Task 3181550

Name EightBitModified-1606530081-20907-3_0
Workunit 1476139
Created 5 Dec 2020, 10:32:28 UTC
Sent 10 Dec 2020, 10:40:25 UTC
Report deadline 17 Dec 2020, 10:40:25 UTC
Received 10 Dec 2020, 13:27:25 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 574
Run time 44 min 51 sec
CPU time 43 min 15 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 1,475.31 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.55 GB
Peak swap size 3.45 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
  main:574]	:	INFO	:	Epoch 530 | loss: 0.00010568 | val_loss: 0.000120918 | Time: 2554.28 ms
[2020-12-10 14:05:44	                main:574]	:	INFO	:	Epoch 531 | loss: 0.00010602 | val_loss: 0.000120414 | Time: 2505.38 ms
[2020-12-10 14:05:47	                main:574]	:	INFO	:	Epoch 532 | loss: 0.000105622 | val_loss: 0.000120272 | Time: 2488.62 ms
[2020-12-10 14:05:49	                main:574]	:	INFO	:	Epoch 533 | loss: 0.000105505 | val_loss: 0.000120788 | Time: 2533.83 ms
[2020-12-10 14:05:52	                main:574]	:	INFO	:	Epoch 534 | loss: 0.000109466 | val_loss: 0.000124091 | Time: 2588.61 ms
[2020-12-10 14:05:54	                main:574]	:	INFO	:	Epoch 535 | loss: 0.000106779 | val_loss: 0.000120887 | Time: 2654.84 ms
[2020-12-10 14:05:57	                main:574]	:	INFO	:	Epoch 536 | loss: 0.000105647 | val_loss: 0.000120388 | Time: 2490.74 ms
[2020-12-10 14:06:00	                main:574]	:	INFO	:	Epoch 537 | loss: 0.000105511 | val_loss: 0.000120287 | Time: 2557.84 ms
[2020-12-10 14:06:02	                main:574]	:	INFO	:	Epoch 538 | loss: 0.000105536 | val_loss: 0.000120515 | Time: 2545.42 ms
[2020-12-10 14:06:05	                main:574]	:	INFO	:	Epoch 539 | loss: 0.000105994 | val_loss: 0.000121927 | Time: 2584.63 ms
[2020-12-10 14:06:07	                main:574]	:	INFO	:	Epoch 540 | loss: 0.000111365 | val_loss: 0.00012539 | Time: 2598.28 ms
[2020-12-10 14:06:10	                main:574]	:	INFO	:	Epoch 541 | loss: 0.000107293 | val_loss: 0.000121176 | Time: 2563.85 ms
[2020-12-10 14:06:13	                main:574]	:	INFO	:	Epoch 542 | loss: 0.000106123 | val_loss: 0.000121481 | Time: 2645.87 ms
[2020-12-10 14:06:15	                main:574]	:	INFO	:	Epoch 543 | loss: 0.000105713 | val_loss: 0.000120345 | Time: 2612.65 ms
[2020-12-10 14:06:18	                main:574]	:	INFO	:	Epoch 544 | loss: 0.000106697 | val_loss: 0.00012239 | Time: 2557.03 ms
[2020-12-10 14:06:21	                main:574]	:	INFO	:	Epoch 545 | loss: 0.000108312 | val_loss: 0.000123017 | Time: 2570.63 ms
[2020-12-10 14:06:23	                main:574]	:	INFO	:	Epoch 546 | loss: 0.000107159 | val_loss: 0.000122855 | Time: 2509.45 ms
[2020-12-10 14:06:26	                main:574]	:	INFO	:	Epoch 547 | loss: 0.000108864 | val_loss: 0.000123139 | Time: 2567.74 ms
[2020-12-10 14:06:28	                main:574]	:	INFO	:	Epoch 548 | loss: 0.000111747 | val_loss: 0.000123599 | Time: 2628.39 ms
[2020-12-10 14:06:31	                main:574]	:	INFO	:	Epoch 549 | loss: 0.000107273 | val_loss: 0.000121319 | Time: 2504.91 ms
[2020-12-10 14:06:33	                main:574]	:	INFO	:	Epoch 550 | loss: 0.000105736 | val_loss: 0.000120884 | Time: 2521.01 ms
[2020-12-10 14:06:36	                main:574]	:	INFO	:	Epoch 551 | loss: 0.000108926 | val_loss: 0.000122902 | Time: 2612.27 ms
[2020-12-10 14:06:39	                main:574]	:	INFO	:	Epoch 552 | loss: 0.000108633 | val_loss: 0.000121566 | Time: 2519.28 ms
[2020-12-10 14:06:41	                main:574]	:	INFO	:	Epoch 553 | loss: 0.00010978 | val_loss: 0.000133012 | Time: 2544.83 ms
[2020-12-10 14:06:44	                main:574]	:	INFO	:	Epoch 554 | loss: 0.00011035 | val_loss: 0.000121211 | Time: 2473.73 ms
[2020-12-10 14:06:46	                main:574]	:	INFO	:	Epoch 555 | loss: 0.000106728 | val_loss: 0.000121167 | Time: 2616.47 ms
[2020-12-10 14:06:49	                main:574]	:	INFO	:	Epoch 556 | loss: 0.000107937 | val_loss: 0.000127582 | Time: 2568.93 ms
[2020-12-10 14:06:52	                main:574]	:	INFO	:	Epoch 557 | loss: 0.000110384 | val_loss: 0.000122367 | Time: 2572.43 ms
[2020-12-10 14:06:54	                main:574]	:	INFO	:	Epoch 558 | loss: 0.000106331 | val_loss: 0.000120546 | Time: 2482.73 ms
[2020-12-10 14:06:57	                main:574]	:	INFO	:	Epoch 559 | loss: 0.000107778 | val_loss: 0.000136075 | Time: 2572.5 ms
[2020-12-10 14:06:59	                main:574]	:	INFO	:	Epoch 560 | loss: 0.000134788 | val_loss: 0.000136199 | Time: 2521.16 ms
[2020-12-10 14:07:02	                main:574]	:	INFO	:	Epoch 561 | loss: 0.000111421 | val_loss: 0.000122047 | Time: 2595.35 ms
[2020-12-10 14:07:04	                main:574]	:	INFO	:	Epoch 562 | loss: 0.000106591 | val_loss: 0.000120367 | Time: 2561.85 ms
[2020-12-10 14:07:07	                main:574]	:	INFO	:	Epoch 563 | loss: 0.000105082 | val_loss: 0.000120045 | Time: 2636.02 ms
[2020-12-10 14:07:10	                main:574]	:	INFO	:	Epoch 564 | loss: 0.000105249 | val_loss: 0.000120311 | Time: 2579.68 ms
[2020-12-10 14:07:12	                main:574]	:	INFO	:	Epoch 565 | loss: 0.000106216 | val_loss: 0.000123332 | Time: 2494.58 ms
[2020-12-10 14:07:15	                main:574]	:	INFO	:	Epoch 566 | loss: 0.000112237 | val_loss: 0.000122585 | Time: 2574.61 ms
[2020-12-10 14:07:18	                main:574]	:	INFO	:	Epoch 567 | loss: 0.000106882 | val_loss: 0.000120847 | Time: 2566.26 ms
[2020-12-10 14:07:20	                main:574]	:	INFO	:	Epoch 568 | loss: 0.000105971 | val_loss: 0.000122252 | Time: 2545.85 ms
[2020-12-10 14:07:23	                main:574]	:	INFO	:	Epoch 569 | loss: 0.000112223 | val_loss: 0.000135416 | Time: 2535.69 ms
[2020-12-10 14:07:25	                main:574]	:	INFO	:	Epoch 570 | loss: 0.00011918 | val_loss: 0.000122962 | Time: 2600.15 ms
[2020-12-10 14:07:28	                main:574]	:	INFO	:	Epoch 571 | loss: 0.000107707 | val_loss: 0.000121142 | Time: 2548.5 ms
[2020-12-10 14:07:31	                main:574]	:	INFO	:	Epoch 572 | loss: 0.000105978 | val_loss: 0.00011993 | Time: 2499.6 ms
[2020-12-10 14:07:33	                main:574]	:	INFO	:	Epoch 573 | loss: 0.000106014 | val_loss: 0.000127814 | Time: 2508.24 ms
[2020-12-10 14:07:36	                main:574]	:	INFO	:	Epoch 574 | loss: 0.000124489 | val_loss: 0.000126337 | Time: 2566.52 ms
[2020-12-10 14:07:38	                main:574]	:	INFO	:	Epoch 575 | loss: 0.000110328 | val_loss: 0.000123361 | Time: 2530.85 ms
[2020-12-10 14:07:41	                main:574]	:	INFO	:	Epoch 576 | loss: 0.000107228 | val_loss: 0.000120364 | Time: 2514.63 ms
[2020-12-10 14:07:43	                main:574]	:	INFO	:	Epoch 577 | loss: 0.000105933 | val_loss: 0.00012304 | Time: 2586.47 ms
[2020-12-10 14:07:46	                main:574]	:	INFO	:	Epoch 578 | loss: 0.000110095 | val_loss: 0.000123613 | Time: 2555.05 ms
[2020-12-10 14:07:49	                main:574]	:	INFO	:	Epoch 579 | loss: 0.000109422 | val_loss: 0.000124331 | Time: 2534.74 ms
[2020-12-10 14:07:51	                main:574]	:	INFO	:	Epoch 580 | loss: 0.000110608 | val_loss: 0.000123946 | Time: 2541.93 ms
[2020-12-10 14:07:54	                main:574]	:	INFO	:	Epoch 581 | loss: 0.000107725 | val_loss: 0.000121484 | Time: 2562.16 ms
[2020-12-10 14:07:56	                main:574]	:	INFO	:	Epoch 582 | loss: 0.000111585 | val_loss: 0.000123656 | Time: 2562.33 ms
[2020-12-10 14:07:59	                main:574]	:	INFO	:	Epoch 583 | loss: 0.000144783 | val_loss: 0.000142465 | Time: 2608.63 ms
[2020-12-10 14:08:02	                main:574]	:	INFO	:	Epoch 584 | loss: 0.000167163 | val_loss: 0.000257707 | Time: 2585.13 ms
[2020-12-10 14:08:04	                main:574]	:	INFO	:	Epoch 585 | loss: 0.000459417 | val_loss: 0.000309023 | Time: 2580.71 ms
[2020-12-10 14:08:07	                main:574]	:	INFO	:	Epoch 586 | loss: 0.000230536 | val_loss: 0.000206835 | Time: 2528.32 ms
[2020-12-10 14:08:09	                main:574]	:	INFO	:	Epoch 587 | loss: 0.000156558 | val_loss: 0.000147692 | Time: 2485.91 ms
[2020-12-10 14:08:12	                main:574]	:	INFO	:	Epoch 588 | loss: 0.000127892 | val_loss: 0.00013631 | Time: 2487.52 ms
[2020-12-10 14:08:15	                main:574]	:	INFO	:	Epoch 589 | loss: 0.00011895 | val_loss: 0.000131099 | Time: 2637 ms
[2020-12-10 14:08:17	                main:574]	:	INFO	:	Epoch 590 | loss: 0.000116475 | val_loss: 0.00012969 | Time: 2602.32 ms
[2020-12-10 14:08:20	                main:574]	:	INFO	:	Epoch 591 | loss: 0.000115204 | val_loss: 0.000128633 | Time: 2543.75 ms
[2020-12-10 14:08:22	                main:574]	:	INFO	:	Epoch 592 | loss: 0.000114573 | val_loss: 0.000128713 | Time: 2536.77 ms
[2020-12-10 14:08:25	                main:574]	:	INFO	:	Epoch 593 | loss: 0.0001154 | val_loss: 0.000128876 | Time: 2484.56 ms
[2020-12-10 14:08:27	                main:574]	:	INFO	:	Epoch 594 | loss: 0.000114859 | val_loss: 0.000127571 | Time: 2472.75 ms
[2020-12-10 14:08:30	                main:574]	:	INFO	:	Epoch 595 | loss: 0.000114056 | val_loss: 0.000127909 | Time: 2613.97 ms
[2020-12-10 14:08:33	                main:574]	:	INFO	:	Epoch 596 | loss: 0.00011767 | val_loss: 0.000136594 | Time: 2485.59 ms
[2020-12-10 14:08:35	                main:574]	:	INFO	:	Epoch 597 | loss: 0.000116005 | val_loss: 0.00012783 | Time: 2617.61 ms
[2020-12-10 14:08:38	                main:574]	:	INFO	:	Epoch 598 | loss: 0.000113564 | val_loss: 0.000127919 | Time: 2470.86 ms
[2020-12-10 14:08:40	                main:574]	:	INFO	:	Epoch 599 | loss: 0.000115226 | val_loss: 0.000130112 | Time: 2631.77 ms
[2020-12-10 14:08:43	                main:574]	:	INFO	:	Epoch 600 | loss: 0.000114286 | val_loss: 0.000128727 | Time: 2507.68 ms
[2020-12-10 14:08:46	                main:574]	:	INFO	:	Epoch 601 | loss: 0.000112964 | val_loss: 0.000126922 | Time: 2576.66 ms
[2020-12-10 14:08:48	                main:574]	:	INFO	:	Epoch 602 | loss: 0.000112464 | val_loss: 0.000128193 | Time: 2530.9 ms
[2020-12-10 14:08:51	                main:574]	:	INFO	:	Epoch 603 | loss: 0.000113797 | val_loss: 0.000127869 | Time: 2576.89 ms
[2020-12-10 14:08:54	                main:574]	:	INFO	:	Epoch 604 | loss: 0.000115364 | val_loss: 0.000129813 | Time: 2500.15 ms
[2020-12-10 14:08:56	                main:574]	:	INFO	:	Epoch 605 | loss: 0.000114712 | val_loss: 0.000127517 | Time: 2512.52 ms
[2020-12-10 14:08:59	                main:574]	:	INFO	:	Epoch 606 | loss: 0.000113103 | val_loss: 0.000126448 | Time: 2563.3 ms
[2020-12-10 14:09:01	                main:574]	:	INFO	:	Epoch 607 | loss: 0.000111894 | val_loss: 0.000127879 | Time: 2530.17 ms
[2020-12-10 14:09:04	                main:574]	:	INFO	:	Epoch 608 | loss: 0.000118735 | val_loss: 0.000144259 | Time: 2491.18 ms
[2020-12-10 14:09:06	                main:574]	:	INFO	:	Epoch 609 | loss: 0.000126312 | val_loss: 0.000133854 | Time: 2547.78 ms
[2020-12-10 14:09:09	                main:574]	:	INFO	:	Epoch 610 | loss: 0.000116016 | val_loss: 0.000127203 | Time: 2562.97 ms
[2020-12-10 14:09:12	                main:574]	:	INFO	:	Epoch 611 | loss: 0.0001129 | val_loss: 0.000125535 | Time: 2486.47 ms
[2020-12-10 14:09:14	                main:574]	:	INFO	:	Epoch 612 | loss: 0.000111654 | val_loss: 0.000128035 | Time: 2611.12 ms
[2020-12-10 14:09:17	                main:574]	:	INFO	:	Epoch 613 | loss: 0.000120674 | val_loss: 0.000141914 | Time: 2537.41 ms
[2020-12-10 14:09:19	                main:574]	:	INFO	:	Epoch 614 | loss: 0.00011641 | val_loss: 0.000127319 | Time: 2572.3 ms
[2020-12-10 14:09:22	                main:574]	:	INFO	:	Epoch 615 | loss: 0.000112454 | val_loss: 0.000126654 | Time: 2556.77 ms
[2020-12-10 14:09:25	                main:574]	:	INFO	:	Epoch 616 | loss: 0.000111615 | val_loss: 0.000125367 | Time: 2553.43 ms
[2020-12-10 14:09:27	                main:574]	:	INFO	:	Epoch 617 | loss: 0.000113 | val_loss: 0.000131219 | Time: 2535.38 ms
[2020-12-10 14:09:30	                main:574]	:	INFO	:	Epoch 618 | loss: 0.000119691 | val_loss: 0.000148333 | Time: 2586.28 ms
[2020-12-10 14:09:32	                main:574]	:	INFO	:	Epoch 619 | loss: 0.000132674 | val_loss: 0.000133576 | Time: 2528.46 ms
[2020-12-10 14:09:35	                main:574]	:	INFO	:	Epoch 620 | loss: 0.000114464 | val_loss: 0.000128355 | Time: 2577.83 ms
[2020-12-10 14:09:38	                main:574]	:	INFO	:	Epoch 621 | loss: 0.000117713 | val_loss: 0.000128423 | Time: 2529.18 ms
[2020-12-10 14:09:40	                main:574]	:	INFO	:	Epoch 622 | loss: 0.000111905 | val_loss: 0.000125436 | Time: 2630.98 ms
[2020-12-10 14:09:43	                main:574]	:	INFO	:	Epoch 623 | loss: 0.00011171 | val_loss: 0.000133813 | Time: 2541.28 ms
[2020-12-10 14:09:45	                main:574]	:	INFO	:	Epoch 624 | loss: 0.000117491 | val_loss: 0.00012962 | Time: 2495.62 ms
[2020-12-10 14:09:48	                main:574]	:	INFO	:	Epoch 625 | loss: 0.000115144 | val_loss: 0.000127781 | Time: 2598.5 ms
[2020-12-10 14:09:51	                main:574]	:	INFO	:	Epoch 626 | loss: 0.000113212 | val_loss: 0.000132904 | Time: 2555.99 ms
[2020-12-10 14:09:53	                main:574]	:	INFO	:	Epoch 627 | loss: 0.000121792 | val_loss: 0.000128808 | Time: 2577.79 ms
[2020-12-10 14:09:56	                main:574]	:	INFO	:	Epoch 628 | loss: 0.000113326 | val_loss: 0.000126493 | Time: 2529.2 ms
[2020-12-10 14:09:58	                main:574]	:	INFO	:	Epoch 629 | loss: 0.000116092 | val_loss: 0.000131809 | Time: 2561.94 ms
[2020-12-10 14:10:01	                main:574]	:	INFO	:	Epoch 630 | loss: 0.000119528 | val_loss: 0.000138646 | Time: 2653.88 ms
[2020-12-10 14:10:04	                main:574]	:	INFO	:	Epoch 631 | loss: 0.0001248 | val_loss: 0.000132338 | Time: 2627.64 ms
[2020-12-10 14:10:06	                main:574]	:	INFO	:	Epoch 632 | loss: 0.000116447 | val_loss: 0.000131397 | Time: 2656.07 ms
[2020-12-10 14:10:09	                main:574]	:	INFO	:	Epoch 633 | loss: 0.000116558 | val_loss: 0.000126463 | Time: 2577.08 ms
[2020-12-10 14:10:12	                main:574]	:	INFO	:	Epoch 634 | loss: 0.000110872 | val_loss: 0.000126143 | Time: 2569.01 ms
[2020-12-10 14:10:14	                main:574]	:	INFO	:	Epoch 635 | loss: 0.000113473 | val_loss: 0.000137456 | Time: 2541.82 ms
[2020-12-10 14:10:17	                main:574]	:	INFO	:	Epoch 636 | loss: 0.000129859 | val_loss: 0.000129313 | Time: 2554.1 ms
[2020-12-10 14:10:19	                main:574]	:	INFO	:	Epoch 637 | loss: 0.000114311 | val_loss: 0.00012821 | Time: 2645.54 ms
[2020-12-10 14:10:22	                main:574]	:	INFO	:	Epoch 638 | loss: 0.000117331 | val_loss: 0.000126681 | Time: 2496.55 ms
[2020-12-10 14:10:25	                main:574]	:	INFO	:	Epoch 639 | loss: 0.000110975 | val_loss: 0.000124147 | Time: 2553.26 ms
[2020-12-10 14:10:27	                main:574]	:	INFO	:	Epoch 640 | loss: 0.00011115 | val_loss: 0.000126926 | Time: 2601.87 ms
[2020-12-10 14:10:30	                main:574]	:	INFO	:	Epoch 641 | loss: 0.000115769 | val_loss: 0.00014336 | Time: 2586.78 ms
[2020-12-10 14:10:32	                main:574]	:	INFO	:	Epoch 642 | loss: 0.000127755 | val_loss: 0.000136987 | Time: 2573.18 ms
[2020-12-10 14:10:35	                main:574]	:	INFO	:	Epoch 643 | loss: 0.000114931 | val_loss: 0.000129134 | Time: 2539.68 ms
[2020-12-10 14:10:38	                main:574]	:	INFO	:	Epoch 644 | loss: 0.000117632 | val_loss: 0.00013067 | Time: 2642.52 ms
[2020-12-10 14:10:40	                main:574]	:	INFO	:	Epoch 645 | loss: 0.000115946 | val_loss: 0.00013837 | Time: 2554.64 ms
[2020-12-10 14:10:43	                main:574]	:	INFO	:	Epoch 646 | loss: 0.000119257 | val_loss: 0.000130618 | Time: 2556.67 ms
[2020-12-10 14:10:46	                main:574]	:	INFO	:	Epoch 647 | loss: 0.000114174 | val_loss: 0.000127597 | Time: 2641.22 ms
[2020-12-10 14:10:48	                main:574]	:	INFO	:	Epoch 648 | loss: 0.000111813 | val_loss: 0.000125668 | Time: 2565.22 ms
[2020-12-10 14:10:51	                main:574]	:	INFO	:	Epoch 649 | loss: 0.000112383 | val_loss: 0.000129216 | Time: 2607.75 ms
[2020-12-10 14:10:53	                main:574]	:	INFO	:	Epoch 650 | loss: 0.000117052 | val_loss: 0.000139913 | Time: 2552.07 ms
[2020-12-10 14:10:56	                main:574]	:	INFO	:	Epoch 651 | loss: 0.000142675 | val_loss: 0.000148259 | Time: 2506.38 ms
[2020-12-10 14:10:59	                main:574]	:	INFO	:	Epoch 652 | loss: 0.000131018 | val_loss: 0.000140631 | Time: 2578.87 ms
[2020-12-10 14:11:01	                main:574]	:	INFO	:	Epoch 653 | loss: 0.0001159 | val_loss: 0.00012691 | Time: 2609.68 ms
[2020-12-10 14:11:04	                main:574]	:	INFO	:	Epoch 654 | loss: 0.000109009 | val_loss: 0.000123027 | Time: 2536.7 ms
[2020-12-10 14:11:06	                main:574]	:	INFO	:	Epoch 655 | loss: 0.000110119 | val_loss: 0.000130735 | Time: 2650.39 ms
[2020-12-10 14:11:09	                main:574]	:	INFO	:	Epoch 656 | loss: 0.000119422 | val_loss: 0.000127869 | Time: 2609.53 ms
[2020-12-10 14:11:12	                main:574]	:	INFO	:	Epoch 657 | loss: 0.000113904 | val_loss: 0.00012987 | Time: 2578.75 ms
[2020-12-10 14:11:14	                main:574]	:	INFO	:	Epoch 658 | loss: 0.000112898 | val_loss: 0.00013237 | Time: 2548.36 ms
[2020-12-10 14:11:17	                main:574]	:	INFO	:	Epoch 659 | loss: 0.000114915 | val_loss: 0.000124842 | Time: 2588.58 ms
[2020-12-10 14:11:20	                main:574]	:	INFO	:	Epoch 660 | loss: 0.000111376 | val_loss: 0.000131609 | Time: 2565.46 ms
[2020-12-10 14:11:22	                main:574]	:	INFO	:	Epoch 661 | loss: 0.000137854 | val_loss: 0.000187702 | Time: 2574.33 ms
[2020-12-10 14:11:25	                main:574]	:	INFO	:	Epoch 662 | loss: 0.000143316 | val_loss: 0.000140127 | Time: 2532.75 ms
[2020-12-10 14:11:27	                main:574]	:	INFO	:	Epoch 663 | loss: 0.00012204 | val_loss: 0.000127164 | Time: 2551.7 ms
[2020-12-10 14:11:30	                main:574]	:	INFO	:	Epoch 664 | loss: 0.000112126 | val_loss: 0.000123918 | Time: 2522.98 ms
[2020-12-10 14:11:33	                main:574]	:	INFO	:	Epoch 665 | loss: 0.000109288 | val_loss: 0.000123184 | Time: 2574.52 ms
[2020-12-10 14:11:35	                main:574]	:	INFO	:	Epoch 666 | loss: 0.000108451 | val_loss: 0.000124057 | Time: 2528.35 ms
[2020-12-10 14:11:38	                main:574]	:	INFO	:	Epoch 667 | loss: 0.00010871 | val_loss: 0.00012371 | Time: 2484.33 ms
[2020-12-10 14:11:40	                main:574]	:	INFO	:	Epoch 668 | loss: 0.000109386 | val_loss: 0.000125659 | Time: 2553.45 ms
[2020-12-10 14:11:43	                main:574]	:	INFO	:	Epoch 669 | loss: 0.000116661 | val_loss: 0.00013605 | Time: 2518.97 ms
[2020-12-10 14:11:45	                main:574]	:	INFO	:	Epoch 670 | loss: 0.000115587 | val_loss: 0.000128182 | Time: 2521.05 ms
[2020-12-10 14:11:48	                main:574]	:	INFO	:	Epoch 671 | loss: 0.000111465 | val_loss: 0.000127239 | Time: 2578.51 ms
[2020-12-10 14:11:51	                main:574]	:	INFO	:	Epoch 672 | loss: 0.000114944 | val_loss: 0.000134073 | Time: 2531.42 ms
[2020-12-10 14:11:53	                main:574]	:	INFO	:	Epoch 673 | loss: 0.000132505 | val_loss: 0.000135032 | Time: 2491.29 ms
[2020-12-10 14:11:56	                main:574]	:	INFO	:	Epoch 674 | loss: 0.000118222 | val_loss: 0.000131741 | Time: 2586 ms
[2020-12-10 14:11:58	                main:574]	:	INFO	:	Epoch 675 | loss: 0.000112824 | val_loss: 0.000125784 | Time: 2627.27 ms
[2020-12-10 14:12:01	                main:574]	:	INFO	:	Epoch 676 | loss: 0.000117678 | val_loss: 0.000129343 | Time: 2630.56 ms
[2020-12-10 14:12:04	                main:574]	:	INFO	:	Epoch 677 | loss: 0.000113693 | val_loss: 0.000133258 | Time: 2548.31 ms
[2020-12-10 14:12:06	                main:574]	:	INFO	:	Epoch 678 | loss: 0.000120177 | val_loss: 0.000130985 | Time: 2679.87 ms
[2020-12-10 14:12:09	                main:574]	:	INFO	:	Epoch 679 | loss: 0.000114846 | val_loss: 0.000127297 | Time: 2527.17 ms
[2020-12-10 14:12:12	                main:574]	:	INFO	:	Epoch 680 | loss: 0.000111262 | val_loss: 0.000129812 | Time: 2540.65 ms
[2020-12-10 14:12:14	                main:574]	:	INFO	:	Epoch 681 | loss: 0.000126495 | val_loss: 0.000133697 | Time: 2546.57 ms
[2020-12-10 14:12:17	                main:574]	:	INFO	:	Epoch 682 | loss: 0.000114336 | val_loss: 0.000124918 | Time: 2478.21 ms
[2020-12-10 14:12:19	                main:574]	:	INFO	:	Epoch 683 | loss: 0.00011036 | val_loss: 0.000127897 | Time: 2575.4 ms
[2020-12-10 14:12:22	                main:574]	:	INFO	:	Epoch 684 | loss: 0.000116443 | val_loss: 0.000137311 | Time: 2530.65 ms
[2020-12-10 14:12:25	                main:574]	:	INFO	:	Epoch 685 | loss: 0.000117942 | val_loss: 0.000129715 | Time: 2580.33 ms
[2020-12-10 14:12:27	                main:574]	:	INFO	:	Epoch 686 | loss: 0.000113263 | val_loss: 0.000128953 | Time: 2641.67 ms
[2020-12-10 14:12:30	                main:574]	:	INFO	:	Epoch 687 | loss: 0.000128206 | val_loss: 0.000138588 | Time: 2506.33 ms
[2020-12-10 14:12:32	                main:574]	:	INFO	:	Epoch 688 | loss: 0.00011674 | val_loss: 0.000126654 | Time: 2488.76 ms
[2020-12-10 14:12:35	                main:574]	:	INFO	:	Epoch 689 | loss: 0.000110882 | val_loss: 0.000126232 | Time: 2517.86 ms
[2020-12-10 14:12:38	                main:574]	:	INFO	:	Epoch 690 | loss: 0.000111447 | val_loss: 0.000126444 | Time: 2579.05 ms
[2020-12-10 14:12:40	                main:574]	:	INFO	:	Epoch 691 | loss: 0.000124583 | val_loss: 0.000138707 | Time: 2561.87 ms
[2020-12-10 14:12:43	                main:574]	:	INFO	:	Epoch 692 | loss: 0.000118865 | val_loss: 0.000127236 | Time: 2552.83 ms
[2020-12-10 14:12:45	                main:574]	:	INFO	:	Epoch 693 | loss: 0.000110586 | val_loss: 0.000124226 | Time: 2516.92 ms
[2020-12-10 14:12:48	                main:574]	:	INFO	:	Epoch 694 | loss: 0.000108561 | val_loss: 0.000123314 | Time: 2593.56 ms
[2020-12-10 14:12:50	                main:574]	:	INFO	:	Epoch 695 | loss: 0.000118565 | val_loss: 0.000150149 | Time: 2469.83 ms
[2020-12-10 14:12:53	                main:574]	:	INFO	:	Epoch 696 | loss: 0.00016431 | val_loss: 0.000469106 | Time: 2550.51 ms
[2020-12-10 14:12:56	                main:574]	:	INFO	:	Epoch 697 | loss: 0.0103561 | val_loss: 0.00954403 | Time: 2591.49 ms
[2020-12-10 14:12:58	                main:574]	:	INFO	:	Epoch 698 | loss: 0.00578109 | val_loss: 0.00254902 | Time: 2540.51 ms
[2020-12-10 14:13:01	                main:574]	:	INFO	:	Epoch 699 | loss: 0.00155818 | val_loss: 0.000853469 | Time: 2477.67 ms
[2020-12-10 14:13:03	                main:574]	:	INFO	:	Epoch 700 | loss: 0.000687401 | val_loss: 0.000555404 | Time: 2558.31 ms
[2020-12-10 14:13:06	                main:574]	:	INFO	:	Epoch 701 | loss: 0.000506095 | val_loss: 0.000470817 | Time: 2541.85 ms
[2020-12-10 14:13:08	                main:574]	:	INFO	:	Epoch 702 | loss: 0.000451233 | val_loss: 0.000438594 | Time: 2527.37 ms
[2020-12-10 14:13:11	                main:574]	:	INFO	:	Epoch 703 | loss: 0.000427554 | val_loss: 0.00042273 | Time: 2637.54 ms
[2020-12-10 14:13:14	                main:574]	:	INFO	:	Epoch 704 | loss: 0.000413528 | val_loss: 0.000410518 | Time: 2524.27 ms
[2020-12-10 14:13:16	                main:574]	:	INFO	:	Epoch 705 | loss: 0.00040446 | val_loss: 0.00040319 | Time: 2518.28 ms
[2020-12-10 14:13:19	                main:574]	:	INFO	:	Epoch 706 | loss: 0.000398383 | val_loss: 0.000398137 | Time: 2559.99 ms
[2020-12-10 14:13:22	                main:574]	:	INFO	:	Epoch 707 | loss: 0.000394216 | val_loss: 0.000394327 | Time: 2605.12 ms
[2020-12-10 14:13:24	                main:574]	:	INFO	:	Epoch 708 | loss: 0.000390791 | val_loss: 0.000391395 | Time: 2605.57 ms
[2020-12-10 14:13:27	                main:574]	:	INFO	:	Epoch 709 | loss: 0.000388253 | val_loss: 0.000390078 | Time: 2558.78 ms
[2020-12-10 14:13:29	                main:574]	:	INFO	:	Epoch 710 | loss: 0.000386509 | val_loss: 0.000387765 | Time: 2573.65 ms
[2020-12-10 14:13:32	                main:574]	:	INFO	:	Epoch 711 | loss: 0.000384852 | val_loss: 0.000386124 | Time: 2542.53 ms
[2020-12-10 14:13:35	                main:574]	:	INFO	:	Epoch 712 | loss: 0.000383725 | val_loss: 0.000384815 | Time: 2579.58 ms
[2020-12-10 14:13:37	                main:574]	:	INFO	:	Epoch 713 | loss: 0.000383109 | val_loss: 0.000383865 | Time: 2512.53 ms
[2020-12-10 14:13:40	                main:574]	:	INFO	:	Epoch 714 | loss: 0.000381935 | val_loss: 0.000383055 | Time: 2538.97 ms
[2020-12-10 14:13:42	                main:574]	:	INFO	:	Epoch 715 | loss: 0.000381105 | val_loss: 0.000383858 | Time: 2579.41 ms
[2020-12-10 14:13:45	                main:574]	:	INFO	:	Epoch 716 | loss: 0.000382512 | val_loss: 0.000383661 | Time: 2599.69 ms
[2020-12-10 14:13:48	                main:574]	:	INFO	:	Epoch 717 | loss: 0.000382615 | val_loss: 0.000380831 | Time: 2595.57 ms
[2020-12-10 14:13:50	                main:574]	:	INFO	:	Epoch 718 | loss: 0.00038002 | val_loss: 0.000381216 | Time: 2526.82 ms
[2020-12-10 14:13:53	                main:574]	:	INFO	:	Epoch 719 | loss: 0.000379089 | val_loss: 0.000379539 | Time: 2575.63 ms
[2020-12-10 14:13:55	                main:574]	:	INFO	:	Epoch 720 | loss: 0.000377893 | val_loss: 0.000379136 | Time: 2561.07 ms
[2020-12-10 14:13:58	                main:574]	:	INFO	:	Epoch 721 | loss: 0.000377821 | val_loss: 0.000379232 | Time: 2519.41 ms
[2020-12-10 14:14:01	                main:574]	:	INFO	:	Epoch 722 | loss: 0.000381227 | val_loss: 0.000390886 | Time: 2595.78 ms
[2020-12-10 14:14:03	                main:574]	:	INFO	:	Epoch 723 | loss: 0.000380964 | val_loss: 0.000379339 | Time: 2554.03 ms
[2020-12-10 14:14:06	                main:574]	:	INFO	:	Epoch 724 | loss: 0.000375816 | val_loss: 0.000377053 | Time: 2686.64 ms
[2020-12-10 14:14:09	                main:574]	:	INFO	:	Epoch 725 | loss: 0.00037547 | val_loss: 0.000376278 | Time: 2616.64 ms
[2020-12-10 14:14:11	                main:574]	:	INFO	:	Epoch 726 | loss: 0.000374489 | val_loss: 0.000375845 | Time: 2589.09 ms
[2020-12-10 14:14:14	                main:574]	:	INFO	:	Epoch 727 | loss: 0.000374044 | val_loss: 0.000375759 | Time: 2591.37 ms
[2020-12-10 14:14:17	                main:574]	:	INFO	:	Epoch 728 | loss: 0.000374748 | val_loss: 0.000381122 | Time: 2622.04 ms
[2020-12-10 14:14:19	                main:574]	:	INFO	:	Epoch 729 | loss: 0.000378846 | val_loss: 0.000375989 | Time: 2538.73 ms
[2020-12-10 14:14:22	                main:574]	:	INFO	:	Epoch 730 | loss: 0.000375027 | val_loss: 0.000375317 | Time: 2538.14 ms
[2020-12-10 14:14:24	                main:574]	:	INFO	:	Epoch 731 | loss: 0.000373553 | val_loss: 0.000374697 | Time: 2610.44 ms
[2020-12-10 14:14:27	                main:574]	:	INFO	:	Epoch 732 | loss: 0.000374179 | val_loss: 0.000377597 | Time: 2522.79 ms
[2020-12-10 14:14:29	                main:574]	:	INFO	:	Epoch 733 | loss: 0.000374741 | val_loss: 0.000376304 | Time: 2501.86 ms
[2020-12-10 14:14:32	                main:574]	:	INFO	:	Epoch 734 | loss: 0.000375005 | val_loss: 0.000373603 | Time: 2538.55 ms
[2020-12-10 14:14:35	                main:574]	:	INFO	:	Epoch 735 | loss: 0.000372673 | val_loss: 0.000374854 | Time: 2527.06 ms
[2020-12-10 14:14:37	                main:574]	:	INFO	:	Epoch 736 | loss: 0.000372641 | val_loss: 0.000373791 | Time: 2619.21 ms
[2020-12-10 14:14:40	                main:574]	:	INFO	:	Epoch 737 | loss: 0.000372324 | val_loss: 0.000373573 | Time: 2536.33 ms
[2020-12-10 14:14:42	                main:574]	:	INFO	:	Epoch 738 | loss: 0.000378772 | val_loss: 0.000396004 | Time: 2590.07 ms
[2020-12-10 14:14:45	                main:574]	:	INFO	:	Epoch 739 | loss: 0.000377414 | val_loss: 0.00037289 | Time: 2508.12 ms
[2020-12-10 14:14:48	                main:574]	:	INFO	:	Epoch 740 | loss: 0.000371579 | val_loss: 0.000372859 | Time: 2525.55 ms
[2020-12-10 14:14:50	                main:574]	:	INFO	:	Epoch 741 | loss: 0.000371235 | val_loss: 0.00037261 | Time: 2532.29 ms
[2020-12-10 14:14:53	                main:574]	:	INFO	:	Epoch 742 | loss: 0.000370697 | val_loss: 0.000371879 | Time: 2535.46 ms
[2020-12-10 14:14:55	                main:574]	:	INFO	:	Epoch 743 | loss: 0.000370226 | val_loss: 0.000371705 | Time: 2532.4 ms
[2020-12-10 14:14:58	                main:574]	:	INFO	:	Epoch 744 | loss: 0.000369701 | val_loss: 0.000370409 | Time: 2533.55 ms
[2020-12-10 14:15:00	                main:574]	:	INFO	:	Epoch 745 | loss: 0.000363696 | val_loss: 0.000357272 | Time: 2586.02 ms
[2020-12-10 14:15:03	                main:574]	:	INFO	:	Epoch 746 | loss: 0.000337154 | val_loss: 0.000315209 | Time: 2560.66 ms
[2020-12-10 14:15:06	                main:574]	:	INFO	:	Epoch 747 | loss: 0.000280385 | val_loss: 0.000279132 | Time: 2528.23 ms
[2020-12-10 14:15:08	                main:574]	:	INFO	:	Epoch 748 | loss: 0.000262379 | val_loss: 0.000270022 | Time: 2500.27 ms
[2020-12-10 14:15:11	                main:574]	:	INFO	:	Epoch 749 | loss: 0.000257723 | val_loss: 0.00026681 | Time: 2564.79 ms
[2020-12-10 14:15:13	                main:574]	:	INFO	:	Epoch 750 | loss: 0.000255532 | val_loss: 0.000265458 | Time: 2610.6 ms
[2020-12-10 14:15:16	                main:574]	:	INFO	:	Epoch 751 | loss: 0.000254735 | val_loss: 0.000265886 | Time: 2640.94 ms
[2020-12-10 14:15:19	                main:574]	:	INFO	:	Epoch 752 | loss: 0.000260073 | val_loss: 0.00029737 | Time: 2517.37 ms
[2020-12-10 14:15:21	                main:574]	:	INFO	:	Epoch 753 | loss: 0.000273483 | val_loss: 0.000270167 | Time: 2552.21 ms
[2020-12-10 14:15:24	                main:574]	:	INFO	:	Epoch 754 | loss: 0.000210048 | val_loss: 0.00017895 | Time: 2585.35 ms
[2020-12-10 14:15:26	                main:574]	:	INFO	:	Epoch 755 | loss: 0.000151008 | val_loss: 0.000164449 | Time: 2578.89 ms
[2020-12-10 14:15:29	                main:574]	:	INFO	:	Epoch 756 | loss: 0.000144648 | val_loss: 0.00016113 | Time: 2556.9 ms
[2020-12-10 14:15:32	                main:574]	:	INFO	:	Epoch 757 | loss: 0.000143003 | val_loss: 0.00016011 | Time: 2489.94 ms
[2020-12-10 14:15:34	                main:574]	:	INFO	:	Epoch 758 | loss: 0.000142402 | val_loss: 0.000159699 | Time: 2562.01 ms
[2020-12-10 14:15:37	                main:574]	:	INFO	:	Epoch 759 | loss: 0.000141896 | val_loss: 0.000159386 | Time: 2565.62 ms
[2020-12-10 14:15:39	                main:574]	:	INFO	:	Epoch 760 | loss: 0.000141712 | val_loss: 0.000159299 | Time: 2566.29 ms
[2020-12-10 14:15:42	                main:574]	:	INFO	:	Epoch 761 | loss: 0.000141495 | val_loss: 0.000159145 | Time: 2558.85 ms
[2020-12-10 14:15:45	                main:574]	:	INFO	:	Epoch 762 | loss: 0.000141302 | val_loss: 0.000158771 | Time: 2545.08 ms
[2020-12-10 14:15:47	                main:574]	:	INFO	:	Epoch 763 | loss: 0.000141079 | val_loss: 0.000158714 | Time: 2552.55 ms
[2020-12-10 14:15:50	                main:574]	:	INFO	:	Epoch 764 | loss: 0.000140969 | val_loss: 0.000158571 | Time: 2524.82 ms
[2020-12-10 14:15:52	                main:574]	:	INFO	:	Epoch 765 | loss: 0.000140706 | val_loss: 0.000158463 | Time: 2508.45 ms
[2020-12-10 14:15:55	                main:574]	:	INFO	:	Epoch 766 | loss: 0.000140864 | val_loss: 0.000158687 | Time: 2490.92 ms
[2020-12-10 14:15:58	                main:574]	:	INFO	:	Epoch 767 | loss: 0.000140717 | val_loss: 0.000158356 | Time: 2654.58 ms
[2020-12-10 14:16:00	                main:574]	:	INFO	:	Epoch 768 | loss: 0.000140502 | val_loss: 0.000158572 | Time: 2726.44 ms
[2020-12-10 14:16:03	                main:574]	:	INFO	:	Epoch 769 | loss: 0.000149161 | val_loss: 0.000189669 | Time: 2587.73 ms
[2020-12-10 14:16:06	                main:574]	:	INFO	:	Epoch 770 | loss: 0.000155874 | val_loss: 0.000161849 | Time: 2531.78 ms
[2020-12-10 14:16:08	                main:574]	:	INFO	:	Epoch 771 | loss: 0.000142356 | val_loss: 0.000159404 | Time: 2588.23 ms
[2020-12-10 14:16:11	                main:574]	:	INFO	:	Epoch 772 | loss: 0.000141628 | val_loss: 0.000158385 | Time: 2518.84 ms
[2020-12-10 14:16:13	                main:574]	:	INFO	:	Epoch 773 | loss: 0.000140483 | val_loss: 0.000158314 | Time: 2523.91 ms
[2020-12-10 14:16:16	                main:574]	:	INFO	:	Epoch 774 | loss: 0.000140157 | val_loss: 0.000157617 | Time: 2544.01 ms
[2020-12-10 14:16:18	                main:574]	:	INFO	:	Epoch 775 | loss: 0.000140223 | val_loss: 0.000158451 | Time: 2486.74 ms
[2020-12-10 14:16:21	                main:574]	:	INFO	:	Epoch 776 | loss: 0.000141314 | val_loss: 0.000157417 | Time: 2585.64 ms
[2020-12-10 14:16:24	                main:574]	:	INFO	:	Epoch 777 | loss: 0.000148301 | val_loss: 0.000162124 | Time: 2564.4 ms
[2020-12-10 14:16:26	                main:574]	:	INFO	:	Epoch 778 | loss: 0.000141499 | val_loss: 0.000158289 | Time: 2572.3 ms
[2020-12-10 14:16:29	                main:574]	:	INFO	:	Epoch 779 | loss: 0.00014018 | val_loss: 0.000157498 | Time: 2569.72 ms
[2020-12-10 14:16:32	                main:574]	:	INFO	:	Epoch 780 | loss: 0.000139917 | val_loss: 0.000158068 | Time: 2625.87 ms
[2020-12-10 14:16:34	                main:574]	:	INFO	:	Epoch 781 | loss: 0.000140978 | val_loss: 0.000160306 | Time: 2613.9 ms
[2020-12-10 14:16:37	                main:574]	:	INFO	:	Epoch 782 | loss: 0.000141297 | val_loss: 0.000157249 | Time: 2559.84 ms
[2020-12-10 14:16:39	                main:574]	:	INFO	:	Epoch 783 | loss: 0.000141171 | val_loss: 0.000165009 | Time: 2582.01 ms
[2020-12-10 14:16:42	                main:574]	:	INFO	:	Epoch 784 | loss: 0.000144739 | val_loss: 0.000164597 | Time: 2542.58 ms
[2020-12-10 14:16:45	                main:574]	:	INFO	:	Epoch 785 | loss: 0.000143454 | val_loss: 0.000159409 | Time: 2550.42 ms
[2020-12-10 14:16:47	                main:574]	:	INFO	:	Epoch 786 | loss: 0.000142282 | val_loss: 0.000159864 | Time: 2558.42 ms
[2020-12-10 14:16:50	                main:574]	:	INFO	:	Epoch 787 | loss: 0.000141541 | val_loss: 0.000157787 | Time: 2535.99 ms
[2020-12-10 14:16:52	                main:574]	:	INFO	:	Epoch 788 | loss: 0.000139705 | val_loss: 0.000157714 | Time: 2491.07 ms
[2020-12-10 14:16:55	                main:574]	:	INFO	:	Epoch 789 | loss: 0.000148468 | val_loss: 0.000170732 | Time: 2526.64 ms
[2020-12-10 14:16:57	                main:574]	:	INFO	:	Epoch 790 | loss: 0.00014482 | val_loss: 0.000159633 | Time: 2532.83 ms
[2020-12-10 14:17:00	                main:574]	:	INFO	:	Epoch 791 | loss: 0.000143036 | val_loss: 0.00016391 | Time: 2560.19 ms
[2020-12-10 14:17:03	                main:574]	:	INFO	:	Epoch 792 | loss: 0.00014103 | val_loss: 0.000158216 | Time: 2577.52 ms
[2020-12-10 14:17:05	                main:574]	:	INFO	:	Epoch 793 | loss: 0.000139725 | val_loss: 0.000156816 | Time: 2546.98 ms
[2020-12-10 14:17:08	                main:574]	:	INFO	:	Epoch 794 | loss: 0.000140123 | val_loss: 0.000157265 | Time: 2561.3 ms
[2020-12-10 14:17:10	                main:574]	:	INFO	:	Epoch 795 | loss: 0.000140695 | val_loss: 0.000162326 | Time: 2561.72 ms
[2020-12-10 14:17:13	                main:574]	:	INFO	:	Epoch 796 | loss: 0.000147888 | val_loss: 0.000160087 | Time: 2566.7 ms
[2020-12-10 14:17:16	                main:574]	:	INFO	:	Epoch 797 | loss: 0.000141482 | val_loss: 0.000157908 | Time: 2539.33 ms
[2020-12-10 14:17:18	                main:574]	:	INFO	:	Epoch 798 | loss: 0.000139502 | val_loss: 0.000156541 | Time: 2531.79 ms
[2020-12-10 14:17:21	                main:574]	:	INFO	:	Epoch 799 | loss: 0.000139623 | val_loss: 0.000160036 | Time: 2513.68 ms
[2020-12-10 14:17:23	                main:574]	:	INFO	:	Epoch 800 | loss: 0.000153028 | val_loss: 0.000162556 | Time: 2513.91 ms
[2020-12-10 14:17:26	                main:574]	:	INFO	:	Epoch 801 | loss: 0.000141729 | val_loss: 0.000156909 | Time: 2612.07 ms
[2020-12-10 14:17:29	                main:574]	:	INFO	:	Epoch 802 | loss: 0.000138647 | val_loss: 0.000156995 | Time: 2547.84 ms
[2020-12-10 14:17:31	                main:574]	:	INFO	:	Epoch 803 | loss: 0.00013978 | val_loss: 0.000157656 | Time: 2582.75 ms
[2020-12-10 14:17:34	                main:574]	:	INFO	:	Epoch 804 | loss: 0.00013987 | val_loss: 0.000157051 | Time: 2571.88 ms
[2020-12-10 14:17:36	                main:574]	:	INFO	:	Epoch 805 | loss: 0.000139631 | val_loss: 0.000157731 | Time: 2484.03 ms
[2020-12-10 14:17:39	                main:574]	:	INFO	:	Epoch 806 | loss: 0.000145305 | val_loss: 0.000163085 | Time: 2575.93 ms
[2020-12-10 14:17:42	                main:574]	:	INFO	:	Epoch 807 | loss: 0.000143115 | val_loss: 0.000157503 | Time: 2587.15 ms
[2020-12-10 14:17:44	                main:574]	:	INFO	:	Epoch 808 | loss: 0.000145338 | val_loss: 0.000166143 | Time: 2543.66 ms
[2020-12-10 14:17:47	                main:574]	:	INFO	:	Epoch 809 | loss: 0.000143127 | val_loss: 0.000159786 | Time: 2588.9 ms
[2020-12-10 14:17:49	                main:574]	:	INFO	:	Epoch 810 | loss: 0.000141509 | val_loss: 0.000157717 | Time: 2556.76 ms
[2020-12-10 14:17:52	                main:574]	:	INFO	:	Epoch 811 | loss: 0.000140384 | val_loss: 0.000157016 | Time: 2662.78 ms
[2020-12-10 14:17:55	                main:574]	:	INFO	:	Epoch 812 | loss: 0.000140036 | val_loss: 0.000162112 | Time: 3051.41 ms
[2020-12-10 14:17:58	                main:574]	:	INFO	:	Epoch 813 | loss: 0.000143419 | val_loss: 0.000158941 | Time: 2596.62 ms
[2020-12-10 14:18:00	                main:574]	:	INFO	:	Epoch 814 | loss: 0.000141205 | val_loss: 0.000158848 | Time: 2578.17 ms
[2020-12-10 14:18:03	                main:574]	:	INFO	:	Epoch 815 | loss: 0.000140691 | val_loss: 0.000157605 | Time: 2521.42 ms
[2020-12-10 14:18:06	                main:574]	:	INFO	:	Epoch 816 | loss: 0.000141383 | val_loss: 0.000159482 | Time: 2639.27 ms
[2020-12-10 14:18:08	                main:574]	:	INFO	:	Epoch 817 | loss: 0.000173214 | val_loss: 0.000204497 | Time: 2582.42 ms
[2020-12-10 14:18:11	                main:574]	:	INFO	:	Epoch 818 | loss: 0.000152403 | val_loss: 0.000148131 | Time: 2587.9 ms
[2020-12-10 14:18:14	                main:574]	:	INFO	:	Epoch 819 | loss: 0.000123354 | val_loss: 0.000133102 | Time: 2528.11 ms
[2020-12-10 14:18:16	                main:574]	:	INFO	:	Epoch 820 | loss: 0.000117269 | val_loss: 0.000134335 | Time: 2569.89 ms
[2020-12-10 14:18:19	                main:574]	:	INFO	:	Epoch 821 | loss: 0.000122913 | val_loss: 0.000130303 | Time: 2554.48 ms
[2020-12-10 14:18:21	                main:574]	:	INFO	:	Epoch 822 | loss: 0.000116693 | val_loss: 0.000128928 | Time: 2578.37 ms
[2020-12-10 14:18:24	                main:574]	:	INFO	:	Epoch 823 | loss: 0.000114471 | val_loss: 0.000128423 | Time: 2583.94 ms
[2020-12-10 14:18:27	                main:574]	:	INFO	:	Epoch 824 | loss: 0.00011408 | val_loss: 0.000128808 | Time: 2523.31 ms
[2020-12-10 14:18:29	                main:574]	:	INFO	:	Epoch 825 | loss: 0.000113946 | val_loss: 0.000128491 | Time: 2588.99 ms
[2020-12-10 14:18:32	                main:574]	:	INFO	:	Epoch 826 | loss: 0.000114201 | val_loss: 0.000130277 | Time: 2578.02 ms
[2020-12-10 14:18:34	                main:574]	:	INFO	:	Epoch 827 | loss: 0.000114142 | val_loss: 0.000128532 | Time: 2604.46 ms
[2020-12-10 14:18:37	                main:574]	:	INFO	:	Epoch 828 | loss: 0.000114881 | val_loss: 0.000128394 | Time: 2557.59 ms
[2020-12-10 14:18:40	                main:574]	:	INFO	:	Epoch 829 | loss: 0.000114954 | val_loss: 0.00012859 | Time: 2533.17 ms
[2020-12-10 14:18:42	                main:574]	:	INFO	:	Epoch 830 | loss: 0.000116986 | val_loss: 0.000130719 | Time: 2533.76 ms
[2020-12-10 14:18:45	                main:574]	:	INFO	:	Epoch 831 | loss: 0.000118264 | val_loss: 0.000129429 | Time: 2538.6 ms
[2020-12-10 14:18:47	                main:574]	:	INFO	:	Epoch 832 | loss: 0.000115471 | val_loss: 0.000129124 | Time: 2519.76 ms
[2020-12-10 14:18:50	                main:574]	:	INFO	:	Epoch 833 | loss: 0.000115213 | val_loss: 0.000130842 | Time: 2562.29 ms
[2020-12-10 14:18:53	                main:574]	:	INFO	:	Epoch 834 | loss: 0.000115192 | val_loss: 0.000130367 | Time: 2599.31 ms
[2020-12-10 14:18:55	                main:574]	:	INFO	:	Epoch 835 | loss: 0.000115298 | val_loss: 0.000132197 | Time: 2606.38 ms
[2020-12-10 14:18:58	                main:574]	:	INFO	:	Epoch 836 | loss: 0.000120539 | val_loss: 0.000147138 | Time: 2609.72 ms
[2020-12-10 14:19:01	                main:574]	:	INFO	:	Epoch 837 | loss: 0.000128021 | val_loss: 0.000131491 | Time: 2586.19 ms
[2020-12-10 14:19:03	                main:574]	:	INFO	:	Epoch 838 | loss: 0.000116607 | val_loss: 0.000129273 | Time: 2616.55 ms
[2020-12-10 14:19:06	                main:574]	:	INFO	:	Epoch 839 | loss: 0.000114394 | val_loss: 0.000129268 | Time: 2540.14 ms
[2020-12-10 14:19:08	                main:574]	:	INFO	:	Epoch 840 | loss: 0.000114048 | val_loss: 0.000128444 | Time: 2548.84 ms
[2020-12-10 14:19:11	                main:574]	:	INFO	:	Epoch 841 | loss: 0.000114053 | val_loss: 0.000129128 | Time: 2539.83 ms
[2020-12-10 14:19:14	                main:574]	:	INFO	:	Epoch 842 | loss: 0.000117617 | val_loss: 0.000140119 | Time: 2605.52 ms
[2020-12-10 14:19:16	                main:574]	:	INFO	:	Epoch 843 | loss: 0.000120927 | val_loss: 0.000131873 | Time: 2603.98 ms
[2020-12-10 14:19:19	                main:574]	:	INFO	:	Epoch 844 | loss: 0.000114788 | val_loss: 0.000128468 | Time: 2521.38 ms
[2020-12-10 14:19:21	                main:574]	:	INFO	:	Epoch 845 | loss: 0.0001147 | val_loss: 0.000130544 | Time: 2617.22 ms
[2020-12-10 14:19:24	                main:574]	:	INFO	:	Epoch 846 | loss: 0.000118083 | val_loss: 0.000134563 | Time: 2608.45 ms
[2020-12-10 14:19:27	                main:574]	:	INFO	:	Epoch 847 | loss: 0.000116578 | val_loss: 0.000129042 | Time: 2565.12 ms
[2020-12-10 14:19:29	                main:574]	:	INFO	:	Epoch 848 | loss: 0.000113625 | val_loss: 0.00012988 | Time: 2534.1 ms
[2020-12-10 14:19:32	                main:574]	:	INFO	:	Epoch 849 | loss: 0.000117007 | val_loss: 0.000133619 | Time: 2588.83 ms
[2020-12-10 14:19:35	                main:574]	:	INFO	:	Epoch 850 | loss: 0.000135319 | val_loss: 0.000132256 | Time: 2550.91 ms
[2020-12-10 14:19:37	                main:574]	:	INFO	:	Epoch 851 | loss: 0.000118873 | val_loss: 0.00013242 | Time: 2514.8 ms
[2020-12-10 14:19:40	                main:574]	:	INFO	:	Epoch 852 | loss: 0.000118015 | val_loss: 0.00013194 | Time: 2696.32 ms
[2020-12-10 14:19:42	                main:574]	:	INFO	:	Epoch 853 | loss: 0.000119033 | val_loss: 0.000129644 | Time: 2531.52 ms
[2020-12-10 14:19:45	                main:574]	:	INFO	:	Epoch 854 | loss: 0.000115837 | val_loss: 0.000129136 | Time: 2572.53 ms
[2020-12-10 14:19:48	                main:574]	:	INFO	:	Epoch 855 | loss: 0.00011635 | val_loss: 0.000132023 | Time: 2528.36 ms
[2020-12-10 14:19:50	                main:574]	:	INFO	:	Epoch 856 | loss: 0.00011452 | val_loss: 0.000128497 | Time: 2503.43 ms
[2020-12-10 14:19:53	                main:574]	:	INFO	:	Epoch 857 | loss: 0.000114266 | val_loss: 0.000129508 | Time: 2494.34 ms
[2020-12-10 14:19:55	                main:574]	:	INFO	:	Epoch 858 | loss: 0.000114768 | val_loss: 0.000130815 | Time: 2578.53 ms
[2020-12-10 14:19:58	                main:574]	:	INFO	:	Epoch 859 | loss: 0.000117318 | val_loss: 0.000130374 | Time: 2547.67 ms
[2020-12-10 14:20:00	                main:574]	:	INFO	:	Epoch 860 | loss: 0.000119151 | val_loss: 0.000141388 | Time: 2520.57 ms
[2020-12-10 14:20:03	                main:574]	:	INFO	:	Epoch 861 | loss: 0.000123172 | val_loss: 0.000134821 | Time: 2498.21 ms
[2020-12-10 14:20:06	                main:574]	:	INFO	:	Epoch 862 | loss: 0.000118949 | val_loss: 0.000135103 | Time: 2532.63 ms
[2020-12-10 14:20:08	                main:574]	:	INFO	:	Epoch 863 | loss: 0.000115194 | val_loss: 0.000129563 | Time: 2489.08 ms
[2020-12-10 14:20:11	                main:574]	:	INFO	:	Epoch 864 | loss: 0.000115849 | val_loss: 0.000129731 | Time: 2545.38 ms
[2020-12-10 14:20:13	                main:574]	:	INFO	:	Epoch 865 | loss: 0.00011565 | val_loss: 0.000131444 | Time: 2571.49 ms
[2020-12-10 14:20:16	                main:574]	:	INFO	:	Epoch 866 | loss: 0.000118422 | val_loss: 0.000129664 | Time: 2478.5 ms
[2020-12-10 14:20:18	                main:574]	:	INFO	:	Epoch 867 | loss: 0.000129023 | val_loss: 0.000145608 | Time: 2517.98 ms
[2020-12-10 14:20:21	                main:574]	:	INFO	:	Epoch 868 | loss: 0.000125041 | val_loss: 0.000132564 | Time: 2569.53 ms
[2020-12-10 14:20:23	                main:574]	:	INFO	:	Epoch 869 | loss: 0.000115481 | val_loss: 0.000128491 | Time: 2507.46 ms
[2020-12-10 14:20:26	                main:574]	:	INFO	:	Epoch 870 | loss: 0.000114076 | val_loss: 0.000127979 | Time: 2558.43 ms
[2020-12-10 14:20:29	                main:574]	:	INFO	:	Epoch 871 | loss: 0.000113655 | val_loss: 0.000127941 | Time: 2477.31 ms
[2020-12-10 14:20:31	                main:574]	:	INFO	:	Epoch 872 | loss: 0.000116152 | val_loss: 0.000131885 | Time: 2485.23 ms
[2020-12-10 14:20:34	                main:574]	:	INFO	:	Epoch 873 | loss: 0.000115889 | val_loss: 0.000130319 | Time: 2475.07 ms
[2020-12-10 14:20:36	                main:574]	:	INFO	:	Epoch 874 | loss: 0.000117156 | val_loss: 0.00013356 | Time: 2527.24 ms
[2020-12-10 14:20:39	                main:574]	:	INFO	:	Epoch 875 | loss: 0.000120028 | val_loss: 0.000148723 | Time: 2606.59 ms
[2020-12-10 14:20:41	                main:574]	:	INFO	:	Epoch 876 | loss: 0.00013129 | val_loss: 0.000134504 | Time: 2557.58 ms
[2020-12-10 14:20:44	                main:574]	:	INFO	:	Epoch 877 | loss: 0.00011743 | val_loss: 0.00012901 | Time: 2568.94 ms
[2020-12-10 14:20:47	                main:574]	:	INFO	:	Epoch 878 | loss: 0.000114385 | val_loss: 0.000128537 | Time: 2532.74 ms
[2020-12-10 14:20:49	                main:574]	:	INFO	:	Epoch 879 | loss: 0.000113821 | val_loss: 0.000129883 | Time: 2503.46 ms
[2020-12-10 14:20:52	                main:574]	:	INFO	:	Epoch 880 | loss: 0.000114895 | val_loss: 0.000131552 | Time: 2685.72 ms
[2020-12-10 14:20:55	                main:574]	:	INFO	:	Epoch 881 | loss: 0.000124488 | val_loss: 0.000134543 | Time: 2549.37 ms
[2020-12-10 14:20:57	                main:574]	:	INFO	:	Epoch 882 | loss: 0.00011618 | val_loss: 0.000128891 | Time: 2510.6 ms
[2020-12-10 14:21:00	                main:574]	:	INFO	:	Epoch 883 | loss: 0.000115384 | val_loss: 0.000132274 | Time: 2535.56 ms
[2020-12-10 14:21:02	                main:574]	:	INFO	:	Epoch 884 | loss: 0.000123494 | val_loss: 0.00013798 | Time: 2552.89 ms
[2020-12-10 14:21:05	                main:574]	:	INFO	:	Epoch 885 | loss: 0.000120753 | val_loss: 0.000136047 | Time: 2607.37 ms
[2020-12-10 14:21:08	                main:574]	:	INFO	:	Epoch 886 | loss: 0.000120435 | val_loss: 0.000132683 | Time: 2771.89 ms
[2020-12-10 14:21:10	                main:574]	:	INFO	:	Epoch 887 | loss: 0.000116651 | val_loss: 0.000131254 | Time: 2631.35 ms
[2020-12-10 14:21:13	                main:574]	:	INFO	:	Epoch 888 | loss: 0.000117151 | val_loss: 0.000132462 | Time: 2627.64 ms
[2020-12-10 14:21:16	                main:574]	:	INFO	:	Epoch 889 | loss: 0.000120701 | val_loss: 0.00013087 | Time: 2692.67 ms
[2020-12-10 14:21:18	                main:574]	:	INFO	:	Epoch 890 | loss: 0.000123726 | val_loss: 0.000140092 | Time: 2494.28 ms
[2020-12-10 14:21:21	                main:574]	:	INFO	:	Epoch 891 | loss: 0.000121224 | val_loss: 0.000131317 | Time: 2581.89 ms
[2020-12-10 14:21:24	                main:574]	:	INFO	:	Epoch 892 | loss: 0.000114629 | val_loss: 0.000128333 | Time: 2576.38 ms
[2020-12-10 14:21:26	                main:574]	:	INFO	:	Epoch 893 | loss: 0.000114847 | val_loss: 0.000130056 | Time: 2528.81 ms
[2020-12-10 14:21:29	                main:574]	:	INFO	:	Epoch 894 | loss: 0.000126105 | val_loss: 0.00013232 | Time: 2582.26 ms
[2020-12-10 14:21:31	                main:574]	:	INFO	:	Epoch 895 | loss: 0.000121082 | val_loss: 0.000143149 | Time: 2527.95 ms
[2020-12-10 14:21:34	                main:574]	:	INFO	:	Epoch 896 | loss: 0.000121567 | val_loss: 0.000134074 | Time: 2547.8 ms
[2020-12-10 14:21:36	                main:574]	:	INFO	:	Epoch 897 | loss: 0.000118619 | val_loss: 0.000131639 | Time: 2552.04 ms
[2020-12-10 14:21:39	                main:574]	:	INFO	:	Epoch 898 | loss: 0.000115069 | val_loss: 0.00013069 | Time: 2517.08 ms
[2020-12-10 14:21:42	                main:574]	:	INFO	:	Epoch 899 | loss: 0.000118783 | val_loss: 0.00013302 | Time: 2528.72 ms
[2020-12-10 14:21:44	                main:574]	:	INFO	:	Epoch 900 | loss: 0.000118199 | val_loss: 0.000130644 | Time: 2498.93 ms
[2020-12-10 14:21:47	                main:574]	:	INFO	:	Epoch 901 | loss: 0.000115606 | val_loss: 0.00012943 | Time: 2532.35 ms
[2020-12-10 14:21:49	                main:574]	:	INFO	:	Epoch 902 | loss: 0.000116906 | val_loss: 0.000133668 | Time: 2590.63 ms
[2020-12-10 14:21:52	                main:574]	:	INFO	:	Epoch 903 | loss: 0.000122087 | val_loss: 0.000150738 | Time: 2515.64 ms
[2020-12-10 14:21:54	                main:574]	:	INFO	:	Epoch 904 | loss: 0.000128393 | val_loss: 0.000136165 | Time: 2514.51 ms
[2020-12-10 14:21:57	                main:574]	:	INFO	:	Epoch 905 | loss: 0.000124199 | val_loss: 0.000135107 | Time: 2521.49 ms
[2020-12-10 14:22:00	                main:574]	:	INFO	:	Epoch 906 | loss: 0.000117238 | val_loss: 0.000129358 | Time: 2496.28 ms
[2020-12-10 14:22:02	                main:574]	:	INFO	:	Epoch 907 | loss: 0.000120065 | val_loss: 0.000134143 | Time: 2508.12 ms
[2020-12-10 14:22:05	                main:574]	:	INFO	:	Epoch 908 | loss: 0.000116665 | val_loss: 0.000129779 | Time: 2535.23 ms
[2020-12-10 14:22:07	                main:574]	:	INFO	:	Epoch 909 | loss: 0.000115655 | val_loss: 0.00013002 | Time: 2576.36 ms
[2020-12-10 14:22:10	                main:574]	:	INFO	:	Epoch 910 | loss: 0.000114694 | val_loss: 0.000128924 | Time: 2666.69 ms
[2020-12-10 14:22:12	                main:574]	:	INFO	:	Epoch 911 | loss: 0.000121289 | val_loss: 0.000141143 | Time: 2499.02 ms
[2020-12-10 14:22:15	                main:574]	:	INFO	:	Epoch 912 | loss: 0.000122421 | val_loss: 0.000134686 | Time: 2564.78 ms
[2020-12-10 14:22:18	                main:574]	:	INFO	:	Epoch 913 | loss: 0.000117139 | val_loss: 0.000133885 | Time: 2583.57 ms
[2020-12-10 14:22:20	                main:574]	:	INFO	:	Epoch 914 | loss: 0.000122462 | val_loss: 0.0001353 | Time: 2644.42 ms
[2020-12-10 14:22:23	                main:574]	:	INFO	:	Epoch 915 | loss: 0.000123071 | val_loss: 0.000149503 | Time: 2612.23 ms
[2020-12-10 14:22:26	                main:574]	:	INFO	:	Epoch 916 | loss: 0.000125046 | val_loss: 0.000132977 | Time: 2585.15 ms
[2020-12-10 14:22:28	                main:574]	:	INFO	:	Epoch 917 | loss: 0.000114536 | val_loss: 0.000128524 | Time: 2551.58 ms
[2020-12-10 14:22:31	                main:574]	:	INFO	:	Epoch 918 | loss: 0.000114772 | val_loss: 0.000128379 | Time: 2527.12 ms
[2020-12-10 14:22:33	                main:574]	:	INFO	:	Epoch 919 | loss: 0.000115988 | val_loss: 0.000136511 | Time: 2533.39 ms
[2020-12-10 14:22:36	                main:574]	:	INFO	:	Epoch 920 | loss: 0.000124175 | val_loss: 0.00013999 | Time: 2565.84 ms
[2020-12-10 14:22:39	                main:574]	:	INFO	:	Epoch 921 | loss: 0.000125054 | val_loss: 0.000133497 | Time: 2586.03 ms
[2020-12-10 14:22:41	                main:574]	:	INFO	:	Epoch 922 | loss: 0.000123797 | val_loss: 0.000150141 | Time: 2564.92 ms
[2020-12-10 14:22:44	                main:574]	:	INFO	:	Epoch 923 | loss: 0.000123579 | val_loss: 0.000131452 | Time: 2550.41 ms
[2020-12-10 14:22:46	                main:574]	:	INFO	:	Epoch 924 | loss: 0.000115874 | val_loss: 0.000130681 | Time: 2539.51 ms
[2020-12-10 14:22:49	                main:574]	:	INFO	:	Epoch 925 | loss: 0.000115263 | val_loss: 0.000132895 | Time: 2526.19 ms
[2020-12-10 14:22:52	                main:574]	:	INFO	:	Epoch 926 | loss: 0.000118857 | val_loss: 0.00013134 | Time: 2525.59 ms
[2020-12-10 14:22:54	                main:574]	:	INFO	:	Epoch 927 | loss: 0.000116981 | val_loss: 0.000145342 | Time: 2549.86 ms
[2020-12-10 14:22:57	                main:574]	:	INFO	:	Epoch 928 | loss: 0.000133943 | val_loss: 0.000137082 | Time: 2564.59 ms
[2020-12-10 14:22:59	                main:574]	:	INFO	:	Epoch 929 | loss: 0.000119286 | val_loss: 0.000131346 | Time: 2623.26 ms
[2020-12-10 14:23:02	                main:574]	:	INFO	:	Epoch 930 | loss: 0.000114563 | val_loss: 0.000128719 | Time: 2529.06 ms
[2020-12-10 14:23:05	                main:574]	:	INFO	:	Epoch 931 | loss: 0.000116767 | val_loss: 0.000131888 | Time: 2595.3 ms
[2020-12-10 14:23:07	                main:574]	:	INFO	:	Epoch 932 | loss: 0.000127327 | val_loss: 0.000158728 | Time: 2574.15 ms
[2020-12-10 14:23:10	                main:574]	:	INFO	:	Epoch 933 | loss: 0.000132084 | val_loss: 0.000135796 | Time: 2515.74 ms
[2020-12-10 14:23:12	                main:574]	:	INFO	:	Epoch 934 | loss: 0.000116257 | val_loss: 0.000129088 | Time: 2578.16 ms
[2020-12-10 14:23:15	                main:574]	:	INFO	:	Epoch 935 | loss: 0.000115697 | val_loss: 0.000129859 | Time: 2515.41 ms
[2020-12-10 14:23:18	                main:574]	:	INFO	:	Epoch 936 | loss: 0.000114421 | val_loss: 0.000133397 | Time: 2619.08 ms
[2020-12-10 14:23:20	                main:574]	:	INFO	:	Epoch 937 | loss: 0.000117695 | val_loss: 0.000129599 | Time: 2520.98 ms
[2020-12-10 14:23:23	                main:574]	:	INFO	:	Epoch 938 | loss: 0.000118335 | val_loss: 0.000145859 | Time: 2510.51 ms
[2020-12-10 14:23:25	                main:574]	:	INFO	:	Epoch 939 | loss: 0.00012437 | val_loss: 0.000136085 | Time: 2548.35 ms
[2020-12-10 14:23:28	                main:574]	:	INFO	:	Epoch 940 | loss: 0.000124724 | val_loss: 0.000139544 | Time: 2603.51 ms
[2020-12-10 14:23:31	                main:574]	:	INFO	:	Epoch 941 | loss: 0.000119383 | val_loss: 0.000130101 | Time: 2622.75 ms
[2020-12-10 14:23:33	                main:574]	:	INFO	:	Epoch 942 | loss: 0.000122182 | val_loss: 0.000167953 | Time: 2575.61 ms
[2020-12-10 14:23:36	                main:574]	:	INFO	:	Epoch 943 | loss: 0.000136649 | val_loss: 0.000138548 | Time: 2523.92 ms
[2020-12-10 14:23:38	                main:574]	:	INFO	:	Epoch 944 | loss: 0.000121654 | val_loss: 0.000132517 | Time: 2575.22 ms
[2020-12-10 14:23:41	                main:574]	:	INFO	:	Epoch 945 | loss: 0.000115349 | val_loss: 0.000129158 | Time: 2518.41 ms
[2020-12-10 14:23:44	                main:574]	:	INFO	:	Epoch 946 | loss: 0.000114074 | val_loss: 0.000129408 | Time: 2519.4 ms
[2020-12-10 14:23:46	                main:574]	:	INFO	:	Epoch 947 | loss: 0.000114635 | val_loss: 0.000127931 | Time: 2541.94 ms
[2020-12-10 14:23:49	                main:574]	:	INFO	:	Epoch 948 | loss: 0.000113422 | val_loss: 0.000130715 | Time: 2488.25 ms
[2020-12-10 14:23:51	                main:574]	:	INFO	:	Epoch 949 | loss: 0.000117611 | val_loss: 0.000139178 | Time: 2536.14 ms
[2020-12-10 14:23:54	                main:574]	:	INFO	:	Epoch 950 | loss: 0.000123029 | val_loss: 0.000136998 | Time: 2604.48 ms
[2020-12-10 14:23:57	                main:574]	:	INFO	:	Epoch 951 | loss: 0.000129445 | val_loss: 0.000145712 | Time: 2596.31 ms
[2020-12-10 14:23:59	                main:574]	:	INFO	:	Epoch 952 | loss: 0.000121812 | val_loss: 0.000138895 | Time: 2524.04 ms
[2020-12-10 14:24:02	                main:574]	:	INFO	:	Epoch 953 | loss: 0.000130706 | val_loss: 0.000139209 | Time: 2570.44 ms
[2020-12-10 14:24:04	                main:574]	:	INFO	:	Epoch 954 | loss: 0.00011899 | val_loss: 0.000134682 | Time: 2465.62 ms
[2020-12-10 14:24:07	                main:574]	:	INFO	:	Epoch 955 | loss: 0.000120567 | val_loss: 0.000133855 | Time: 2558.6 ms
[2020-12-10 14:24:09	                main:574]	:	INFO	:	Epoch 956 | loss: 0.00011766 | val_loss: 0.000132648 | Time: 2548.51 ms
[2020-12-10 14:24:12	                main:574]	:	INFO	:	Epoch 957 | loss: 0.000115455 | val_loss: 0.000130177 | Time: 2553.16 ms
[2020-12-10 14:24:15	                main:574]	:	INFO	:	Epoch 958 | loss: 0.000113873 | val_loss: 0.000129986 | Time: 2528.33 ms
[2020-12-10 14:24:17	                main:574]	:	INFO	:	Epoch 959 | loss: 0.000127801 | val_loss: 0.000140937 | Time: 2559.04 ms
[2020-12-10 14:24:20	                main:574]	:	INFO	:	Epoch 960 | loss: 0.000122275 | val_loss: 0.000133812 | Time: 2574.48 ms
[2020-12-10 14:24:22	                main:574]	:	INFO	:	Epoch 961 | loss: 0.000114825 | val_loss: 0.000134929 | Time: 2583.14 ms
[2020-12-10 14:24:25	                main:574]	:	INFO	:	Epoch 962 | loss: 0.00012716 | val_loss: 0.000142888 | Time: 2520.45 ms
[2020-12-10 14:24:28	                main:574]	:	INFO	:	Epoch 963 | loss: 0.000121046 | val_loss: 0.000138572 | Time: 2612.39 ms
[2020-12-10 14:24:30	                main:574]	:	INFO	:	Epoch 964 | loss: 0.000118925 | val_loss: 0.000131933 | Time: 2587.95 ms
[2020-12-10 14:24:33	                main:574]	:	INFO	:	Epoch 965 | loss: 0.00011775 | val_loss: 0.000129064 | Time: 2523.67 ms
[2020-12-10 14:24:35	                main:574]	:	INFO	:	Epoch 966 | loss: 0.00011497 | val_loss: 0.000130394 | Time: 2606.25 ms
[2020-12-10 14:24:38	                main:574]	:	INFO	:	Epoch 967 | loss: 0.000115196 | val_loss: 0.000137593 | Time: 2599.25 ms
[2020-12-10 14:24:41	                main:574]	:	INFO	:	Epoch 968 | loss: 0.000128475 | val_loss: 0.000141073 | Time: 2479.57 ms
[2020-12-10 14:24:43	                main:574]	:	INFO	:	Epoch 969 | loss: 0.000119103 | val_loss: 0.000133837 | Time: 2627.07 ms
[2020-12-10 14:24:46	                main:574]	:	INFO	:	Epoch 970 | loss: 0.000117732 | val_loss: 0.00012879 | Time: 2549.28 ms
[2020-12-10 14:24:48	                main:574]	:	INFO	:	Epoch 971 | loss: 0.000119584 | val_loss: 0.000130178 | Time: 2543.65 ms
[2020-12-10 14:24:51	                main:574]	:	INFO	:	Epoch 972 | loss: 0.000117582 | val_loss: 0.000134848 | Time: 2495.71 ms
[2020-12-10 14:24:54	                main:574]	:	INFO	:	Epoch 973 | loss: 0.000117789 | val_loss: 0.000130013 | Time: 2667.3 ms
[2020-12-10 14:24:56	                main:574]	:	INFO	:	Epoch 974 | loss: 0.000120516 | val_loss: 0.000142603 | Time: 2541.53 ms
[2020-12-10 14:24:59	                main:574]	:	INFO	:	Epoch 975 | loss: 0.000123373 | val_loss: 0.000135062 | Time: 2534.18 ms
[2020-12-10 14:25:01	                main:574]	:	INFO	:	Epoch 976 | loss: 0.000117316 | val_loss: 0.00012939 | Time: 2551.17 ms
[2020-12-10 14:25:04	                main:574]	:	INFO	:	Epoch 977 | loss: 0.000116125 | val_loss: 0.000128022 | Time: 2524.45 ms
[2020-12-10 14:25:07	                main:574]	:	INFO	:	Epoch 978 | loss: 0.000113215 | val_loss: 0.000131722 | Time: 2540.06 ms
[2020-12-10 14:25:09	                main:574]	:	INFO	:	Epoch 979 | loss: 0.000122501 | val_loss: 0.000142569 | Time: 2528.19 ms
[2020-12-10 14:25:12	                main:574]	:	INFO	:	Epoch 980 | loss: 0.000124068 | val_loss: 0.000140808 | Time: 2563.71 ms
[2020-12-10 14:25:14	                main:574]	:	INFO	:	Epoch 981 | loss: 0.000124186 | val_loss: 0.000141549 | Time: 2540.36 ms
[2020-12-10 14:25:17	                main:574]	:	INFO	:	Epoch 982 | loss: 0.00011858 | val_loss: 0.000135064 | Time: 2547.01 ms
[2020-12-10 14:25:20	                main:574]	:	INFO	:	Epoch 983 | loss: 0.000118548 | val_loss: 0.0001328 | Time: 2514.23 ms
[2020-12-10 14:25:22	                main:574]	:	INFO	:	Epoch 984 | loss: 0.000117804 | val_loss: 0.000130497 | Time: 2499.74 ms
[2020-12-10 14:25:25	                main:574]	:	INFO	:	Epoch 985 | loss: 0.000115008 | val_loss: 0.000129977 | Time: 2617.98 ms
[2020-12-10 14:25:27	                main:574]	:	INFO	:	Epoch 986 | loss: 0.000117349 | val_loss: 0.000131027 | Time: 2551.62 ms
[2020-12-10 14:25:30	                main:574]	:	INFO	:	Epoch 987 | loss: 0.000120404 | val_loss: 0.000146464 | Time: 2511.11 ms
[2020-12-10 14:25:33	                main:574]	:	INFO	:	Epoch 988 | loss: 0.000127206 | val_loss: 0.000133578 | Time: 2575.41 ms
[2020-12-10 14:25:35	                main:574]	:	INFO	:	Epoch 989 | loss: 0.00011666 | val_loss: 0.000131236 | Time: 2561.23 ms
[2020-12-10 14:25:38	                main:574]	:	INFO	:	Epoch 990 | loss: 0.000121095 | val_loss: 0.000131732 | Time: 2491.08 ms
[2020-12-10 14:25:40	                main:574]	:	INFO	:	Epoch 991 | loss: 0.000118618 | val_loss: 0.000145231 | Time: 2607.93 ms
[2020-12-10 14:25:43	                main:574]	:	INFO	:	Epoch 992 | loss: 0.00013665 | val_loss: 0.000139773 | Time: 2671.24 ms
[2020-12-10 14:25:46	                main:574]	:	INFO	:	Epoch 993 | loss: 0.000118871 | val_loss: 0.000130719 | Time: 2546.3 ms
[2020-12-10 14:25:48	                main:574]	:	INFO	:	Epoch 994 | loss: 0.000112811 | val_loss: 0.0001256 | Time: 2562.38 ms
[2020-12-10 14:25:51	                main:574]	:	INFO	:	Epoch 995 | loss: 0.000112522 | val_loss: 0.000126293 | Time: 2508.92 ms
[2020-12-10 14:25:53	                main:574]	:	INFO	:	Epoch 996 | loss: 0.000112269 | val_loss: 0.000129877 | Time: 2501.14 ms
[2020-12-10 14:25:56	                main:574]	:	INFO	:	Epoch 997 | loss: 0.000120956 | val_loss: 0.000136136 | Time: 2616.23 ms
[2020-12-10 14:25:59	                main:574]	:	INFO	:	Epoch 998 | loss: 0.000119928 | val_loss: 0.000132006 | Time: 2658.02 ms
[2020-12-10 14:26:01	                main:574]	:	INFO	:	Epoch 999 | loss: 0.000117554 | val_loss: 0.00013337 | Time: 2533.76 ms
[2020-12-10 14:26:04	                main:574]	:	INFO	:	Epoch 1000 | loss: 0.000115477 | val_loss: 0.000127925 | Time: 2545.61 ms
[2020-12-10 14:26:06	                main:574]	:	INFO	:	Epoch 1001 | loss: 0.000117484 | val_loss: 0.00014613 | Time: 2579.5 ms
[2020-12-10 14:26:09	                main:574]	:	INFO	:	Epoch 1002 | loss: 0.000130364 | val_loss: 0.000132198 | Time: 2561.22 ms
[2020-12-10 14:26:12	                main:574]	:	INFO	:	Epoch 1003 | loss: 0.000119616 | val_loss: 0.000131167 | Time: 2523 ms
[2020-12-10 14:26:14	                main:574]	:	INFO	:	Epoch 1004 | loss: 0.00011415 | val_loss: 0.000130973 | Time: 2554.71 ms
[2020-12-10 14:26:17	                main:574]	:	INFO	:	Epoch 1005 | loss: 0.000115884 | val_loss: 0.000145047 | Time: 2504.79 ms
[2020-12-10 14:26:19	                main:574]	:	INFO	:	Epoch 1006 | loss: 0.000132635 | val_loss: 0.000141113 | Time: 2537.05 ms
[2020-12-10 14:26:22	                main:574]	:	INFO	:	Epoch 1007 | loss: 0.000120316 | val_loss: 0.000132833 | Time: 2607.29 ms
[2020-12-10 14:26:25	                main:574]	:	INFO	:	Epoch 1008 | loss: 0.000118307 | val_loss: 0.000128883 | Time: 2566.56 ms
[2020-12-10 14:26:27	                main:574]	:	INFO	:	Epoch 1009 | loss: 0.000115899 | val_loss: 0.000136389 | Time: 2581.09 ms
[2020-12-10 14:26:30	                main:574]	:	INFO	:	Epoch 1010 | loss: 0.000123431 | val_loss: 0.000140106 | Time: 2538.42 ms
[2020-12-10 14:26:32	                main:574]	:	INFO	:	Epoch 1011 | loss: 0.000119909 | val_loss: 0.000130906 | Time: 2507.72 ms
[2020-12-10 14:26:35	                main:574]	:	INFO	:	Epoch 1012 | loss: 0.000117449 | val_loss: 0.000131788 | Time: 2570.66 ms
[2020-12-10 14:26:38	                main:574]	:	INFO	:	Epoch 1013 | loss: 0.000114763 | val_loss: 0.000128776 | Time: 2629.95 ms
[2020-12-10 14:26:40	                main:574]	:	INFO	:	Epoch 1014 | loss: 0.000124312 | val_loss: 0.000142244 | Time: 2535.73 ms
[2020-12-10 14:26:43	                main:574]	:	INFO	:	Epoch 1015 | loss: 0.000119802 | val_loss: 0.000142509 | Time: 2542.87 ms
[2020-12-10 14:26:45	                main:574]	:	INFO	:	Epoch 1016 | loss: 0.000117925 | val_loss: 0.000130044 | Time: 2492.82 ms
[2020-12-10 14:26:48	                main:574]	:	INFO	:	Epoch 1017 | loss: 0.000114098 | val_loss: 0.0001281 | Time: 2597.16 ms
[2020-12-10 14:26:50	                main:574]	:	INFO	:	Epoch 1018 | loss: 0.000123493 | val_loss: 0.000144757 | Time: 2549.88 ms
[2020-12-10 14:26:53	                main:574]	:	INFO	:	Epoch 1019 | loss: 0.000118242 | val_loss: 0.000130572 | Time: 2573.62 ms
[2020-12-10 14:26:56	                main:574]	:	INFO	:	Epoch 1020 | loss: 0.000113045 | val_loss: 0.000131271 | Time: 2514.36 ms
[2020-12-10 14:26:58	                main:574]	:	INFO	:	Epoch 1021 | loss: 0.000120969 | val_loss: 0.000131007 | Time: 2543.94 ms
[2020-12-10 14:27:01	                main:574]	:	INFO	:	Epoch 1022 | loss: 0.000115176 | val_loss: 0.000130548 | Time: 2631.42 ms
[2020-12-10 14:27:04	                main:574]	:	INFO	:	Epoch 1023 | loss: 0.000119677 | val_loss: 0.000137241 | Time: 2581.06 ms
[2020-12-10 14:27:06	                main:574]	:	INFO	:	Epoch 1024 | loss: 0.000130781 | val_loss: 0.000149029 | Time: 2579.31 ms
[2020-12-10 14:27:06	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000149029
[2020-12-10 14:27:06	                main:603]	:	INFO	:	Saving end state to config to file
[2020-12-10 14:27:06	                main:608]	:	INFO	:	Success, exiting..
14:27:06 (14288): 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)