms
[2020-12-20 23:45:00	                main:581]	:	INFO	:	Epoch 717 | loss: 0.0311238 | val_loss: 0.0311406 | Time: 2033.3 ms
[2020-12-20 23:45:02	                main:581]	:	INFO	:	Epoch 718 | loss: 0.0311259 | val_loss: 0.031129 | Time: 2018.87 ms
[2020-12-20 23:45:04	                main:581]	:	INFO	:	Epoch 719 | loss: 0.0311194 | val_loss: 0.0311233 | Time: 2014.62 ms
[2020-12-20 23:45:06	                main:581]	:	INFO	:	Epoch 720 | loss: 0.0311228 | val_loss: 0.031126 | Time: 2018.27 ms
[2020-12-20 23:45:08	                main:581]	:	INFO	:	Epoch 721 | loss: 0.0311218 | val_loss: 0.0311255 | Time: 2016.15 ms
[2020-12-20 23:45:10	                main:581]	:	INFO	:	Epoch 722 | loss: 0.0311216 | val_loss: 0.03113 | Time: 2017.73 ms
[2020-12-20 23:45:12	                main:581]	:	INFO	:	Epoch 723 | loss: 0.0311211 | val_loss: 0.0311251 | Time: 2020.63 ms
[2020-12-20 23:45:14	                main:581]	:	INFO	:	Epoch 724 | loss: 0.0311209 | val_loss: 0.0311278 | Time: 2015.17 ms
[2020-12-20 23:45:16	                main:581]	:	INFO	:	Epoch 725 | loss: 0.0311211 | val_loss: 0.0311276 | Time: 2024.56 ms
[2020-12-20 23:45:18	                main:581]	:	INFO	:	Epoch 726 | loss: 0.0311234 | val_loss: 0.0311235 | Time: 2016.33 ms
[2020-12-20 23:45:20	                main:581]	:	INFO	:	Epoch 727 | loss: 0.0311217 | val_loss: 0.0311354 | Time: 2031.52 ms
[2020-12-20 23:45:22	                main:581]	:	INFO	:	Epoch 728 | loss: 0.0311184 | val_loss: 0.0311252 | Time: 2027.56 ms
[2020-12-20 23:45:24	                main:581]	:	INFO	:	Epoch 729 | loss: 0.0311183 | val_loss: 0.0311253 | Time: 2023.13 ms
[2020-12-20 23:45:27	                main:581]	:	INFO	:	Epoch 730 | loss: 0.0311211 | val_loss: 0.0311307 | Time: 2021.36 ms
[2020-12-20 23:45:29	                main:581]	:	INFO	:	Epoch 731 | loss: 0.0311223 | val_loss: 0.031128 | Time: 2028.5 ms
[2020-12-20 23:45:31	                main:581]	:	INFO	:	Epoch 732 | loss: 0.0311204 | val_loss: 0.031123 | Time: 2033.65 ms
[2020-12-20 23:45:33	                main:581]	:	INFO	:	Epoch 733 | loss: 0.031119 | val_loss: 0.0311326 | Time: 2031.46 ms
[2020-12-20 23:45:35	                main:581]	:	INFO	:	Epoch 734 | loss: 0.0311196 | val_loss: 0.0311225 | Time: 2031.95 ms
[2020-12-20 23:45:37	                main:581]	:	INFO	:	Epoch 735 | loss: 0.031117 | val_loss: 0.0311242 | Time: 2031.56 ms
[2020-12-20 23:45:39	                main:581]	:	INFO	:	Epoch 736 | loss: 0.0311182 | val_loss: 0.0311299 | Time: 2021.37 ms
[2020-12-20 23:45:41	                main:581]	:	INFO	:	Epoch 737 | loss: 0.0311253 | val_loss: 0.031127 | Time: 2031.94 ms
[2020-12-20 23:45:43	                main:581]	:	INFO	:	Epoch 738 | loss: 0.0311222 | val_loss: 0.0311262 | Time: 2030.39 ms
[2020-12-20 23:45:45	                main:581]	:	INFO	:	Epoch 739 | loss: 0.0311219 | val_loss: 0.0311267 | Time: 2030.55 ms
[2020-12-20 23:45:47	                main:581]	:	INFO	:	Epoch 740 | loss: 0.0311194 | val_loss: 0.0311225 | Time: 2031.83 ms
[2020-12-20 23:45:49	                main:581]	:	INFO	:	Epoch 741 | loss: 0.0311206 | val_loss: 0.0311279 | Time: 2020.71 ms
[2020-12-20 23:45:51	                main:581]	:	INFO	:	Epoch 742 | loss: 0.0311226 | val_loss: 0.031137 | Time: 2030.94 ms
[2020-12-20 23:45:53	                main:581]	:	INFO	:	Epoch 743 | loss: 0.0311197 | val_loss: 0.0311233 | Time: 2029.93 ms
[2020-12-20 23:45:55	                main:581]	:	INFO	:	Epoch 744 | loss: 0.0311175 | val_loss: 0.0311225 | Time: 2020.33 ms
[2020-12-20 23:45:57	                main:581]	:	INFO	:	Epoch 745 | loss: 0.0311168 | val_loss: 0.0311227 | Time: 2030.77 ms
[2020-12-20 23:45:59	                main:581]	:	INFO	:	Epoch 746 | loss: 0.0311171 | val_loss: 0.0311283 | Time: 2039.59 ms
[2020-12-20 23:46:01	                main:581]	:	INFO	:	Epoch 747 | loss: 0.0311169 | val_loss: 0.0311264 | Time: 2023.89 ms
[2020-12-20 23:46:03	                main:581]	:	INFO	:	Epoch 748 | loss: 0.0311204 | val_loss: 0.031124 | Time: 2030.28 ms
[2020-12-20 23:46:05	                main:581]	:	INFO	:	Epoch 749 | loss: 0.0311178 | val_loss: 0.0311234 | Time: 2025.13 ms
[2020-12-20 23:46:07	                main:581]	:	INFO	:	Epoch 750 | loss: 0.0311179 | val_loss: 0.0311263 | Time: 2034.62 ms
[2020-12-20 23:46:09	                main:581]	:	INFO	:	Epoch 751 | loss: 0.0311197 | val_loss: 0.0311309 | Time: 2027.74 ms
[2020-12-20 23:46:11	                main:581]	:	INFO	:	Epoch 752 | loss: 0.0311257 | val_loss: 0.031128 | Time: 2030.66 ms
[2020-12-20 23:46:13	                main:581]	:	INFO	:	Epoch 753 | loss: 0.0311274 | val_loss: 0.0311368 | Time: 2032.44 ms
[2020-12-20 23:46:15	                main:581]	:	INFO	:	Epoch 754 | loss: 0.0311263 | val_loss: 0.0311258 | Time: 2031.78 ms
[2020-12-20 23:46:17	                main:581]	:	INFO	:	Epoch 755 | loss: 0.0311225 | val_loss: 0.0311233 | Time: 2032.44 ms
[2020-12-20 23:46:19	                main:581]	:	INFO	:	Epoch 756 | loss: 0.0311234 | val_loss: 0.03113 | Time: 2030.01 ms
[2020-12-20 23:46:21	                main:581]	:	INFO	:	Epoch 757 | loss: 0.0311284 | val_loss: 0.0311276 | Time: 2030.71 ms
[2020-12-20 23:46:23	                main:581]	:	INFO	:	Epoch 758 | loss: 0.031128 | val_loss: 0.0311264 | Time: 2031.9 ms
[2020-12-20 23:46:25	                main:581]	:	INFO	:	Epoch 759 | loss: 0.0311224 | val_loss: 0.0311282 | Time: 2030 ms
[2020-12-20 23:46:27	                main:581]	:	INFO	:	Epoch 760 | loss: 0.0311227 | val_loss: 0.0311307 | Time: 2028.63 ms
[2020-12-20 23:46:29	                main:581]	:	INFO	:	Epoch 761 | loss: 0.0311245 | val_loss: 0.031127 | Time: 2034.66 ms
[2020-12-20 23:46:31	                main:581]	:	INFO	:	Epoch 762 | loss: 0.0311235 | val_loss: 0.0311314 | Time: 2020.02 ms
[2020-12-20 23:46:33	                main:581]	:	INFO	:	Epoch 763 | loss: 0.0311224 | val_loss: 0.0311219 | Time: 2027.79 ms
[2020-12-20 23:46:36	                main:581]	:	INFO	:	Epoch 764 | loss: 0.031117 | val_loss: 0.0311186 | Time: 2027.11 ms
[2020-12-20 23:46:38	                main:581]	:	INFO	:	Epoch 765 | loss: 0.0311147 | val_loss: 0.0311195 | Time: 2028.27 ms
[2020-12-20 23:46:40	                main:581]	:	INFO	:	Epoch 766 | loss: 0.0311149 | val_loss: 0.0311227 | Time: 2027.52 ms
[2020-12-20 23:46:42	                main:581]	:	INFO	:	Epoch 767 | loss: 0.0311159 | val_loss: 0.0311188 | Time: 2017.74 ms
[2020-12-20 23:46:44	                main:581]	:	INFO	:	Epoch 768 | loss: 0.0311183 | val_loss: 0.0311692 | Time: 2031.21 ms
[2020-12-20 23:46:46	                main:581]	:	INFO	:	Epoch 769 | loss: 0.0311943 | val_loss: 0.0312002 | Time: 2011.87 ms
[2020-12-20 23:46:48	                main:581]	:	INFO	:	Epoch 770 | loss: 0.0311824 | val_loss: 0.031176 | Time: 2034.49 ms
[2020-12-20 23:46:50	                main:581]	:	INFO	:	Epoch 771 | loss: 0.0311702 | val_loss: 0.0311669 | Time: 2017.62 ms
[2020-12-20 23:46:52	                main:581]	:	INFO	:	Epoch 772 | loss: 0.0311551 | val_loss: 0.0311403 | Time: 2030.71 ms
[2020-12-20 23:46:54	                main:581]	:	INFO	:	Epoch 773 | loss: 0.0311399 | val_loss: 0.0311399 | Time: 2025.59 ms
[2020-12-20 23:46:56	                main:581]	:	INFO	:	Epoch 774 | loss: 0.0311373 | val_loss: 0.0311374 | Time: 2027.63 ms
[2020-12-20 23:46:58	                main:581]	:	INFO	:	Epoch 775 | loss: 0.0311363 | val_loss: 0.0311361 | Time: 2026.88 ms
[2020-12-20 23:47:00	                main:581]	:	INFO	:	Epoch 776 | loss: 0.0311369 | val_loss: 0.0311349 | Time: 2041.02 ms
[2020-12-20 23:47:02	                main:581]	:	INFO	:	Epoch 777 | loss: 0.0311361 | val_loss: 0.0311383 | Time: 2030.77 ms
[2020-12-20 23:47:04	                main:581]	:	INFO	:	Epoch 778 | loss: 0.0311358 | val_loss: 0.0311376 | Time: 2031.61 ms
[2020-12-20 23:47:06	                main:581]	:	INFO	:	Epoch 779 | loss: 0.0311359 | val_loss: 0.0311397 | Time: 2030.2 ms
[2020-12-20 23:47:08	                main:581]	:	INFO	:	Epoch 780 | loss: 0.0311371 | val_loss: 0.0311388 | Time: 2018.16 ms
[2020-12-20 23:47:10	                main:581]	:	INFO	:	Epoch 781 | loss: 0.0311343 | val_loss: 0.0311339 | Time: 2025.41 ms
[2020-12-20 23:47:12	                main:581]	:	INFO	:	Epoch 782 | loss: 0.0311339 | val_loss: 0.0311339 | Time: 2028.9 ms
[2020-12-20 23:47:14	                main:581]	:	INFO	:	Epoch 783 | loss: 0.0311325 | val_loss: 0.0311342 | Time: 2028.23 ms
[2020-12-20 23:47:16	                main:581]	:	INFO	:	Epoch 784 | loss: 0.0311318 | val_loss: 0.0311314 | Time: 2016.54 ms
[2020-12-20 23:47:18	                main:581]	:	INFO	:	Epoch 785 | loss: 0.0311336 | val_loss: 0.0311299 | Time: 2023.64 ms
[2020-12-20 23:47:20	                main:581]	:	INFO	:	Epoch 786 | loss: 0.0311348 | val_loss: 0.0311337 | Time: 2021.85 ms
[2020-12-20 23:47:22	                main:581]	:	INFO	:	Epoch 787 | loss: 0.0311314 | val_loss: 0.0311314 | Time: 2029.36 ms
[2020-12-20 23:47:24	                main:581]	:	INFO	:	Epoch 788 | loss: 0.0311282 | val_loss: 0.0311307 | Time: 2030.93 ms
[2020-12-20 23:47:26	                main:581]	:	INFO	:	Epoch 789 | loss: 0.0311261 | val_loss: 0.0311291 | Time: 2027.58 ms
[2020-12-20 23:47:28	                main:581]	:	INFO	:	Epoch 790 | loss: 0.0311234 | val_loss: 0.0311289 | Time: 2020.7 ms
[2020-12-20 23:47:30	                main:581]	:	INFO	:	Epoch 791 | loss: 0.0311224 | val_loss: 0.0311294 | Time: 2031.43 ms
[2020-12-20 23:47:32	                main:581]	:	INFO	:	Epoch 792 | loss: 0.0311231 | val_loss: 0.031137 | Time: 2029.77 ms
[2020-12-20 23:47:34	                main:581]	:	INFO	:	Epoch 793 | loss: 0.0311277 | val_loss: 0.0311263 | Time: 2029.5 ms
[2020-12-20 23:47:36	                main:581]	:	INFO	:	Epoch 794 | loss: 0.0311203 | val_loss: 0.0311248 | Time: 2031.15 ms
[2020-12-20 23:47:38	                main:581]	:	INFO	:	Epoch 795 | loss: 0.0311185 | val_loss: 0.0311249 | Time: 2031.14 ms
[2020-12-20 23:47:40	                main:581]	:	INFO	:	Epoch 796 | loss: 0.0311187 | val_loss: 0.0311264 | Time: 2031.87 ms
[2020-12-20 23:47:42	                main:581]	:	INFO	:	Epoch 797 | loss: 0.0311198 | val_loss: 0.0311216 | Time: 2031.15 ms
[2020-12-20 23:47:44	                main:581]	:	INFO	:	Epoch 798 | loss: 0.0311197 | val_loss: 0.0311251 | Time: 2030.03 ms
[2020-12-20 23:47:46	                main:581]	:	INFO	:	Epoch 799 | loss: 0.0311194 | val_loss: 0.0311215 | Time: 2029.32 ms
[2020-12-20 23:47:49	                main:581]	:	INFO	:	Epoch 800 | loss: 0.0311216 | val_loss: 0.0311272 | Time: 2019.79 ms
[2020-12-20 23:47:51	                main:581]	:	INFO	:	Epoch 801 | loss: 0.0311224 | val_loss: 0.0311212 | Time: 2026.73 ms
[2020-12-20 23:47:53	                main:581]	:	INFO	:	Epoch 802 | loss: 0.0311202 | val_loss: 0.0311257 | Time: 2026.69 ms
[2020-12-20 23:47:55	                main:581]	:	INFO	:	Epoch 803 | loss: 0.0311209 | val_loss: 0.0311197 | Time: 2018.24 ms
[2020-12-20 23:47:57	                main:581]	:	INFO	:	Epoch 804 | loss: 0.031121 | val_loss: 0.0311275 | Time: 2024.98 ms
[2020-12-20 23:47:59	                main:581]	:	INFO	:	Epoch 805 | loss: 0.0311251 | val_loss: 0.031121 | Time: 2026.66 ms
[2020-12-20 23:48:01	                main:581]	:	INFO	:	Epoch 806 | loss: 0.0311198 | val_loss: 0.0311187 | Time: 2019.58 ms
[2020-12-20 23:48:03	                main:581]	:	INFO	:	Epoch 807 | loss: 0.0311206 | val_loss: 0.0311258 | Time: 2027.29 ms
[2020-12-20 23:48:05	                main:581]	:	INFO	:	Epoch 808 | loss: 0.0311262 | val_loss: 0.0311304 | Time: 2028.73 ms
[2020-12-20 23:48:07	                main:581]	:	INFO	:	Epoch 809 | loss: 0.0311228 | val_loss: 0.031122 | Time: 2028.29 ms
[2020-12-20 23:48:09	                main:581]	:	INFO	:	Epoch 810 | loss: 0.0311192 | val_loss: 0.0311209 | Time: 2026.04 ms
[2020-12-20 23:48:11	                main:581]	:	INFO	:	Epoch 811 | loss: 0.0311177 | val_loss: 0.0311197 | Time: 2024.88 ms
[2020-12-20 23:48:13	                main:581]	:	INFO	:	Epoch 812 | loss: 0.0311181 | val_loss: 0.0311214 | Time: 2017.1 ms
[2020-12-20 23:48:15	                main:581]	:	INFO	:	Epoch 813 | loss: 0.0311154 | val_loss: 0.0311167 | Time: 2029.1 ms
[2020-12-20 23:48:17	                main:581]	:	INFO	:	Epoch 814 | loss: 0.0311138 | val_loss: 0.0311228 | Time: 2026.05 ms
[2020-12-20 23:48:19	                main:581]	:	INFO	:	Epoch 815 | loss: 0.0311231 | val_loss: 0.0311273 | Time: 2030.09 ms
[2020-12-20 23:48:21	                main:581]	:	INFO	:	Epoch 816 | loss: 0.0311214 | val_loss: 0.0311267 | Time: 2026.96 ms
[2020-12-20 23:48:23	                main:581]	:	INFO	:	Epoch 817 | loss: 0.0311204 | val_loss: 0.0311321 | Time: 2029.2 ms
[2020-12-20 23:48:25	                main:581]	:	INFO	:	Epoch 818 | loss: 0.0311174 | val_loss: 0.0311216 | Time: 2016.9 ms
[2020-12-20 23:48:27	                main:581]	:	INFO	:	Epoch 819 | loss: 0.031111 | val_loss: 0.0311168 | Time: 2024.97 ms
[2020-12-20 23:48:29	                main:581]	:	INFO	:	Epoch 820 | loss: 0.0311097 | val_loss: 0.0311172 | Time: 2019.9 ms
[2020-12-20 23:48:31	                main:581]	:	INFO	:	Epoch 821 | loss: 0.0311093 | val_loss: 0.0311166 | Time: 2015.64 ms
[2020-12-20 23:48:33	                main:581]	:	INFO	:	Epoch 822 | loss: 0.0311066 | val_loss: 0.0311178 | Time: 2025.41 ms
[2020-12-20 23:48:35	                main:581]	:	INFO	:	Epoch 823 | loss: 0.03111 | val_loss: 0.0311201 | Time: 2020.86 ms
[2020-12-20 23:48:37	                main:581]	:	INFO	:	Epoch 824 | loss: 0.0311129 | val_loss: 0.0311235 | Time: 2021.2 ms
[2020-12-20 23:48:39	                main:581]	:	INFO	:	Epoch 825 | loss: 0.0311122 | val_loss: 0.0311228 | Time: 2032.46 ms
[2020-12-20 23:48:41	                main:581]	:	INFO	:	Epoch 826 | loss: 0.0311146 | val_loss: 0.0311331 | Time: 2027.35 ms
[2020-12-20 23:48:43	                main:581]	:	INFO	:	Epoch 827 | loss: 0.0311182 | val_loss: 0.0311261 | Time: 2026.6 ms
[2020-12-20 23:48:45	                main:581]	:	INFO	:	Epoch 828 | loss: 0.0311122 | val_loss: 0.0311195 | Time: 2020.08 ms
[2020-12-20 23:48:47	                main:581]	:	INFO	:	Epoch 829 | loss: 0.0311103 | val_loss: 0.0311196 | Time: 2026.63 ms
[2020-12-20 23:48:49	                main:581]	:	INFO	:	Epoch 830 | loss: 0.0311127 | val_loss: 0.0311186 | Time: 2017.16 ms
[2020-12-20 23:48:51	                main:581]	:	INFO	:	Epoch 831 | loss: 0.0311091 | val_loss: 0.0311199 | Time: 2027.76 ms
[2020-12-20 23:48:53	                main:581]	:	INFO	:	Epoch 832 | loss: 0.031109 | val_loss: 0.0311167 | Time: 2028.14 ms
[2020-12-20 23:48:55	                main:581]	:	INFO	:	Epoch 833 | loss: 0.0311072 | val_loss: 0.031119 | Time: 2026.46 ms
[2020-12-20 23:48:57	                main:581]	:	INFO	:	Epoch 834 | loss: 0.0311055 | val_loss: 0.0311146 | Time: 2026.92 ms
[2020-12-20 23:48:59	                main:581]	:	INFO	:	Epoch 835 | loss: 0.0311047 | val_loss: 0.0311201 | Time: 2020.06 ms
[2020-12-20 23:49:01	                main:581]	:	INFO	:	Epoch 836 | loss: 0.0311085 | val_loss: 0.0311181 | Time: 2027.3 ms
[2020-12-20 23:49:03	                main:581]	:	INFO	:	Epoch 837 | loss: 0.0311026 | val_loss: 0.0311124 | Time: 2025.24 ms
[2020-12-20 23:49:05	                main:581]	:	INFO	:	Epoch 838 | loss: 0.0311036 | val_loss: 0.0311114 | Time: 2016.27 ms
[2020-12-20 23:49:07	                main:581]	:	INFO	:	Epoch 839 | loss: 0.0311027 | val_loss: 0.0311138 | Time: 2025.78 ms
[2020-12-20 23:49:09	                main:581]	:	INFO	:	Epoch 840 | loss: 0.031102 | val_loss: 0.0311146 | Time: 2026.77 ms
[2020-12-20 23:49:12	                main:581]	:	INFO	:	Epoch 841 | loss: 0.0311033 | val_loss: 0.0311184 | Time: 2022.93 ms
[2020-12-20 23:49:14	                main:581]	:	INFO	:	Epoch 842 | loss: 0.0311046 | val_loss: 0.0311117 | Time: 2023.26 ms
[2020-12-20 23:49:16	                main:581]	:	INFO	:	Epoch 843 | loss: 0.0311044 | val_loss: 0.0311143 | Time: 2011.64 ms
[2020-12-20 23:49:18	                main:581]	:	INFO	:	Epoch 844 | loss: 0.0311036 | val_loss: 0.0311139 | Time: 2021.74 ms
[2020-12-20 23:49:20	                main:581]	:	INFO	:	Epoch 845 | loss: 0.0311063 | val_loss: 0.0311133 | Time: 2013.19 ms
[2020-12-20 23:49:22	                main:581]	:	INFO	:	Epoch 846 | loss: 0.031107 | val_loss: 0.0311131 | Time: 2022.19 ms
[2020-12-20 23:49:24	                main:581]	:	INFO	:	Epoch 847 | loss: 0.0311046 | val_loss: 0.0311145 | Time: 2018.66 ms
[2020-12-20 23:49:26	                main:581]	:	INFO	:	Epoch 848 | loss: 0.0311039 | val_loss: 0.0311163 | Time: 2026.73 ms
[2020-12-20 23:49:28	                main:581]	:	INFO	:	Epoch 849 | loss: 0.0311041 | val_loss: 0.031116 | Time: 2022.72 ms
[2020-12-20 23:49:30	                main:581]	:	INFO	:	Epoch 850 | loss: 0.0311019 | val_loss: 0.0311151 | Time: 2015.83 ms
[2020-12-20 23:49:32	                main:581]	:	INFO	:	Epoch 851 | loss: 0.0311024 | val_loss: 0.0311139 | Time: 2025.12 ms
[2020-12-20 23:49:34	                main:581]	:	INFO	:	Epoch 852 | loss: 0.0311006 | val_loss: 0.0311155 | Time: 2024.32 ms
[2020-12-20 23:49:36	                main:581]	:	INFO	:	Epoch 853 | loss: 0.0311014 | val_loss: 0.0311173 | Time: 2023.26 ms
[2020-12-20 23:49:38	                main:581]	:	INFO	:	Epoch 854 | loss: 0.0311027 | val_loss: 0.0311186 | Time: 2022.79 ms
[2020-12-20 23:49:40	                main:581]	:	INFO	:	Epoch 855 | loss: 0.0311061 | val_loss: 0.0311292 | Time: 2019.96 ms
[2020-12-20 23:49:42	                main:581]	:	INFO	:	Epoch 856 | loss: 0.0311111 | val_loss: 0.0311223 | Time: 2028.25 ms
[2020-12-20 23:49:44	                main:581]	:	INFO	:	Epoch 857 | loss: 0.0311067 | val_loss: 0.0311135 | Time: 2030.58 ms
[2020-12-20 23:49:46	                main:581]	:	INFO	:	Epoch 858 | loss: 0.0311051 | val_loss: 0.0311162 | Time: 2039.6 ms
[2020-12-20 23:49:48	                main:581]	:	INFO	:	Epoch 859 | loss: 0.0311065 | val_loss: 0.031114 | Time: 2027.53 ms
[2020-12-20 23:49:50	                main:581]	:	INFO	:	Epoch 860 | loss: 0.031106 | val_loss: 0.0311194 | Time: 2025.73 ms
[2020-12-20 23:49:52	                main:581]	:	INFO	:	Epoch 861 | loss: 0.0311142 | val_loss: 0.0311149 | Time: 2022.7 ms
[2020-12-20 23:49:54	                main:581]	:	INFO	:	Epoch 862 | loss: 0.0311105 | val_loss: 0.0311178 | Time: 2030.79 ms
[2020-12-20 23:49:56	                main:581]	:	INFO	:	Epoch 863 | loss: 0.0311099 | val_loss: 0.0311175 | Time: 2036.75 ms
[2020-12-20 23:49:58	                main:581]	:	INFO	:	Epoch 864 | loss: 0.0311048 | val_loss: 0.0311133 | Time: 2028.04 ms
[2020-12-20 23:50:00	                main:581]	:	INFO	:	Epoch 865 | loss: 0.0311035 | val_loss: 0.0311119 | Time: 2024.26 ms
[2020-12-20 23:50:02	                main:581]	:	INFO	:	Epoch 866 | loss: 0.031103 | val_loss: 0.0311109 | Time: 2024.87 ms
[2020-12-20 23:50:04	                main:581]	:	INFO	:	Epoch 867 | loss: 0.0311032 | val_loss: 0.0311179 | Time: 2022.51 ms
[2020-12-20 23:50:06	                main:581]	:	INFO	:	Epoch 868 | loss: 0.0311065 | val_loss: 0.0311192 | Time: 2020.78 ms
[2020-12-20 23:50:08	                main:581]	:	INFO	:	Epoch 869 | loss: 0.0311108 | val_loss: 0.0311245 | Time: 2015.96 ms
[2020-12-20 23:50:10	                main:581]	:	INFO	:	Epoch 870 | loss: 0.0311101 | val_loss: 0.0311211 | Time: 2025.54 ms
[2020-12-20 23:50:12	                main:581]	:	INFO	:	Epoch 871 | loss: 0.0311101 | val_loss: 0.0311165 | Time: 2025.08 ms
[2020-12-20 23:50:14	                main:581]	:	INFO	:	Epoch 872 | loss: 0.0311114 | val_loss: 0.0311171 | Time: 2011.67 ms
[2020-12-20 23:50:16	                main:581]	:	INFO	:	Epoch 873 | loss: 0.0311048 | val_loss: 0.0311118 | Time: 2016.02 ms
[2020-12-20 23:50:18	                main:581]	:	INFO	:	Epoch 874 | loss: 0.0311061 | val_loss: 0.0311134 | Time: 2020.6 ms
[2020-12-20 23:50:20	                main:581]	:	INFO	:	Epoch 875 | loss: 0.0311025 | val_loss: 0.0311128 | Time: 2012.8 ms
[2020-12-20 23:50:22	                main:581]	:	INFO	:	Epoch 876 | loss: 0.0311009 | val_loss: 0.0311104 | Time: 2019.75 ms
[2020-12-20 23:50:24	                main:581]	:	INFO	:	Epoch 877 | loss: 0.0310991 | val_loss: 0.0311161 | Time: 2020.54 ms
[2020-12-20 23:50:26	                main:581]	:	INFO	:	Epoch 878 | loss: 0.0311005 | val_loss: 0.0311152 | Time: 2020.12 ms
[2020-12-20 23:50:28	                main:581]	:	INFO	:	Epoch 879 | loss: 0.0310988 | val_loss: 0.0311155 | Time: 2016.97 ms
[2020-12-20 23:50:30	                main:581]	:	INFO	:	Epoch 880 | loss: 0.0310999 | val_loss: 0.031115 | Time: 2018.64 ms
[2020-12-20 23:50:32	                main:581]	:	INFO	:	Epoch 881 | loss: 0.0310985 | val_loss: 0.0311172 | Time: 2012.06 ms
[2020-12-20 23:50:34	                main:581]	:	INFO	:	Epoch 882 | loss: 0.0310974 | val_loss: 0.0311132 | Time: 2019.79 ms
[2020-12-20 23:50:36	                main:581]	:	INFO	:	Epoch 883 | loss: 0.0310967 | val_loss: 0.0311105 | Time: 2020.82 ms
[2020-12-20 23:50:38	                main:581]	:	INFO	:	Epoch 884 | loss: 0.0310952 | val_loss: 0.0311105 | Time: 2011.83 ms
[2020-12-20 23:50:40	                main:581]	:	INFO	:	Epoch 885 | loss: 0.0310955 | val_loss: 0.0311141 | Time: 2015.33 ms
[2020-12-20 23:50:43	                main:581]	:	INFO	:	Epoch 886 | loss: 0.031099 | val_loss: 0.0311119 | Time: 2020.2 ms
[2020-12-20 23:50:45	                main:581]	:	INFO	:	Epoch 887 | loss: 0.031096 | val_loss: 0.0311116 | Time: 2018.99 ms
[2020-12-20 23:50:47	                main:581]	:	INFO	:	Epoch 888 | loss: 0.0310978 | val_loss: 0.0311117 | Time: 2019.56 ms
[2020-12-20 23:50:49	                main:581]	:	INFO	:	Epoch 889 | loss: 0.0310975 | val_loss: 0.0311141 | Time: 2014.49 ms
[2020-12-20 23:50:51	                main:581]	:	INFO	:	Epoch 890 | loss: 0.0310971 | val_loss: 0.0311168 | Time: 2017.4 ms
[2020-12-20 23:50:53	                main:581]	:	INFO	:	Epoch 891 | loss: 0.0310985 | val_loss: 0.0311127 | Time: 2019.82 ms
[2020-12-20 23:50:55	                main:581]	:	INFO	:	Epoch 892 | loss: 0.0310944 | val_loss: 0.0311169 | Time: 2016.68 ms
[2020-12-20 23:50:57	                main:581]	:	INFO	:	Epoch 893 | loss: 0.0310963 | val_loss: 0.0311149 | Time: 2011.75 ms
[2020-12-20 23:50:59	                main:581]	:	INFO	:	Epoch 894 | loss: 0.0310967 | val_loss: 0.0311134 | Time: 2021.45 ms
[2020-12-20 23:51:01	                main:581]	:	INFO	:	Epoch 895 | loss: 0.0310938 | val_loss: 0.0311104 | Time: 2025.33 ms
[2020-12-20 23:51:03	                main:581]	:	INFO	:	Epoch 896 | loss: 0.0310946 | val_loss: 0.0311123 | Time: 2027.58 ms
[2020-12-20 23:51:05	                main:581]	:	INFO	:	Epoch 897 | loss: 0.0310968 | val_loss: 0.03111 | Time: 2012.76 ms
[2020-12-20 23:51:07	                main:581]	:	INFO	:	Epoch 898 | loss: 0.0310981 | val_loss: 0.0311143 | Time: 2023.64 ms
[2020-12-20 23:51:09	                main:581]	:	INFO	:	Epoch 899 | loss: 0.0310975 | val_loss: 0.0311111 | Time: 2025 ms
[2020-12-20 23:51:11	                main:581]	:	INFO	:	Epoch 900 | loss: 0.0310948 | val_loss: 0.0311128 | Time: 2015.04 ms
[2020-12-20 23:51:13	                main:581]	:	INFO	:	Epoch 901 | loss: 0.0310947 | val_loss: 0.031108 | Time: 2022.18 ms
[2020-12-20 23:51:15	                main:581]	:	INFO	:	Epoch 902 | loss: 0.0310943 | val_loss: 0.0311094 | Time: 2022.69 ms
[2020-12-20 23:51:17	                main:581]	:	INFO	:	Epoch 903 | loss: 0.0310956 | val_loss: 0.0311095 | Time: 2020.64 ms
[2020-12-20 23:51:19	                main:581]	:	INFO	:	Epoch 904 | loss: 0.0310947 | val_loss: 0.031108 | Time: 2010.87 ms
[2020-12-20 23:51:21	                main:581]	:	INFO	:	Epoch 905 | loss: 0.0310949 | val_loss: 0.0311075 | Time: 2019.78 ms
[2020-12-20 23:51:23	                main:581]	:	INFO	:	Epoch 906 | loss: 0.0310928 | val_loss: 0.0311071 | Time: 2021.92 ms
[2020-12-20 23:51:25	                main:581]	:	INFO	:	Epoch 907 | loss: 0.0310968 | val_loss: 0.0311107 | Time: 2021.71 ms
[2020-12-20 23:51:27	                main:581]	:	INFO	:	Epoch 908 | loss: 0.0310913 | val_loss: 0.0311075 | Time: 2024.03 ms
[2020-12-20 23:51:29	                main:581]	:	INFO	:	Epoch 909 | loss: 0.0310889 | val_loss: 0.0311086 | Time: 2024.91 ms
[2020-12-20 23:51:31	                main:581]	:	INFO	:	Epoch 910 | loss: 0.031089 | val_loss: 0.0311056 | Time: 2019.45 ms
[2020-12-20 23:51:33	                main:581]	:	INFO	:	Epoch 911 | loss: 0.0310903 | val_loss: 0.0311061 | Time: 2026.46 ms
[2020-12-20 23:51:35	                main:581]	:	INFO	:	Epoch 912 | loss: 0.0310898 | val_loss: 0.0311061 | Time: 2027.29 ms
[2020-12-20 23:51:37	                main:581]	:	INFO	:	Epoch 913 | loss: 0.0310898 | val_loss: 0.0311047 | Time: 2029.78 ms
[2020-12-20 23:51:39	                main:581]	:	INFO	:	Epoch 914 | loss: 0.0310887 | val_loss: 0.0311058 | Time: 2018.8 ms
[2020-12-20 23:51:41	                main:581]	:	INFO	:	Epoch 915 | loss: 0.0310877 | val_loss: 0.0311087 | Time: 2028.98 ms
[2020-12-20 23:51:43	                main:581]	:	INFO	:	Epoch 916 | loss: 0.0310899 | val_loss: 0.031109 | Time: 2029.61 ms
[2020-12-20 23:51:45	                main:581]	:	INFO	:	Epoch 917 | loss: 0.0310882 | val_loss: 0.0311068 | Time: 2030.44 ms
[2020-12-20 23:51:47	                main:581]	:	INFO	:	Epoch 918 | loss: 0.0310877 | val_loss: 0.0311124 | Time: 2021.87 ms
[2020-12-20 23:51:49	                main:581]	:	INFO	:	Epoch 919 | loss: 0.0310881 | val_loss: 0.0311081 | Time: 2032.39 ms
[2020-12-20 23:51:51	                main:581]	:	INFO	:	Epoch 920 | loss: 0.0310868 | val_loss: 0.0311079 | Time: 2030.78 ms
[2020-12-20 23:51:53	                main:581]	:	INFO	:	Epoch 921 | loss: 0.0310879 | val_loss: 0.0311078 | Time: 2028.81 ms
[2020-12-20 23:51:55	                main:581]	:	INFO	:	Epoch 922 | loss: 0.0310897 | val_loss: 0.0311092 | Time: 2028.35 ms
[2020-12-20 23:51:57	                main:581]	:	INFO	:	Epoch 923 | loss: 0.0310871 | val_loss: 0.0311105 | Time: 2016.16 ms
[2020-12-20 23:51:59	                main:581]	:	INFO	:	Epoch 924 | loss: 0.0310903 | val_loss: 0.0311083 | Time: 2025.94 ms
[2020-12-20 23:52:01	                main:581]	:	INFO	:	Epoch 925 | loss: 0.0310892 | val_loss: 0.0311109 | Time: 2026.97 ms
[2020-12-20 23:52:03	                main:581]	:	INFO	:	Epoch 926 | loss: 0.0310884 | val_loss: 0.0311093 | Time: 2026.88 ms
[2020-12-20 23:52:05	                main:581]	:	INFO	:	Epoch 927 | loss: 0.0310878 | val_loss: 0.0311072 | Time: 2021.78 ms
[2020-12-20 23:52:07	                main:581]	:	INFO	:	Epoch 928 | loss: 0.0310872 | val_loss: 0.0311129 | Time: 2028.67 ms
[2020-12-20 23:52:09	                main:581]	:	INFO	:	Epoch 929 | loss: 0.0310928 | val_loss: 0.0311138 | Time: 2022.51 ms
[2020-12-20 23:52:12	                main:581]	:	INFO	:	Epoch 930 | loss: 0.0310918 | val_loss: 0.0311099 | Time: 2021.92 ms
[2020-12-20 23:52:14	                main:581]	:	INFO	:	Epoch 931 | loss: 0.031086 | val_loss: 0.0311077 | Time: 2016.4 ms
[2020-12-20 23:52:16	                main:581]	:	INFO	:	Epoch 932 | loss: 0.0310888 | val_loss: 0.0311168 | Time: 2023.54 ms
[2020-12-20 23:52:18	                main:581]	:	INFO	:	Epoch 933 | loss: 0.0310861 | val_loss: 0.031109 | Time: 2023.66 ms
[2020-12-20 23:52:20	                main:581]	:	INFO	:	Epoch 934 | loss: 0.031094 | val_loss: 0.0311146 | Time: 2024.41 ms
[2020-12-20 23:52:22	                main:581]	:	INFO	:	Epoch 935 | loss: 0.0310974 | val_loss: 0.0311107 | Time: 2023.12 ms
[2020-12-20 23:52:24	                main:581]	:	INFO	:	Epoch 936 | loss: 0.0310937 | val_loss: 0.0311075 | Time: 2020.49 ms
[2020-12-20 23:52:26	                main:581]	:	INFO	:	Epoch 937 | loss: 0.0310903 | val_loss: 0.0311047 | Time: 2023.48 ms
[2020-12-20 23:52:28	                main:581]	:	INFO	:	Epoch 938 | loss: 0.0310891 | val_loss: 0.0311092 | Time: 2027.28 ms
[2020-12-20 23:52:30	                main:581]	:	INFO	:	Epoch 939 | loss: 0.0310885 | val_loss: 0.0311056 | Time: 2020.36 ms
[2020-12-20 23:52:32	                main:581]	:	INFO	:	Epoch 940 | loss: 0.0310863 | val_loss: 0.0311067 | Time: 2026.29 ms
[2020-12-20 23:52:34	                main:581]	:	INFO	:	Epoch 941 | loss: 0.0310895 | val_loss: 0.0311065 | Time: 2032.79 ms
[2020-12-20 23:52:36	                main:581]	:	INFO	:	Epoch 942 | loss: 0.0310869 | val_loss: 0.0311041 | Time: 2025.37 ms
[2020-12-20 23:52:38	                main:581]	:	INFO	:	Epoch 943 | loss: 0.0310858 | val_loss: 0.0311143 | Time: 2015.55 ms
[2020-12-20 23:52:40	                main:581]	:	INFO	:	Epoch 944 | loss: 0.0310881 | val_loss: 0.0311085 | Time: 2023.89 ms
[2020-12-20 23:52:42	                main:581]	:	INFO	:	Epoch 945 | loss: 0.0310862 | val_loss: 0.0311134 | Time: 2019.66 ms
[2020-12-20 23:52:44	                main:581]	:	INFO	:	Epoch 946 | loss: 0.0310865 | val_loss: 0.0311076 | Time: 2022.7 ms
[2020-12-20 23:52:46	                main:581]	:	INFO	:	Epoch 947 | loss: 0.0310856 | val_loss: 0.0311059 | Time: 2024.14 ms
[2020-12-20 23:52:48	                main:581]	:	INFO	:	Epoch 948 | loss: 0.0310829 | val_loss: 0.0311084 | Time: 2025.98 ms
[2020-12-20 23:52:50	                main:581]	:	INFO	:	Epoch 949 | loss: 0.0310832 | val_loss: 0.0311079 | Time: 2021.96 ms
[2020-12-20 23:52:52	                main:581]	:	INFO	:	Epoch 950 | loss: 0.0310855 | val_loss: 0.0311091 | Time: 2022.85 ms
[2020-12-20 23:52:54	                main:581]	:	INFO	:	Epoch 951 | loss: 0.0310866 | val_loss: 0.0311074 | Time: 2031.65 ms
[2020-12-20 23:52:56	                main:581]	:	INFO	:	Epoch 952 | loss: 0.0310869 | val_loss: 0.0311198 | Time: 2021.01 ms
[2020-12-20 23:52:58	                main:581]	:	INFO	:	Epoch 953 | loss: 0.0310871 | val_loss: 0.0311099 | Time: 2024.76 ms
[2020-12-20 23:53:00	                main:581]	:	INFO	:	Epoch 954 | loss: 0.0310843 | val_loss: 0.0311191 | Time: 2024.32 ms
[2020-12-20 23:53:02	                main:581]	:	INFO	:	Epoch 955 | loss: 0.0310858 | val_loss: 0.0311114 | Time: 2023.04 ms
[2020-12-20 23:53:04	                main:581]	:	INFO	:	Epoch 956 | loss: 0.0310863 | val_loss: 0.0311096 | Time: 2027.44 ms
[2020-12-20 23:53:06	                main:581]	:	INFO	:	Epoch 957 | loss: 0.0310884 | val_loss: 0.0311122 | Time: 2021.61 ms
[2020-12-20 23:53:08	                main:581]	:	INFO	:	Epoch 958 | loss: 0.0310855 | val_loss: 0.0311081 | Time: 2031.88 ms
[2020-12-20 23:53:10	                main:581]	:	INFO	:	Epoch 959 | loss: 0.0310838 | val_loss: 0.0311037 | Time: 2028.7 ms
[2020-12-20 23:53:12	                main:581]	:	INFO	:	Epoch 960 | loss: 0.0310826 | val_loss: 0.0311045 | Time: 2030.73 ms
[2020-12-20 23:53:14	                main:581]	:	INFO	:	Epoch 961 | loss: 0.0310835 | val_loss: 0.0311084 | Time: 2022.28 ms
[2020-12-20 23:53:16	                main:581]	:	INFO	:	Epoch 962 | loss: 0.0311559 | val_loss: 0.0311921 | Time: 2029.78 ms
[2020-12-20 23:53:18	                main:581]	:	INFO	:	Epoch 963 | loss: 0.0311933 | val_loss: 0.0311828 | Time: 2028.41 ms
[2020-12-20 23:53:20	                main:581]	:	INFO	:	Epoch 964 | loss: 0.0311799 | val_loss: 0.0311694 | Time: 2017.03 ms
[2020-12-20 23:53:22	                main:581]	:	INFO	:	Epoch 965 | loss: 0.031169 | val_loss: 0.0311638 | Time: 2029.39 ms
[2020-12-20 23:53:24	                main:581]	:	INFO	:	Epoch 966 | loss: 0.0311648 | val_loss: 0.0311629 | Time: 2031.68 ms
[2020-12-20 23:53:26	                main:581]	:	INFO	:	Epoch 967 | loss: 0.0311742 | val_loss: 0.0311741 | Time: 2030.98 ms
[2020-12-20 23:53:28	                main:581]	:	INFO	:	Epoch 968 | loss: 0.0311654 | val_loss: 0.0311519 | Time: 2017.05 ms
[2020-12-20 23:53:30	                main:581]	:	INFO	:	Epoch 969 | loss: 0.0311568 | val_loss: 0.0311518 | Time: 2024.62 ms
[2020-12-20 23:53:33	                main:581]	:	INFO	:	Epoch 970 | loss: 0.0311526 | val_loss: 0.0311487 | Time: 2024.27 ms
[2020-12-20 23:53:35	                main:581]	:	INFO	:	Epoch 971 | loss: 0.0311495 | val_loss: 0.0311476 | Time: 2025.83 ms
[2020-12-20 23:53:37	                main:581]	:	INFO	:	Epoch 972 | loss: 0.0311476 | val_loss: 0.0311435 | Time: 2018.25 ms
[2020-12-20 23:53:39	                main:581]	:	INFO	:	Epoch 973 | loss: 0.0311418 | val_loss: 0.0311407 | Time: 2026.33 ms
[2020-12-20 23:53:41	                main:581]	:	INFO	:	Epoch 974 | loss: 0.0311409 | val_loss: 0.0311391 | Time: 2022.99 ms
[2020-12-20 23:53:43	                main:581]	:	INFO	:	Epoch 975 | loss: 0.0311384 | val_loss: 0.0311364 | Time: 2024.46 ms
[2020-12-20 23:53:45	                main:581]	:	INFO	:	Epoch 976 | loss: 0.0311363 | val_loss: 0.031135 | Time: 2023.96 ms
[2020-12-20 23:53:47	                main:581]	:	INFO	:	Epoch 977 | loss: 0.0311323 | val_loss: 0.0311329 | Time: 2024.6 ms
[2020-12-20 23:53:49	                main:581]	:	INFO	:	Epoch 978 | loss: 0.0311305 | val_loss: 0.0311316 | Time: 2016.14 ms
[2020-12-20 23:53:51	                main:581]	:	INFO	:	Epoch 979 | loss: 0.0311276 | val_loss: 0.031129 | Time: 2024.9 ms
[2020-12-20 23:53:53	                main:581]	:	INFO	:	Epoch 980 | loss: 0.0311271 | val_loss: 0.0311289 | Time: 2024.61 ms
[2020-12-20 23:53:55	                main:581]	:	INFO	:	Epoch 981 | loss: 0.0311256 | val_loss: 0.0311279 | Time: 2021.41 ms
[2020-12-20 23:53:57	                main:581]	:	INFO	:	Epoch 982 | loss: 0.0311276 | val_loss: 0.031129 | Time: 2021.7 ms
[2020-12-20 23:53:59	                main:581]	:	INFO	:	Epoch 983 | loss: 0.0311308 | val_loss: 0.0311378 | Time: 2012.29 ms
[2020-12-20 23:54:01	                main:581]	:	INFO	:	Epoch 984 | loss: 0.0311344 | val_loss: 0.0311346 | Time: 2020.61 ms
[2020-12-20 23:54:03	                main:581]	:	INFO	:	Epoch 985 | loss: 0.0311308 | val_loss: 0.0311268 | Time: 2023.6 ms
[2020-12-20 23:54:05	                main:581]	:	INFO	:	Epoch 986 | loss: 0.031125 | val_loss: 0.0311312 | Time: 2026.53 ms
[2020-12-20 23:54:07	                main:581]	:	INFO	:	Epoch 987 | loss: 0.0311226 | val_loss: 0.0311247 | Time: 2018.82 ms
[2020-12-20 23:54:09	                main:581]	:	INFO	:	Epoch 988 | loss: 0.031122 | val_loss: 0.0311287 | Time: 2023.87 ms
[2020-12-20 23:54:11	                main:581]	:	INFO	:	Epoch 989 | loss: 0.0311235 | val_loss: 0.0311241 | Time: 2022.76 ms
[2020-12-20 23:54:13	                main:581]	:	INFO	:	Epoch 990 | loss: 0.0311206 | val_loss: 0.0311247 | Time: 2026.82 ms
[2020-12-20 23:54:15	                main:581]	:	INFO	:	Epoch 991 | loss: 0.0311188 | val_loss: 0.0311228 | Time: 2015.31 ms
[2020-12-20 23:54:17	                main:581]	:	INFO	:	Epoch 992 | loss: 0.031118 | val_loss: 0.0311232 | Time: 2024.9 ms
[2020-12-20 23:54:19	                main:581]	:	INFO	:	Epoch 993 | loss: 0.0311251 | val_loss: 0.0311243 | Time: 2022.39 ms
[2020-12-20 23:54:21	                main:581]	:	INFO	:	Epoch 994 | loss: 0.0311215 | val_loss: 0.0311254 | Time: 2014.74 ms
[2020-12-20 23:54:23	                main:581]	:	INFO	:	Epoch 995 | loss: 0.0311204 | val_loss: 0.0311315 | Time: 2022.31 ms
[2020-12-20 23:54:25	                main:581]	:	INFO	:	Epoch 996 | loss: 0.0311185 | val_loss: 0.0311181 | Time: 2015.55 ms
[2020-12-20 23:54:27	                main:581]	:	INFO	:	Epoch 997 | loss: 0.0311136 | val_loss: 0.0311185 | Time: 2023.13 ms
[2020-12-20 23:54:29	                main:581]	:	INFO	:	Epoch 998 | loss: 0.0311137 | val_loss: 0.0311202 | Time: 2024.22 ms
[2020-12-20 23:54:31	                main:581]	:	INFO	:	Epoch 999 | loss: 0.0311116 | val_loss: 0.03112 | Time: 2019.42 ms
[2020-12-20 23:54:33	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.0311151 | val_loss: 0.0311195 | Time: 2017.93 ms
[2020-12-20 23:54:35	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.0311141 | val_loss: 0.0311204 | Time: 2010.06 ms
[2020-12-20 23:54:37	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.031114 | val_loss: 0.0311205 | Time: 2021.51 ms
[2020-12-20 23:54:39	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.0311122 | val_loss: 0.0311175 | Time: 2019.54 ms
[2020-12-20 23:54:41	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.0311109 | val_loss: 0.03112 | Time: 2020.66 ms
[2020-12-20 23:54:43	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.0311137 | val_loss: 0.0311174 | Time: 2019.12 ms
[2020-12-20 23:54:45	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.0311109 | val_loss: 0.0311169 | Time: 2011.38 ms
[2020-12-20 23:54:47	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.0311102 | val_loss: 0.0311183 | Time: 2021.46 ms
[2020-12-20 23:54:49	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.0311115 | val_loss: 0.0311185 | Time: 2020.99 ms
[2020-12-20 23:54:51	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.0311138 | val_loss: 0.031118 | Time: 2012.55 ms
[2020-12-20 23:54:53	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.0311295 | val_loss: 0.0311377 | Time: 2017.25 ms
[2020-12-20 23:54:55	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.0311386 | val_loss: 0.031144 | Time: 2016.97 ms
[2020-12-20 23:54:57	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.0311363 | val_loss: 0.0311318 | Time: 2021.65 ms
[2020-12-20 23:54:59	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.0311321 | val_loss: 0.0311277 | Time: 2015.22 ms
[2020-12-20 23:55:01	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.031124 | val_loss: 0.0311246 | Time: 2005.08 ms
[2020-12-20 23:55:03	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.0311199 | val_loss: 0.0311178 | Time: 2020.22 ms
[2020-12-20 23:55:05	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.0311205 | val_loss: 0.0311203 | Time: 2008.83 ms
[2020-12-20 23:55:07	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.0311222 | val_loss: 0.031121 | Time: 2016.9 ms
[2020-12-20 23:55:09	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.0311172 | val_loss: 0.0311208 | Time: 2011.26 ms
[2020-12-20 23:55:11	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.0311148 | val_loss: 0.0311183 | Time: 2011.02 ms
[2020-12-20 23:55:13	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.0311131 | val_loss: 0.0311172 | Time: 2007.58 ms
[2020-12-20 23:55:15	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.0311115 | val_loss: 0.0311167 | Time: 2010.77 ms
[2020-12-20 23:55:18	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.03111 | val_loss: 0.0311167 | Time: 2021.9 ms
[2020-12-20 23:55:20	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.0311086 | val_loss: 0.0311148 | Time: 2004.6 ms
[2020-12-20 23:55:22	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.0311247 | val_loss: 0.0311359 | Time: 2012.84 ms
[2020-12-20 23:55:22	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311359
[2020-12-20 23:55:22	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-20 23:55:22	                main:615]	:	INFO	:	Success, exiting..
23:55:22 (2774968): 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)