Task 3359081

Name ParityModified-1605151225-3062-5_1
Workunit 1512694
Created 19 Dec 2020, 10:40:24 UTC
Sent 19 Dec 2020, 10:46:58 UTC
Report deadline 26 Dec 2020, 10:46:58 UTC
Received 20 Dec 2020, 8:39:36 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4426
Run time 2 hours 49 min 31 sec
CPU time 56 min 26 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 1,913.77 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.64 GB
Peak swap size 3.60 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
	INFO	:	Epoch 553 | loss: 0.031137 | val_loss: 0.0311611 | Time: 11554.9 ms
[2020-12-19 22:06:37	                main:574]	:	INFO	:	Epoch 554 | loss: 0.0311376 | val_loss: 0.0311606 | Time: 9871.89 ms
[2020-12-19 22:06:58	                main:574]	:	INFO	:	Epoch 555 | loss: 0.0311385 | val_loss: 0.0311658 | Time: 20822.4 ms
[2020-12-19 22:07:16	                main:574]	:	INFO	:	Epoch 556 | loss: 0.0311391 | val_loss: 0.0311616 | Time: 18233.3 ms
[2020-12-19 22:07:46	                main:574]	:	INFO	:	Epoch 557 | loss: 0.0311384 | val_loss: 0.0311676 | Time: 29576 ms
[2020-12-19 22:08:05	                main:574]	:	INFO	:	Epoch 558 | loss: 0.0311354 | val_loss: 0.0311628 | Time: 19565.6 ms
[2020-12-19 22:08:21	                main:574]	:	INFO	:	Epoch 559 | loss: 0.0311343 | val_loss: 0.0311654 | Time: 14663.8 ms
[2020-12-19 22:08:28	                main:574]	:	INFO	:	Epoch 560 | loss: 0.0311328 | val_loss: 0.0311708 | Time: 6815.07 ms
[2020-12-19 22:08:34	                main:574]	:	INFO	:	Epoch 561 | loss: 0.0311316 | val_loss: 0.0311678 | Time: 6139.19 ms
[2020-12-19 22:08:38	                main:574]	:	INFO	:	Epoch 562 | loss: 0.0311348 | val_loss: 0.0311656 | Time: 4415.82 ms
[2020-12-19 22:08:46	                main:574]	:	INFO	:	Epoch 563 | loss: 0.0311388 | val_loss: 0.0311676 | Time: 7602.23 ms
[2020-12-19 22:08:50	                main:574]	:	INFO	:	Epoch 564 | loss: 0.0311375 | val_loss: 0.0311657 | Time: 4216.42 ms
[2020-12-19 22:08:54	                main:574]	:	INFO	:	Epoch 565 | loss: 0.0311389 | val_loss: 0.0311681 | Time: 4258.48 ms
[2020-12-19 22:08:58	                main:574]	:	INFO	:	Epoch 566 | loss: 0.0311398 | val_loss: 0.0311714 | Time: 3627.2 ms
[2020-12-19 22:09:03	                main:574]	:	INFO	:	Epoch 567 | loss: 0.0311424 | val_loss: 0.0311708 | Time: 4430.31 ms
[2020-12-19 22:09:07	                main:574]	:	INFO	:	Epoch 568 | loss: 0.0311368 | val_loss: 0.0311655 | Time: 4471.35 ms
[2020-12-19 22:09:11	                main:574]	:	INFO	:	Epoch 569 | loss: 0.0311341 | val_loss: 0.0311638 | Time: 3592.72 ms
[2020-12-19 22:09:15	                main:574]	:	INFO	:	Epoch 570 | loss: 0.0311336 | val_loss: 0.0311652 | Time: 4446.07 ms
[2020-12-19 22:09:19	                main:574]	:	INFO	:	Epoch 571 | loss: 0.031137 | val_loss: 0.0311648 | Time: 3576.54 ms
[2020-12-19 22:09:23	                main:574]	:	INFO	:	Epoch 572 | loss: 0.0311352 | val_loss: 0.0311613 | Time: 4553.67 ms
[2020-12-19 22:09:27	                main:574]	:	INFO	:	Epoch 573 | loss: 0.0311354 | val_loss: 0.0311705 | Time: 4026.75 ms
[2020-12-19 22:09:31	                main:574]	:	INFO	:	Epoch 574 | loss: 0.0311361 | val_loss: 0.0311617 | Time: 3733.17 ms
[2020-12-19 22:09:35	                main:574]	:	INFO	:	Epoch 575 | loss: 0.0311353 | val_loss: 0.03116 | Time: 4197.59 ms
[2020-12-19 22:09:39	                main:574]	:	INFO	:	Epoch 576 | loss: 0.0311334 | val_loss: 0.0311625 | Time: 3692.44 ms
[2020-12-19 22:09:43	                main:574]	:	INFO	:	Epoch 577 | loss: 0.0311312 | val_loss: 0.0311594 | Time: 4097.81 ms
[2020-12-19 22:09:47	                main:574]	:	INFO	:	Epoch 578 | loss: 0.0311302 | val_loss: 0.0311602 | Time: 3968.37 ms
[2020-12-19 22:09:51	                main:574]	:	INFO	:	Epoch 579 | loss: 0.0311296 | val_loss: 0.0311638 | Time: 4260.83 ms
[2020-12-19 22:10:05	                main:574]	:	INFO	:	Epoch 580 | loss: 0.0311315 | val_loss: 0.0311593 | Time: 13974.2 ms
[2020-12-19 22:10:38	                main:574]	:	INFO	:	Epoch 581 | loss: 0.0311312 | val_loss: 0.0311665 | Time: 32484.4 ms
[2020-12-19 22:10:52	                main:574]	:	INFO	:	Epoch 582 | loss: 0.0311339 | val_loss: 0.0311704 | Time: 13135.4 ms
[2020-12-19 22:11:04	                main:574]	:	INFO	:	Epoch 583 | loss: 0.031134 | val_loss: 0.0311611 | Time: 12001.8 ms
[2020-12-19 22:11:14	                main:574]	:	INFO	:	Epoch 584 | loss: 0.0311317 | val_loss: 0.0311694 | Time: 10256.8 ms
[2020-12-19 22:11:24	                main:574]	:	INFO	:	Epoch 585 | loss: 0.0311317 | val_loss: 0.0311676 | Time: 10185.1 ms
[2020-12-19 22:11:34	                main:574]	:	INFO	:	Epoch 586 | loss: 0.0311294 | val_loss: 0.0311635 | Time: 9451.42 ms
[2020-12-19 22:11:43	                main:574]	:	INFO	:	Epoch 587 | loss: 0.0311318 | val_loss: 0.0311661 | Time: 7806.81 ms
[2020-12-19 22:11:55	                main:574]	:	INFO	:	Epoch 588 | loss: 0.031131 | val_loss: 0.0311675 | Time: 11801.9 ms
[2020-12-19 22:12:08	                main:574]	:	INFO	:	Epoch 589 | loss: 0.0311344 | val_loss: 0.0311623 | Time: 13825.3 ms
[2020-12-19 22:12:22	                main:574]	:	INFO	:	Epoch 590 | loss: 0.0311318 | val_loss: 0.031164 | Time: 13218.1 ms
[2020-12-19 22:12:44	                main:574]	:	INFO	:	Epoch 591 | loss: 0.0311291 | val_loss: 0.0311611 | Time: 19559.3 ms
[2020-12-19 22:12:57	                main:574]	:	INFO	:	Epoch 592 | loss: 0.0311297 | val_loss: 0.0311705 | Time: 13317.5 ms
[2020-12-19 22:13:13	                main:574]	:	INFO	:	Epoch 593 | loss: 0.0311317 | val_loss: 0.0311712 | Time: 15458.2 ms
[2020-12-19 22:13:24	                main:574]	:	INFO	:	Epoch 594 | loss: 0.0311305 | val_loss: 0.0311687 | Time: 10751.3 ms
[2020-12-19 22:13:35	                main:574]	:	INFO	:	Epoch 595 | loss: 0.031128 | val_loss: 0.0311656 | Time: 11125.4 ms
[2020-12-19 22:13:44	                main:574]	:	INFO	:	Epoch 596 | loss: 0.0311261 | val_loss: 0.0311682 | Time: 8845.62 ms
[2020-12-19 22:13:57	                main:574]	:	INFO	:	Epoch 597 | loss: 0.0311272 | val_loss: 0.0311667 | Time: 13296.4 ms
[2020-12-19 22:14:06	                main:574]	:	INFO	:	Epoch 598 | loss: 0.0311319 | val_loss: 0.0311672 | Time: 8671.53 ms
[2020-12-19 22:14:17	                main:574]	:	INFO	:	Epoch 599 | loss: 0.0311359 | val_loss: 0.0311637 | Time: 11231.8 ms
[2020-12-19 22:14:28	                main:574]	:	INFO	:	Epoch 600 | loss: 0.0311375 | val_loss: 0.0311642 | Time: 10845 ms
[2020-12-19 22:14:39	                main:574]	:	INFO	:	Epoch 601 | loss: 0.0311363 | val_loss: 0.0311624 | Time: 10354.9 ms
[2020-12-19 22:14:56	                main:574]	:	INFO	:	Epoch 602 | loss: 0.0311353 | val_loss: 0.0311641 | Time: 17445.3 ms
[2020-12-19 22:15:15	                main:574]	:	INFO	:	Epoch 603 | loss: 0.0311339 | val_loss: 0.0311669 | Time: 18486 ms
[2020-12-19 22:15:24	                main:574]	:	INFO	:	Epoch 604 | loss: 0.0311359 | val_loss: 0.0311714 | Time: 9688.93 ms
[2020-12-19 22:15:34	                main:574]	:	INFO	:	Epoch 605 | loss: 0.0311353 | val_loss: 0.0311695 | Time: 9853.32 ms
[2020-12-19 22:15:43	                main:574]	:	INFO	:	Epoch 606 | loss: 0.0311342 | val_loss: 0.0311644 | Time: 8450.29 ms
[2020-12-19 22:16:00	                main:574]	:	INFO	:	Epoch 607 | loss: 0.0311349 | val_loss: 0.0311665 | Time: 17466.6 ms
[2020-12-19 22:16:07	                main:574]	:	INFO	:	Epoch 608 | loss: 0.031137 | val_loss: 0.0311712 | Time: 6396.68 ms
[2020-12-19 22:16:28	                main:574]	:	INFO	:	Epoch 609 | loss: 0.0311341 | val_loss: 0.0311725 | Time: 21002.2 ms
[2020-12-19 22:17:28	                main:574]	:	INFO	:	Epoch 610 | loss: 0.0311346 | val_loss: 0.0311663 | Time: 60377.9 ms
[2020-12-19 22:17:37	                main:574]	:	INFO	:	Epoch 611 | loss: 0.0311325 | val_loss: 0.031164 | Time: 8253.31 ms
[2020-12-19 22:17:52	                main:574]	:	INFO	:	Epoch 612 | loss: 0.0311292 | val_loss: 0.0311647 | Time: 14781.5 ms
[2020-12-19 22:18:16	                main:574]	:	INFO	:	Epoch 613 | loss: 0.0311294 | val_loss: 0.031167 | Time: 23465.8 ms
[2020-12-19 22:18:38	                main:574]	:	INFO	:	Epoch 614 | loss: 0.0311299 | val_loss: 0.0311662 | Time: 21077.4 ms
[2020-12-19 22:19:00	                main:574]	:	INFO	:	Epoch 615 | loss: 0.031129 | val_loss: 0.0311631 | Time: 22094.8 ms
[2020-12-19 22:19:20	                main:574]	:	INFO	:	Epoch 616 | loss: 0.0311309 | val_loss: 0.0311651 | Time: 19399.2 ms
[2020-12-19 22:19:34	                main:574]	:	INFO	:	Epoch 617 | loss: 0.0311284 | val_loss: 0.0311703 | Time: 11994 ms
[2020-12-19 22:19:44	                main:574]	:	INFO	:	Epoch 618 | loss: 0.0311295 | val_loss: 0.0311639 | Time: 8538.67 ms
[2020-12-19 22:19:50	                main:574]	:	INFO	:	Epoch 619 | loss: 0.031139 | val_loss: 0.0311652 | Time: 6111.28 ms
[2020-12-19 22:19:57	                main:574]	:	INFO	:	Epoch 620 | loss: 0.0311445 | val_loss: 0.0311617 | Time: 5958.07 ms
[2020-12-19 22:20:03	                main:574]	:	INFO	:	Epoch 621 | loss: 0.0311439 | val_loss: 0.0311623 | Time: 6097.28 ms
[2020-12-19 22:20:09	                main:574]	:	INFO	:	Epoch 622 | loss: 0.03115 | val_loss: 0.0311657 | Time: 5971.87 ms
[2020-12-19 22:20:18	                main:574]	:	INFO	:	Epoch 623 | loss: 0.0311451 | val_loss: 0.0311603 | Time: 7846.19 ms
[2020-12-19 22:20:25	                main:574]	:	INFO	:	Epoch 624 | loss: 0.0311397 | val_loss: 0.0311568 | Time: 7550.96 ms
[2020-12-19 22:20:31	                main:574]	:	INFO	:	Epoch 625 | loss: 0.0311352 | val_loss: 0.0311551 | Time: 5418.7 ms
[2020-12-19 22:20:49	                main:574]	:	INFO	:	Epoch 626 | loss: 0.0311356 | val_loss: 0.03116 | Time: 17443.5 ms
[2020-12-19 22:20:58	                main:574]	:	INFO	:	Epoch 627 | loss: 0.0311356 | val_loss: 0.0311578 | Time: 9517.17 ms
[2020-12-19 22:21:13	                main:574]	:	INFO	:	Epoch 628 | loss: 0.0311415 | val_loss: 0.0311631 | Time: 14414.6 ms
[2020-12-19 22:21:36	                main:574]	:	INFO	:	Epoch 629 | loss: 0.0311418 | val_loss: 0.031165 | Time: 22046.6 ms
[2020-12-19 22:21:56	                main:574]	:	INFO	:	Epoch 630 | loss: 0.0311399 | val_loss: 0.0311654 | Time: 19937.7 ms
[2020-12-19 22:22:09	                main:574]	:	INFO	:	Epoch 631 | loss: 0.0311366 | val_loss: 0.0311593 | Time: 11744.2 ms
[2020-12-19 22:22:36	                main:574]	:	INFO	:	Epoch 632 | loss: 0.0311362 | val_loss: 0.0311617 | Time: 27354.9 ms
[2020-12-19 22:22:44	                main:574]	:	INFO	:	Epoch 633 | loss: 0.0311342 | val_loss: 0.0311587 | Time: 5394.58 ms
[2020-12-19 22:22:49	                main:574]	:	INFO	:	Epoch 634 | loss: 0.0311337 | val_loss: 0.0311598 | Time: 5022.48 ms
[2020-12-19 22:22:55	                main:574]	:	INFO	:	Epoch 635 | loss: 0.0311325 | val_loss: 0.0311565 | Time: 6613.19 ms
[2020-12-19 22:23:07	                main:574]	:	INFO	:	Epoch 636 | loss: 0.0311321 | val_loss: 0.0311593 | Time: 11244.9 ms
[2020-12-19 22:23:15	                main:574]	:	INFO	:	Epoch 637 | loss: 0.0311321 | val_loss: 0.0311606 | Time: 7863.35 ms
[2020-12-19 22:23:22	                main:574]	:	INFO	:	Epoch 638 | loss: 0.0311324 | val_loss: 0.0311617 | Time: 6455.47 ms
[2020-12-19 22:23:27	                main:574]	:	INFO	:	Epoch 639 | loss: 0.0311332 | val_loss: 0.031164 | Time: 5264.84 ms
[2020-12-19 22:23:32	                main:574]	:	INFO	:	Epoch 640 | loss: 0.0311337 | val_loss: 0.0311602 | Time: 4625.2 ms
[2020-12-19 22:23:37	                main:574]	:	INFO	:	Epoch 641 | loss: 0.0311314 | val_loss: 0.0311644 | Time: 5189.83 ms
[2020-12-19 22:23:44	                main:574]	:	INFO	:	Epoch 642 | loss: 0.0311293 | val_loss: 0.0311597 | Time: 6362.29 ms
[2020-12-19 22:23:51	                main:574]	:	INFO	:	Epoch 643 | loss: 0.0311315 | val_loss: 0.0311598 | Time: 6115.02 ms
[2020-12-19 22:23:56	                main:574]	:	INFO	:	Epoch 644 | loss: 0.0311324 | val_loss: 0.0311612 | Time: 4969.34 ms
[2020-12-19 22:24:05	                main:574]	:	INFO	:	Epoch 645 | loss: 0.0311323 | val_loss: 0.0311653 | Time: 9229.99 ms
[2020-12-19 22:24:10	                main:574]	:	INFO	:	Epoch 646 | loss: 0.0311339 | val_loss: 0.0311609 | Time: 4654.1 ms
[2020-12-19 22:24:15	                main:574]	:	INFO	:	Epoch 647 | loss: 0.03113 | val_loss: 0.031164 | Time: 5299.4 ms
[2020-12-19 22:24:19	                main:574]	:	INFO	:	Epoch 648 | loss: 0.0311303 | val_loss: 0.0311615 | Time: 4010.72 ms
[2020-12-19 22:24:23	                main:574]	:	INFO	:	Epoch 649 | loss: 0.0311318 | val_loss: 0.0311619 | Time: 4473.19 ms
[2020-12-19 22:24:28	                main:574]	:	INFO	:	Epoch 650 | loss: 0.0311283 | val_loss: 0.0311593 | Time: 4314.71 ms
[2020-12-19 22:24:32	                main:574]	:	INFO	:	Epoch 651 | loss: 0.0311304 | val_loss: 0.0311633 | Time: 4386.61 ms
[2020-12-19 22:24:36	                main:574]	:	INFO	:	Epoch 652 | loss: 0.0311267 | val_loss: 0.0311603 | Time: 4211.53 ms
[2020-12-19 22:24:40	                main:574]	:	INFO	:	Epoch 653 | loss: 0.0311264 | val_loss: 0.0311634 | Time: 3821.33 ms
[2020-12-19 22:24:45	                main:574]	:	INFO	:	Epoch 654 | loss: 0.0311278 | val_loss: 0.0311621 | Time: 4407.38 ms
[2020-12-19 22:24:48	                main:574]	:	INFO	:	Epoch 655 | loss: 0.0311278 | val_loss: 0.03116 | Time: 3753.61 ms
[2020-12-19 22:24:52	                main:574]	:	INFO	:	Epoch 656 | loss: 0.0311274 | val_loss: 0.0311622 | Time: 3919.41 ms
[2020-12-19 22:24:57	                main:574]	:	INFO	:	Epoch 657 | loss: 0.0311298 | val_loss: 0.0311583 | Time: 4333.9 ms
[2020-12-19 22:25:00	                main:574]	:	INFO	:	Epoch 658 | loss: 0.0311275 | val_loss: 0.0311621 | Time: 3731.31 ms
[2020-12-19 22:25:05	                main:574]	:	INFO	:	Epoch 659 | loss: 0.0311272 | val_loss: 0.0311605 | Time: 4626.19 ms
[2020-12-19 22:25:09	                main:574]	:	INFO	:	Epoch 660 | loss: 0.0311297 | val_loss: 0.031168 | Time: 3653.34 ms
[2020-12-19 22:25:13	                main:574]	:	INFO	:	Epoch 661 | loss: 0.0311301 | val_loss: 0.0311601 | Time: 3923.35 ms
[2020-12-19 22:25:17	                main:574]	:	INFO	:	Epoch 662 | loss: 0.0311328 | val_loss: 0.0311578 | Time: 4548.65 ms
[2020-12-19 22:25:21	                main:574]	:	INFO	:	Epoch 663 | loss: 0.0311311 | val_loss: 0.031159 | Time: 3395.85 ms
[2020-12-19 22:25:25	                main:574]	:	INFO	:	Epoch 664 | loss: 0.0311295 | val_loss: 0.0311558 | Time: 3872.52 ms
[2020-12-19 22:25:28	                main:574]	:	INFO	:	Epoch 665 | loss: 0.0311274 | val_loss: 0.0311633 | Time: 3687.51 ms
[2020-12-19 22:25:32	                main:574]	:	INFO	:	Epoch 666 | loss: 0.0311302 | val_loss: 0.0311589 | Time: 3550.63 ms
[2020-12-19 22:25:37	                main:574]	:	INFO	:	Epoch 667 | loss: 0.0311304 | val_loss: 0.0311569 | Time: 5234.57 ms
[2020-12-19 22:25:41	                main:574]	:	INFO	:	Epoch 668 | loss: 0.0311321 | val_loss: 0.0311583 | Time: 3354.6 ms
[2020-12-19 22:25:45	                main:574]	:	INFO	:	Epoch 669 | loss: 0.0311286 | val_loss: 0.0311547 | Time: 4098.68 ms
[2020-12-19 22:25:49	                main:574]	:	INFO	:	Epoch 670 | loss: 0.0311278 | val_loss: 0.0311628 | Time: 4084.22 ms
[2020-12-19 22:25:52	                main:574]	:	INFO	:	Epoch 671 | loss: 0.0311258 | val_loss: 0.031165 | Time: 3690.37 ms
[2020-12-19 22:25:59	                main:574]	:	INFO	:	Epoch 672 | loss: 0.0311253 | val_loss: 0.03116 | Time: 6034.88 ms
[2020-12-19 22:26:03	                main:574]	:	INFO	:	Epoch 673 | loss: 0.0311254 | val_loss: 0.0311572 | Time: 4317.65 ms
[2020-12-19 22:26:08	                main:574]	:	INFO	:	Epoch 674 | loss: 0.0311246 | val_loss: 0.0311607 | Time: 4665.16 ms
[2020-12-19 22:26:12	                main:574]	:	INFO	:	Epoch 675 | loss: 0.0311266 | val_loss: 0.0311628 | Time: 4388.51 ms
[2020-12-19 22:26:17	                main:574]	:	INFO	:	Epoch 676 | loss: 0.0311342 | val_loss: 0.0311635 | Time: 4581.94 ms
[2020-12-19 22:26:21	                main:574]	:	INFO	:	Epoch 677 | loss: 0.0311349 | val_loss: 0.0311598 | Time: 4344.98 ms
[2020-12-19 22:26:26	                main:574]	:	INFO	:	Epoch 678 | loss: 0.0311337 | val_loss: 0.0311656 | Time: 4347.56 ms
[2020-12-19 22:26:31	                main:574]	:	INFO	:	Epoch 679 | loss: 0.0311321 | val_loss: 0.031161 | Time: 3651.53 ms
[2020-12-19 22:26:35	                main:574]	:	INFO	:	Epoch 680 | loss: 0.0311287 | val_loss: 0.0311605 | Time: 4178.17 ms
[2020-12-19 22:26:39	                main:574]	:	INFO	:	Epoch 681 | loss: 0.0311274 | val_loss: 0.0311568 | Time: 4129.23 ms
[2020-12-19 22:26:43	                main:574]	:	INFO	:	Epoch 682 | loss: 0.0311276 | val_loss: 0.0311551 | Time: 3995.54 ms
[2020-12-19 22:26:48	                main:574]	:	INFO	:	Epoch 683 | loss: 0.0311289 | val_loss: 0.0311616 | Time: 4401.24 ms
[2020-12-19 22:26:51	                main:574]	:	INFO	:	Epoch 684 | loss: 0.0311298 | val_loss: 0.0311572 | Time: 3565.27 ms
[2020-12-19 22:26:56	                main:574]	:	INFO	:	Epoch 685 | loss: 0.0311273 | val_loss: 0.0311603 | Time: 4477.62 ms
[2020-12-19 22:26:59	                main:574]	:	INFO	:	Epoch 686 | loss: 0.0311275 | val_loss: 0.0311605 | Time: 3460.15 ms
[2020-12-19 22:27:04	                main:574]	:	INFO	:	Epoch 687 | loss: 0.0311298 | val_loss: 0.0311614 | Time: 4689.96 ms
[2020-12-19 22:27:08	                main:574]	:	INFO	:	Epoch 688 | loss: 0.0311265 | val_loss: 0.0311652 | Time: 3757.87 ms
[2020-12-19 22:27:11	                main:574]	:	INFO	:	Epoch 689 | loss: 0.0311262 | val_loss: 0.0311688 | Time: 3609.11 ms
[2020-12-19 22:27:16	                main:574]	:	INFO	:	Epoch 690 | loss: 0.0311267 | val_loss: 0.031168 | Time: 4436.89 ms
[2020-12-19 22:27:19	                main:574]	:	INFO	:	Epoch 691 | loss: 0.0311244 | val_loss: 0.0311604 | Time: 3526.49 ms
[2020-12-19 22:27:23	                main:574]	:	INFO	:	Epoch 692 | loss: 0.0311252 | val_loss: 0.0311696 | Time: 3958.61 ms
[2020-12-19 22:27:28	                main:574]	:	INFO	:	Epoch 693 | loss: 0.0311264 | val_loss: 0.0311677 | Time: 4567.14 ms
[2020-12-19 22:27:32	                main:574]	:	INFO	:	Epoch 694 | loss: 0.0311278 | val_loss: 0.0311656 | Time: 4485.57 ms
[2020-12-19 22:27:36	                main:574]	:	INFO	:	Epoch 695 | loss: 0.0311262 | val_loss: 0.0311683 | Time: 4043.33 ms
[2020-12-19 22:27:40	                main:574]	:	INFO	:	Epoch 696 | loss: 0.0311232 | val_loss: 0.0311649 | Time: 3675.11 ms
[2020-12-19 22:27:44	                main:574]	:	INFO	:	Epoch 697 | loss: 0.0311223 | val_loss: 0.0311593 | Time: 3751.03 ms
[2020-12-19 22:27:48	                main:574]	:	INFO	:	Epoch 698 | loss: 0.0311248 | val_loss: 0.0311652 | Time: 3827.14 ms
[2020-12-19 22:27:51	                main:574]	:	INFO	:	Epoch 699 | loss: 0.0311261 | val_loss: 0.0311659 | Time: 3650.57 ms
[2020-12-19 22:27:55	                main:574]	:	INFO	:	Epoch 700 | loss: 0.0311275 | val_loss: 0.0311591 | Time: 3818.75 ms
[2020-12-19 22:27:59	                main:574]	:	INFO	:	Epoch 701 | loss: 0.0311274 | val_loss: 0.0311606 | Time: 3641.16 ms
[2020-12-19 22:28:03	                main:574]	:	INFO	:	Epoch 702 | loss: 0.0311289 | val_loss: 0.0311577 | Time: 4079.71 ms
[2020-12-19 22:28:08	                main:574]	:	INFO	:	Epoch 703 | loss: 0.031127 | val_loss: 0.0311656 | Time: 4814.85 ms
[2020-12-19 22:28:14	                main:574]	:	INFO	:	Epoch 704 | loss: 0.031127 | val_loss: 0.0311573 | Time: 5699.3 ms
[2020-12-19 22:28:18	                main:574]	:	INFO	:	Epoch 705 | loss: 0.0311283 | val_loss: 0.0311617 | Time: 4048.07 ms
[2020-12-19 22:28:22	                main:574]	:	INFO	:	Epoch 706 | loss: 0.0311282 | val_loss: 0.0311587 | Time: 3770.06 ms
[2020-12-19 22:28:26	                main:574]	:	INFO	:	Epoch 707 | loss: 0.0311274 | val_loss: 0.0311578 | Time: 3980.25 ms
[2020-12-19 22:28:29	                main:574]	:	INFO	:	Epoch 708 | loss: 0.0311258 | val_loss: 0.0311589 | Time: 3488.61 ms
[2020-12-19 22:28:33	                main:574]	:	INFO	:	Epoch 709 | loss: 0.0311283 | val_loss: 0.0311594 | Time: 3611.3 ms
[2020-12-19 22:28:37	                main:574]	:	INFO	:	Epoch 710 | loss: 0.031129 | val_loss: 0.0311569 | Time: 3754.83 ms
[2020-12-19 22:28:40	                main:574]	:	INFO	:	Epoch 711 | loss: 0.031131 | val_loss: 0.0311623 | Time: 3458.31 ms
[2020-12-19 22:28:44	                main:574]	:	INFO	:	Epoch 712 | loss: 0.0311302 | val_loss: 0.0311633 | Time: 4056.7 ms
[2020-12-19 22:28:48	                main:574]	:	INFO	:	Epoch 713 | loss: 0.0311338 | val_loss: 0.031158 | Time: 4054.4 ms
[2020-12-19 22:28:53	                main:574]	:	INFO	:	Epoch 714 | loss: 0.0311325 | val_loss: 0.0311709 | Time: 4657.44 ms
[2020-12-19 22:28:57	                main:574]	:	INFO	:	Epoch 715 | loss: 0.0311288 | val_loss: 0.0311572 | Time: 3866.04 ms
[2020-12-19 22:29:01	                main:574]	:	INFO	:	Epoch 716 | loss: 0.0311291 | val_loss: 0.0311568 | Time: 3842.94 ms
[2020-12-19 22:29:05	                main:574]	:	INFO	:	Epoch 717 | loss: 0.0311336 | val_loss: 0.0311614 | Time: 4492.27 ms
[2020-12-19 22:29:09	                main:574]	:	INFO	:	Epoch 718 | loss: 0.0311288 | val_loss: 0.0311627 | Time: 3803.22 ms
[2020-12-19 22:29:13	                main:574]	:	INFO	:	Epoch 719 | loss: 0.0311256 | val_loss: 0.0311564 | Time: 3704.13 ms
[2020-12-19 22:29:17	                main:574]	:	INFO	:	Epoch 720 | loss: 0.031126 | val_loss: 0.0311545 | Time: 3949.57 ms
[2020-12-19 22:29:20	                main:574]	:	INFO	:	Epoch 721 | loss: 0.0311249 | val_loss: 0.0311559 | Time: 3663.07 ms
[2020-12-19 22:29:25	                main:574]	:	INFO	:	Epoch 722 | loss: 0.031125 | val_loss: 0.0311654 | Time: 4220.46 ms
[2020-12-19 22:29:29	                main:574]	:	INFO	:	Epoch 723 | loss: 0.0311244 | val_loss: 0.0311576 | Time: 4019.85 ms
[2020-12-19 22:29:32	                main:574]	:	INFO	:	Epoch 724 | loss: 0.0311254 | val_loss: 0.0311627 | Time: 3467.63 ms
[2020-12-19 22:29:36	                main:574]	:	INFO	:	Epoch 725 | loss: 0.0311234 | val_loss: 0.0311576 | Time: 3999.54 ms
[2020-12-19 22:29:40	                main:574]	:	INFO	:	Epoch 726 | loss: 0.0311254 | val_loss: 0.0311573 | Time: 3368.44 ms
[2020-12-19 22:29:45	                main:574]	:	INFO	:	Epoch 727 | loss: 0.0311256 | val_loss: 0.0311618 | Time: 5534.14 ms
[2020-12-19 22:29:49	                main:574]	:	INFO	:	Epoch 728 | loss: 0.0311274 | val_loss: 0.0311548 | Time: 4089.9 ms
[2020-12-19 22:29:54	                main:574]	:	INFO	:	Epoch 729 | loss: 0.0311289 | val_loss: 0.0311585 | Time: 4951.7 ms
[2020-12-19 22:30:00	                main:574]	:	INFO	:	Epoch 730 | loss: 0.0311263 | val_loss: 0.031155 | Time: 5770.85 ms
[2020-12-19 22:30:08	                main:574]	:	INFO	:	Epoch 731 | loss: 0.0311258 | val_loss: 0.0311574 | Time: 6804.28 ms
[2020-12-19 22:30:12	                main:574]	:	INFO	:	Epoch 732 | loss: 0.0311475 | val_loss: 0.0311736 | Time: 4894.71 ms
[2020-12-19 22:30:18	                main:574]	:	INFO	:	Epoch 733 | loss: 0.0311641 | val_loss: 0.0311697 | Time: 5531.44 ms
[2020-12-19 22:30:24	                main:574]	:	INFO	:	Epoch 734 | loss: 0.0311617 | val_loss: 0.0311675 | Time: 6085.24 ms
[2020-12-19 22:30:28	                main:574]	:	INFO	:	Epoch 735 | loss: 0.0311599 | val_loss: 0.0311688 | Time: 4281.51 ms
[2020-12-19 22:30:33	                main:574]	:	INFO	:	Epoch 736 | loss: 0.0311581 | val_loss: 0.0311679 | Time: 4745.72 ms
[2020-12-19 22:30:40	                main:574]	:	INFO	:	Epoch 737 | loss: 0.0311568 | val_loss: 0.0311679 | Time: 6676.53 ms
[2020-12-19 22:30:45	                main:574]	:	INFO	:	Epoch 738 | loss: 0.0311555 | val_loss: 0.0311671 | Time: 4912.73 ms
[2020-12-19 22:30:52	                main:574]	:	INFO	:	Epoch 739 | loss: 0.0311541 | val_loss: 0.0311675 | Time: 6906.6 ms
[2020-12-19 22:30:57	                main:574]	:	INFO	:	Epoch 740 | loss: 0.0311522 | val_loss: 0.0311647 | Time: 5091.95 ms
[2020-12-19 22:31:03	                main:574]	:	INFO	:	Epoch 741 | loss: 0.03115 | val_loss: 0.0311671 | Time: 5808.24 ms
[2020-12-19 22:31:08	                main:574]	:	INFO	:	Epoch 742 | loss: 0.0311501 | val_loss: 0.0311671 | Time: 4642.46 ms
[2020-12-19 22:31:12	                main:574]	:	INFO	:	Epoch 743 | loss: 0.0311491 | val_loss: 0.0311647 | Time: 3915.7 ms
[2020-12-19 22:31:18	                main:574]	:	INFO	:	Epoch 744 | loss: 0.0311482 | val_loss: 0.0311702 | Time: 6819.23 ms
[2020-12-19 22:31:29	                main:574]	:	INFO	:	Epoch 745 | loss: 0.0311484 | val_loss: 0.0311693 | Time: 10457.4 ms
[2020-12-19 22:31:37	                main:574]	:	INFO	:	Epoch 746 | loss: 0.0311508 | val_loss: 0.0311686 | Time: 7535.95 ms
[2020-12-19 22:31:48	                main:574]	:	INFO	:	Epoch 747 | loss: 0.0311517 | val_loss: 0.0311719 | Time: 10953 ms
[2020-12-19 22:32:07	                main:574]	:	INFO	:	Epoch 748 | loss: 0.0311495 | val_loss: 0.031168 | Time: 18900.2 ms
[2020-12-19 22:32:23	                main:574]	:	INFO	:	Epoch 749 | loss: 0.0311473 | val_loss: 0.0311759 | Time: 14171.3 ms
[2020-12-19 22:32:31	                main:574]	:	INFO	:	Epoch 750 | loss: 0.031147 | val_loss: 0.0311704 | Time: 7269.91 ms
[2020-12-19 22:32:38	                main:574]	:	INFO	:	Epoch 751 | loss: 0.0311454 | val_loss: 0.0311758 | Time: 7678.76 ms
[2020-12-19 22:32:43	                main:574]	:	INFO	:	Epoch 752 | loss: 0.0311447 | val_loss: 0.0311709 | Time: 4501.24 ms
[2020-12-19 22:32:51	                main:574]	:	INFO	:	Epoch 753 | loss: 0.0311446 | val_loss: 0.0311687 | Time: 7915.76 ms
[2020-12-19 22:32:55	                main:574]	:	INFO	:	Epoch 754 | loss: 0.0311453 | val_loss: 0.03117 | Time: 3899.37 ms
[2020-12-19 22:32:59	                main:574]	:	INFO	:	Epoch 755 | loss: 0.0311436 | val_loss: 0.0311703 | Time: 3746.46 ms
[2020-12-19 22:33:03	                main:574]	:	INFO	:	Epoch 756 | loss: 0.0311448 | val_loss: 0.0311718 | Time: 3605 ms
[2020-12-19 22:33:07	                main:574]	:	INFO	:	Epoch 757 | loss: 0.031145 | val_loss: 0.0311754 | Time: 3896.84 ms
[2020-12-19 22:33:10	                main:574]	:	INFO	:	Epoch 758 | loss: 0.0311459 | val_loss: 0.0311747 | Time: 3125.97 ms
[2020-12-19 22:33:14	                main:574]	:	INFO	:	Epoch 759 | loss: 0.0311463 | val_loss: 0.0311724 | Time: 4077.6 ms
[2020-12-19 22:33:21	                main:574]	:	INFO	:	Epoch 760 | loss: 0.0311435 | val_loss: 0.0311764 | Time: 6941.4 ms
[2020-12-19 22:33:25	                main:574]	:	INFO	:	Epoch 761 | loss: 0.0311461 | val_loss: 0.0311783 | Time: 3857.08 ms
[2020-12-19 22:33:29	                main:574]	:	INFO	:	Epoch 762 | loss: 0.0311472 | val_loss: 0.0311676 | Time: 4700.09 ms
[2020-12-19 22:33:34	                main:574]	:	INFO	:	Epoch 763 | loss: 0.0311414 | val_loss: 0.0311675 | Time: 4244.61 ms
[2020-12-19 22:33:39	                main:574]	:	INFO	:	Epoch 764 | loss: 0.0311406 | val_loss: 0.0311691 | Time: 5478.15 ms
[2020-12-19 22:33:43	                main:574]	:	INFO	:	Epoch 765 | loss: 0.0311361 | val_loss: 0.0311681 | Time: 3490.56 ms
[2020-12-19 22:33:50	                main:574]	:	INFO	:	Epoch 766 | loss: 0.0311353 | val_loss: 0.0311646 | Time: 7005.07 ms
[2020-12-19 22:33:55	                main:574]	:	INFO	:	Epoch 767 | loss: 0.0311378 | val_loss: 0.0311686 | Time: 5354.19 ms
[2020-12-19 22:34:00	                main:574]	:	INFO	:	Epoch 768 | loss: 0.0311367 | val_loss: 0.0311675 | Time: 5091.45 ms
[2020-12-19 22:34:06	                main:574]	:	INFO	:	Epoch 769 | loss: 0.0311346 | val_loss: 0.0311668 | Time: 5265.71 ms
[2020-12-19 22:34:10	                main:574]	:	INFO	:	Epoch 770 | loss: 0.0311345 | val_loss: 0.031168 | Time: 3891.6 ms
[2020-12-19 22:34:14	                main:574]	:	INFO	:	Epoch 771 | loss: 0.0311353 | val_loss: 0.0311668 | Time: 4102.52 ms
[2020-12-19 22:34:18	                main:574]	:	INFO	:	Epoch 772 | loss: 0.0311976 | val_loss: 0.0312248 | Time: 4218.75 ms
[2020-12-19 22:34:22	                main:574]	:	INFO	:	Epoch 773 | loss: 0.032543 | val_loss: 0.0338062 | Time: 3874.65 ms
[2020-12-19 22:34:26	                main:574]	:	INFO	:	Epoch 774 | loss: 0.0341594 | val_loss: 0.087542 | Time: 4087.38 ms
[2020-12-19 22:34:30	                main:574]	:	INFO	:	Epoch 775 | loss: 0.0425116 | val_loss: 0.0439923 | Time: 3649.61 ms
[2020-12-19 22:34:33	                main:574]	:	INFO	:	Epoch 776 | loss: 0.0409583 | val_loss: 0.0333931 | Time: 3677.37 ms
[2020-12-19 22:34:37	                main:574]	:	INFO	:	Epoch 777 | loss: 0.0320713 | val_loss: 0.0315794 | Time: 3815.95 ms
[2020-12-19 22:34:40	                main:574]	:	INFO	:	Epoch 778 | loss: 0.0313733 | val_loss: 0.0312981 | Time: 3315.09 ms
[2020-12-19 22:34:45	                main:574]	:	INFO	:	Epoch 779 | loss: 0.0312723 | val_loss: 0.0312594 | Time: 4078.71 ms
[2020-12-19 22:34:48	                main:574]	:	INFO	:	Epoch 780 | loss: 0.031252 | val_loss: 0.0312496 | Time: 3873.35 ms
[2020-12-19 22:34:52	                main:574]	:	INFO	:	Epoch 781 | loss: 0.0312469 | val_loss: 0.0312438 | Time: 3677.65 ms
[2020-12-19 22:34:56	                main:574]	:	INFO	:	Epoch 782 | loss: 0.0312441 | val_loss: 0.0312427 | Time: 4296.01 ms
[2020-12-19 22:35:01	                main:574]	:	INFO	:	Epoch 783 | loss: 0.0312422 | val_loss: 0.0312412 | Time: 4745.66 ms
[2020-12-19 22:35:05	                main:574]	:	INFO	:	Epoch 784 | loss: 0.0312409 | val_loss: 0.0312398 | Time: 4099.52 ms
[2020-12-19 22:35:09	                main:574]	:	INFO	:	Epoch 785 | loss: 0.0312394 | val_loss: 0.0312381 | Time: 3889.79 ms
[2020-12-19 22:35:13	                main:574]	:	INFO	:	Epoch 786 | loss: 0.0312379 | val_loss: 0.0312365 | Time: 3529.64 ms
[2020-12-19 22:35:17	                main:574]	:	INFO	:	Epoch 787 | loss: 0.0312362 | val_loss: 0.0312348 | Time: 4355.04 ms
[2020-12-19 22:35:21	                main:574]	:	INFO	:	Epoch 788 | loss: 0.031235 | val_loss: 0.0312337 | Time: 3847.67 ms
[2020-12-19 22:35:25	                main:574]	:	INFO	:	Epoch 789 | loss: 0.0312343 | val_loss: 0.0312329 | Time: 4269.37 ms
[2020-12-19 22:35:29	                main:574]	:	INFO	:	Epoch 790 | loss: 0.0312328 | val_loss: 0.0312312 | Time: 4017.8 ms
[2020-12-19 22:35:33	                main:574]	:	INFO	:	Epoch 791 | loss: 0.031231 | val_loss: 0.0312302 | Time: 3896.46 ms
[2020-12-19 22:35:39	                main:574]	:	INFO	:	Epoch 792 | loss: 0.0312299 | val_loss: 0.0312288 | Time: 5817.08 ms
[2020-12-19 22:35:44	                main:574]	:	INFO	:	Epoch 793 | loss: 0.0312285 | val_loss: 0.0312285 | Time: 4292.93 ms
[2020-12-19 22:35:47	                main:574]	:	INFO	:	Epoch 794 | loss: 0.0312275 | val_loss: 0.0312255 | Time: 3910.06 ms
[2020-12-19 22:35:52	                main:574]	:	INFO	:	Epoch 795 | loss: 0.0312263 | val_loss: 0.0312251 | Time: 4483.4 ms
[2020-12-19 22:35:57	                main:574]	:	INFO	:	Epoch 796 | loss: 0.0312253 | val_loss: 0.0312244 | Time: 4970.44 ms
[2020-12-19 22:36:02	                main:574]	:	INFO	:	Epoch 797 | loss: 0.0312247 | val_loss: 0.0312235 | Time: 4909.11 ms
[2020-12-19 22:36:07	                main:574]	:	INFO	:	Epoch 798 | loss: 0.0312232 | val_loss: 0.0312207 | Time: 4632.38 ms
[2020-12-19 22:36:11	                main:574]	:	INFO	:	Epoch 799 | loss: 0.0312215 | val_loss: 0.0312197 | Time: 4144.07 ms
[2020-12-19 22:36:15	                main:574]	:	INFO	:	Epoch 800 | loss: 0.0312208 | val_loss: 0.031219 | Time: 4499.21 ms
[2020-12-19 22:36:19	                main:574]	:	INFO	:	Epoch 801 | loss: 0.0312197 | val_loss: 0.0312205 | Time: 4202.36 ms
[2020-12-19 22:36:23	                main:574]	:	INFO	:	Epoch 802 | loss: 0.0312192 | val_loss: 0.0312175 | Time: 3882.18 ms
[2020-12-19 22:36:28	                main:574]	:	INFO	:	Epoch 803 | loss: 0.0312179 | val_loss: 0.0312171 | Time: 4493.26 ms
[2020-12-19 22:36:32	                main:574]	:	INFO	:	Epoch 804 | loss: 0.0312171 | val_loss: 0.031217 | Time: 4164.59 ms
[2020-12-19 22:36:37	                main:574]	:	INFO	:	Epoch 805 | loss: 0.0312164 | val_loss: 0.0312151 | Time: 4697.6 ms
[2020-12-19 22:36:41	                main:574]	:	INFO	:	Epoch 806 | loss: 0.0312165 | val_loss: 0.0312179 | Time: 4132.76 ms
[2020-12-19 22:36:46	                main:574]	:	INFO	:	Epoch 807 | loss: 0.0312168 | val_loss: 0.0312132 | Time: 4881.94 ms
[2020-12-19 22:36:50	                main:574]	:	INFO	:	Epoch 808 | loss: 0.0312142 | val_loss: 0.0312132 | Time: 4197.15 ms
[2020-12-19 22:36:56	                main:574]	:	INFO	:	Epoch 809 | loss: 0.0312131 | val_loss: 0.0312121 | Time: 5439.11 ms
[2020-12-19 22:37:00	                main:574]	:	INFO	:	Epoch 810 | loss: 0.0312126 | val_loss: 0.0312104 | Time: 4348.97 ms
[2020-12-19 22:37:05	                main:574]	:	INFO	:	Epoch 811 | loss: 0.0312123 | val_loss: 0.03121 | Time: 5201.85 ms
[2020-12-19 22:37:10	                main:574]	:	INFO	:	Epoch 812 | loss: 0.0312118 | val_loss: 0.0312096 | Time: 4686.95 ms
[2020-12-19 22:37:17	                main:574]	:	INFO	:	Epoch 813 | loss: 0.0312108 | val_loss: 0.0312103 | Time: 7271.07 ms
[2020-12-19 22:37:25	                main:574]	:	INFO	:	Epoch 814 | loss: 0.0312112 | val_loss: 0.0312073 | Time: 7876.73 ms
[2020-12-19 22:37:30	                main:574]	:	INFO	:	Epoch 815 | loss: 0.0312091 | val_loss: 0.0312073 | Time: 5234.92 ms
[2020-12-19 22:37:36	                main:574]	:	INFO	:	Epoch 816 | loss: 0.0312087 | val_loss: 0.031206 | Time: 5734.32 ms
[2020-12-19 22:37:42	                main:574]	:	INFO	:	Epoch 817 | loss: 0.0312076 | val_loss: 0.0312053 | Time: 5876.26 ms
[2020-12-19 22:37:49	                main:574]	:	INFO	:	Epoch 818 | loss: 0.031207 | val_loss: 0.0312042 | Time: 6846.69 ms
[2020-12-19 22:37:56	                main:574]	:	INFO	:	Epoch 819 | loss: 0.0312073 | val_loss: 0.0312044 | Time: 6982.86 ms
[2020-12-19 22:38:01	                main:574]	:	INFO	:	Epoch 820 | loss: 0.0312061 | val_loss: 0.031204 | Time: 4662.61 ms
[2020-12-19 22:38:07	                main:574]	:	INFO	:	Epoch 821 | loss: 0.0312065 | val_loss: 0.0312055 | Time: 6043.81 ms
[2020-12-19 22:38:11	                main:574]	:	INFO	:	Epoch 822 | loss: 0.0312055 | val_loss: 0.0312057 | Time: 4541.03 ms
[2020-12-19 22:38:16	                main:574]	:	INFO	:	Epoch 823 | loss: 0.0312062 | val_loss: 0.0312021 | Time: 4814.56 ms
[2020-12-19 22:38:20	                main:574]	:	INFO	:	Epoch 824 | loss: 0.031205 | val_loss: 0.0312013 | Time: 4177.82 ms
[2020-12-19 22:38:25	                main:574]	:	INFO	:	Epoch 825 | loss: 0.0312029 | val_loss: 0.031201 | Time: 4957.35 ms
[2020-12-19 22:38:30	                main:574]	:	INFO	:	Epoch 826 | loss: 0.0312043 | val_loss: 0.0312003 | Time: 4522.38 ms
[2020-12-19 22:38:34	                main:574]	:	INFO	:	Epoch 827 | loss: 0.031203 | val_loss: 0.0312062 | Time: 3873.64 ms
[2020-12-19 22:38:38	                main:574]	:	INFO	:	Epoch 828 | loss: 0.0312027 | val_loss: 0.0312 | Time: 4772.65 ms
[2020-12-19 22:38:42	                main:574]	:	INFO	:	Epoch 829 | loss: 0.0312013 | val_loss: 0.0311991 | Time: 3800.96 ms
[2020-12-19 22:38:47	                main:574]	:	INFO	:	Epoch 830 | loss: 0.0312022 | val_loss: 0.0311992 | Time: 5001.18 ms
[2020-12-19 22:38:51	                main:574]	:	INFO	:	Epoch 831 | loss: 0.0312009 | val_loss: 0.0311993 | Time: 3833.73 ms
[2020-12-19 22:38:56	                main:574]	:	INFO	:	Epoch 832 | loss: 0.0311989 | val_loss: 0.0311978 | Time: 5075.08 ms
[2020-12-19 22:39:00	                main:574]	:	INFO	:	Epoch 833 | loss: 0.0311982 | val_loss: 0.0311967 | Time: 4198.85 ms
[2020-12-19 22:39:05	                main:574]	:	INFO	:	Epoch 834 | loss: 0.0311976 | val_loss: 0.0311974 | Time: 4986.28 ms
[2020-12-19 22:39:10	                main:574]	:	INFO	:	Epoch 835 | loss: 0.0311972 | val_loss: 0.0311975 | Time: 4821.28 ms
[2020-12-19 22:39:14	                main:574]	:	INFO	:	Epoch 836 | loss: 0.0311968 | val_loss: 0.0311953 | Time: 4293.42 ms
[2020-12-19 22:39:20	                main:574]	:	INFO	:	Epoch 837 | loss: 0.0311958 | val_loss: 0.0311969 | Time: 5089.94 ms
[2020-12-19 22:39:24	                main:574]	:	INFO	:	Epoch 838 | loss: 0.0311967 | val_loss: 0.0311952 | Time: 3924.2 ms
[2020-12-19 22:39:29	                main:574]	:	INFO	:	Epoch 839 | loss: 0.0311979 | val_loss: 0.0311954 | Time: 4996.26 ms
[2020-12-19 22:39:33	                main:574]	:	INFO	:	Epoch 840 | loss: 0.0311954 | val_loss: 0.0311953 | Time: 4042.08 ms
[2020-12-19 22:39:37	                main:574]	:	INFO	:	Epoch 841 | loss: 0.0311949 | val_loss: 0.0311957 | Time: 4763.46 ms
[2020-12-19 22:39:42	                main:574]	:	INFO	:	Epoch 842 | loss: 0.0311947 | val_loss: 0.0311947 | Time: 4138.16 ms
[2020-12-19 22:39:47	                main:574]	:	INFO	:	Epoch 843 | loss: 0.0311949 | val_loss: 0.0311963 | Time: 5805.89 ms
[2020-12-19 22:39:52	                main:574]	:	INFO	:	Epoch 844 | loss: 0.0311948 | val_loss: 0.0311942 | Time: 4748.9 ms
[2020-12-19 22:39:57	                main:574]	:	INFO	:	Epoch 845 | loss: 0.0311947 | val_loss: 0.0311946 | Time: 5183.97 ms
[2020-12-19 22:40:01	                main:574]	:	INFO	:	Epoch 846 | loss: 0.0311933 | val_loss: 0.0311938 | Time: 4000.37 ms
[2020-12-19 22:40:06	                main:574]	:	INFO	:	Epoch 847 | loss: 0.0311931 | val_loss: 0.0311952 | Time: 4796.82 ms
[2020-12-19 22:40:10	                main:574]	:	INFO	:	Epoch 848 | loss: 0.0311926 | val_loss: 0.0311941 | Time: 4343.32 ms
[2020-12-19 22:40:15	                main:574]	:	INFO	:	Epoch 849 | loss: 0.0311921 | val_loss: 0.0311934 | Time: 4616.03 ms
[2020-12-19 22:40:20	                main:574]	:	INFO	:	Epoch 850 | loss: 0.0311917 | val_loss: 0.0311944 | Time: 4673.34 ms
[2020-12-19 22:40:24	                main:574]	:	INFO	:	Epoch 851 | loss: 0.0311922 | val_loss: 0.0311953 | Time: 4197.23 ms
[2020-12-19 22:40:29	                main:574]	:	INFO	:	Epoch 852 | loss: 0.0311919 | val_loss: 0.031195 | Time: 4858.2 ms
[2020-12-19 22:40:33	                main:574]	:	INFO	:	Epoch 853 | loss: 0.0311931 | val_loss: 0.0311936 | Time: 4456.58 ms
[2020-12-19 22:40:38	                main:574]	:	INFO	:	Epoch 854 | loss: 0.0311925 | val_loss: 0.0311932 | Time: 4914.05 ms
[2020-12-19 22:40:42	                main:574]	:	INFO	:	Epoch 855 | loss: 0.0311924 | val_loss: 0.0311927 | Time: 3962.02 ms
[2020-12-19 22:40:47	                main:574]	:	INFO	:	Epoch 856 | loss: 0.0311912 | val_loss: 0.0311935 | Time: 5189.96 ms
[2020-12-19 22:40:52	                main:574]	:	INFO	:	Epoch 857 | loss: 0.0311915 | val_loss: 0.0311933 | Time: 4214.48 ms
[2020-12-19 22:40:57	                main:574]	:	INFO	:	Epoch 858 | loss: 0.0311912 | val_loss: 0.0311953 | Time: 5041.42 ms
[2020-12-19 22:41:01	                main:574]	:	INFO	:	Epoch 859 | loss: 0.0311935 | val_loss: 0.0311959 | Time: 3932.31 ms
[2020-12-19 22:41:06	                main:574]	:	INFO	:	Epoch 860 | loss: 0.0311915 | val_loss: 0.0311944 | Time: 5070.5 ms
[2020-12-19 22:41:10	                main:574]	:	INFO	:	Epoch 861 | loss: 0.03119 | val_loss: 0.0311955 | Time: 4536.84 ms
[2020-12-19 22:41:15	                main:574]	:	INFO	:	Epoch 862 | loss: 0.0311924 | val_loss: 0.0311985 | Time: 4485.44 ms
[2020-12-19 22:41:20	                main:574]	:	INFO	:	Epoch 863 | loss: 0.0311909 | val_loss: 0.0311932 | Time: 5239.21 ms
[2020-12-19 22:41:24	                main:574]	:	INFO	:	Epoch 864 | loss: 0.0311902 | val_loss: 0.0311943 | Time: 4168.59 ms
[2020-12-19 22:41:29	                main:574]	:	INFO	:	Epoch 865 | loss: 0.031191 | val_loss: 0.0311966 | Time: 5056.48 ms
[2020-12-19 22:41:33	                main:574]	:	INFO	:	Epoch 866 | loss: 0.0311891 | val_loss: 0.0311923 | Time: 3770.43 ms
[2020-12-19 22:41:38	                main:574]	:	INFO	:	Epoch 867 | loss: 0.0311897 | val_loss: 0.0311928 | Time: 4852.93 ms
[2020-12-19 22:41:42	                main:574]	:	INFO	:	Epoch 868 | loss: 0.031189 | val_loss: 0.0311937 | Time: 4188.5 ms
[2020-12-19 22:41:47	                main:574]	:	INFO	:	Epoch 869 | loss: 0.0311883 | val_loss: 0.0311925 | Time: 4475.87 ms
[2020-12-19 22:41:50	                main:574]	:	INFO	:	Epoch 870 | loss: 0.0311877 | val_loss: 0.0311929 | Time: 3902.49 ms
[2020-12-19 22:41:55	                main:574]	:	INFO	:	Epoch 871 | loss: 0.0311872 | val_loss: 0.0311942 | Time: 4421.02 ms
[2020-12-19 22:42:00	                main:574]	:	INFO	:	Epoch 872 | loss: 0.0311876 | val_loss: 0.0311923 | Time: 4962.24 ms
[2020-12-19 22:42:04	                main:574]	:	INFO	:	Epoch 873 | loss: 0.0311871 | val_loss: 0.0311925 | Time: 4015.54 ms
[2020-12-19 22:42:09	                main:574]	:	INFO	:	Epoch 874 | loss: 0.0311893 | val_loss: 0.0312053 | Time: 4814.77 ms
[2020-12-19 22:42:13	                main:574]	:	INFO	:	Epoch 875 | loss: 0.0311891 | val_loss: 0.0311938 | Time: 3849.41 ms
[2020-12-19 22:42:18	                main:574]	:	INFO	:	Epoch 876 | loss: 0.0311887 | val_loss: 0.0311981 | Time: 5469.39 ms
[2020-12-19 22:42:22	                main:574]	:	INFO	:	Epoch 877 | loss: 0.0311883 | val_loss: 0.031193 | Time: 4273.65 ms
[2020-12-19 22:42:28	                main:574]	:	INFO	:	Epoch 878 | loss: 0.0311863 | val_loss: 0.0311943 | Time: 5329.62 ms
[2020-12-19 22:42:32	                main:574]	:	INFO	:	Epoch 879 | loss: 0.0311861 | val_loss: 0.0311936 | Time: 4331.13 ms
[2020-12-19 22:42:38	                main:574]	:	INFO	:	Epoch 880 | loss: 0.031186 | val_loss: 0.0311977 | Time: 6162 ms
[2020-12-19 22:42:42	                main:574]	:	INFO	:	Epoch 881 | loss: 0.031189 | val_loss: 0.0311916 | Time: 3807.47 ms
[2020-12-19 22:42:47	                main:574]	:	INFO	:	Epoch 882 | loss: 0.0311852 | val_loss: 0.0311917 | Time: 4931.44 ms
[2020-12-19 22:42:51	                main:574]	:	INFO	:	Epoch 883 | loss: 0.0311856 | val_loss: 0.0311918 | Time: 3876.17 ms
[2020-12-19 22:42:56	                main:574]	:	INFO	:	Epoch 884 | loss: 0.031184 | val_loss: 0.0311909 | Time: 4818.13 ms
[2020-12-19 22:43:00	                main:574]	:	INFO	:	Epoch 885 | loss: 0.0311841 | val_loss: 0.0311941 | Time: 4507.74 ms
[2020-12-19 22:43:04	                main:574]	:	INFO	:	Epoch 886 | loss: 0.0311839 | val_loss: 0.0311914 | Time: 4313.6 ms
[2020-12-19 22:43:10	                main:574]	:	INFO	:	Epoch 887 | loss: 0.0311851 | val_loss: 0.031205 | Time: 5380.2 ms
[2020-12-19 22:43:14	                main:574]	:	INFO	:	Epoch 888 | loss: 0.0311881 | val_loss: 0.0311912 | Time: 4343.07 ms
[2020-12-19 22:43:20	                main:574]	:	INFO	:	Epoch 889 | loss: 0.031183 | val_loss: 0.0311907 | Time: 5683.39 ms
[2020-12-19 22:43:24	                main:574]	:	INFO	:	Epoch 890 | loss: 0.0311834 | val_loss: 0.0311942 | Time: 4168.89 ms
[2020-12-19 22:43:29	                main:574]	:	INFO	:	Epoch 891 | loss: 0.0311847 | val_loss: 0.0311952 | Time: 4809.9 ms
[2020-12-19 22:43:33	                main:574]	:	INFO	:	Epoch 892 | loss: 0.0311835 | val_loss: 0.03119 | Time: 4014.05 ms
[2020-12-19 22:43:38	                main:574]	:	INFO	:	Epoch 893 | loss: 0.0311837 | val_loss: 0.0311892 | Time: 4936.72 ms
[2020-12-19 22:43:42	                main:574]	:	INFO	:	Epoch 894 | loss: 0.0311857 | val_loss: 0.031189 | Time: 4518.18 ms
[2020-12-19 22:43:48	                main:574]	:	INFO	:	Epoch 895 | loss: 0.0311837 | val_loss: 0.0311905 | Time: 5675.29 ms
[2020-12-19 22:43:52	                main:574]	:	INFO	:	Epoch 896 | loss: 0.0311847 | val_loss: 0.0311938 | Time: 4327.53 ms
[2020-12-19 22:43:58	                main:574]	:	INFO	:	Epoch 897 | loss: 0.0311865 | val_loss: 0.0311903 | Time: 5132.06 ms
[2020-12-19 22:44:01	                main:574]	:	INFO	:	Epoch 898 | loss: 0.0311859 | val_loss: 0.0311881 | Time: 3879.43 ms
[2020-12-19 22:44:07	                main:574]	:	INFO	:	Epoch 899 | loss: 0.0311862 | val_loss: 0.0311886 | Time: 5122.59 ms
[2020-12-19 22:44:11	                main:574]	:	INFO	:	Epoch 900 | loss: 0.0311826 | val_loss: 0.0311929 | Time: 4227.95 ms
[2020-12-19 22:44:16	                main:574]	:	INFO	:	Epoch 901 | loss: 0.0311868 | val_loss: 0.0311894 | Time: 4980.16 ms
[2020-12-19 22:44:20	                main:574]	:	INFO	:	Epoch 902 | loss: 0.0311871 | val_loss: 0.0311893 | Time: 4421.61 ms
[2020-12-19 22:44:24	                main:574]	:	INFO	:	Epoch 903 | loss: 0.0311859 | val_loss: 0.0311869 | Time: 4073.29 ms
[2020-12-19 22:44:29	                main:574]	:	INFO	:	Epoch 904 | loss: 0.0311828 | val_loss: 0.031186 | Time: 4585.96 ms
[2020-12-19 22:44:33	                main:574]	:	INFO	:	Epoch 905 | loss: 0.0311859 | val_loss: 0.0311895 | Time: 3757.96 ms
[2020-12-19 22:44:38	                main:574]	:	INFO	:	Epoch 906 | loss: 0.0311858 | val_loss: 0.0311958 | Time: 4892.29 ms
[2020-12-19 22:44:41	                main:574]	:	INFO	:	Epoch 907 | loss: 0.0311862 | val_loss: 0.0311879 | Time: 3779.41 ms
[2020-12-19 22:44:46	                main:574]	:	INFO	:	Epoch 908 | loss: 0.0311813 | val_loss: 0.031185 | Time: 4957.94 ms
[2020-12-19 22:44:51	                main:574]	:	INFO	:	Epoch 909 | loss: 0.0311816 | val_loss: 0.0311842 | Time: 4090.27 ms
[2020-12-19 22:44:55	                main:574]	:	INFO	:	Epoch 910 | loss: 0.0311808 | val_loss: 0.0311818 | Time: 4283.19 ms
[2020-12-19 22:45:00	                main:574]	:	INFO	:	Epoch 911 | loss: 0.0311789 | val_loss: 0.0311838 | Time: 5437.72 ms
[2020-12-19 22:45:05	                main:574]	:	INFO	:	Epoch 912 | loss: 0.0311809 | val_loss: 0.0311915 | Time: 4831.31 ms
[2020-12-19 22:45:10	                main:574]	:	INFO	:	Epoch 913 | loss: 0.0311848 | val_loss: 0.0311973 | Time: 5336.12 ms
[2020-12-19 22:45:16	                main:574]	:	INFO	:	Epoch 914 | loss: 0.0311813 | val_loss: 0.0311829 | Time: 5294.59 ms
[2020-12-19 22:45:21	                main:574]	:	INFO	:	Epoch 915 | loss: 0.03118 | val_loss: 0.0311811 | Time: 5156.11 ms
[2020-12-19 22:45:27	                main:574]	:	INFO	:	Epoch 916 | loss: 0.031181 | val_loss: 0.0311825 | Time: 6314.3 ms
[2020-12-19 22:45:32	                main:574]	:	INFO	:	Epoch 917 | loss: 0.03118 | val_loss: 0.031183 | Time: 5138.19 ms
[2020-12-19 22:45:39	                main:574]	:	INFO	:	Epoch 918 | loss: 0.0311794 | val_loss: 0.0311829 | Time: 6555.07 ms
[2020-12-19 22:45:45	                main:574]	:	INFO	:	Epoch 919 | loss: 0.0311822 | val_loss: 0.0311877 | Time: 5677.52 ms
[2020-12-19 22:45:49	                main:574]	:	INFO	:	Epoch 920 | loss: 0.0311822 | val_loss: 0.0311854 | Time: 4797.96 ms
[2020-12-19 22:45:53	                main:574]	:	INFO	:	Epoch 921 | loss: 0.0311823 | val_loss: 0.0311822 | Time: 3372.4 ms
[2020-12-19 22:45:57	                main:574]	:	INFO	:	Epoch 922 | loss: 0.0311797 | val_loss: 0.0311837 | Time: 4201.34 ms
[2020-12-19 22:46:01	                main:574]	:	INFO	:	Epoch 923 | loss: 0.0311805 | val_loss: 0.031182 | Time: 3653.44 ms
[2020-12-19 22:46:05	                main:574]	:	INFO	:	Epoch 924 | loss: 0.0311828 | val_loss: 0.0311831 | Time: 3986.07 ms
[2020-12-19 22:46:09	                main:574]	:	INFO	:	Epoch 925 | loss: 0.0311819 | val_loss: 0.031183 | Time: 4201.09 ms
[2020-12-19 22:46:13	                main:574]	:	INFO	:	Epoch 926 | loss: 0.0311803 | val_loss: 0.0311843 | Time: 3867.59 ms
[2020-12-19 22:46:17	                main:574]	:	INFO	:	Epoch 927 | loss: 0.0311786 | val_loss: 0.0311807 | Time: 4064.04 ms
[2020-12-19 22:46:21	                main:574]	:	INFO	:	Epoch 928 | loss: 0.0311776 | val_loss: 0.0311825 | Time: 3693.61 ms
[2020-12-19 22:46:24	                main:574]	:	INFO	:	Epoch 929 | loss: 0.0311784 | val_loss: 0.0311813 | Time: 3595.04 ms
[2020-12-19 22:46:29	                main:574]	:	INFO	:	Epoch 930 | loss: 0.0311788 | val_loss: 0.0311836 | Time: 5025.22 ms
[2020-12-19 22:46:33	                main:574]	:	INFO	:	Epoch 931 | loss: 0.0311774 | val_loss: 0.0311822 | Time: 3407.81 ms
[2020-12-19 22:46:37	                main:574]	:	INFO	:	Epoch 932 | loss: 0.0311762 | val_loss: 0.0311861 | Time: 4126.39 ms
[2020-12-19 22:46:41	                main:574]	:	INFO	:	Epoch 933 | loss: 0.0311744 | val_loss: 0.0311857 | Time: 3905.54 ms
[2020-12-19 22:46:44	                main:574]	:	INFO	:	Epoch 934 | loss: 0.0311757 | val_loss: 0.0311891 | Time: 3477.32 ms
[2020-12-19 22:46:48	                main:574]	:	INFO	:	Epoch 935 | loss: 0.0311748 | val_loss: 0.0311928 | Time: 4004.09 ms
[2020-12-19 22:46:52	                main:574]	:	INFO	:	Epoch 936 | loss: 0.0311759 | val_loss: 0.0311805 | Time: 3590.93 ms
[2020-12-19 22:46:56	                main:574]	:	INFO	:	Epoch 937 | loss: 0.0311723 | val_loss: 0.0311812 | Time: 3882.56 ms
[2020-12-19 22:47:00	                main:574]	:	INFO	:	Epoch 938 | loss: 0.0311719 | val_loss: 0.0311818 | Time: 3976.42 ms
[2020-12-19 22:47:03	                main:574]	:	INFO	:	Epoch 939 | loss: 0.0311717 | val_loss: 0.0311857 | Time: 3333.4 ms
[2020-12-19 22:47:07	                main:574]	:	INFO	:	Epoch 940 | loss: 0.0311735 | val_loss: 0.0311806 | Time: 4112.17 ms
[2020-12-19 22:47:11	                main:574]	:	INFO	:	Epoch 941 | loss: 0.0311704 | val_loss: 0.0311801 | Time: 3561.77 ms
[2020-12-19 22:47:14	                main:574]	:	INFO	:	Epoch 942 | loss: 0.0311704 | val_loss: 0.0311829 | Time: 3707.57 ms
[2020-12-19 22:47:19	                main:574]	:	INFO	:	Epoch 943 | loss: 0.0311749 | val_loss: 0.0311857 | Time: 4079.75 ms
[2020-12-19 22:47:22	                main:574]	:	INFO	:	Epoch 944 | loss: 0.0311764 | val_loss: 0.0311863 | Time: 3496.33 ms
[2020-12-19 22:47:26	                main:574]	:	INFO	:	Epoch 945 | loss: 0.0311747 | val_loss: 0.0311859 | Time: 3998.17 ms
[2020-12-19 22:47:30	                main:574]	:	INFO	:	Epoch 946 | loss: 0.0311714 | val_loss: 0.0311836 | Time: 4173.83 ms
[2020-12-19 22:47:34	                main:574]	:	INFO	:	Epoch 947 | loss: 0.0311709 | val_loss: 0.0311814 | Time: 3414.23 ms
[2020-12-19 22:47:38	                main:574]	:	INFO	:	Epoch 948 | loss: 0.0311736 | val_loss: 0.0311805 | Time: 4383.01 ms
[2020-12-19 22:47:42	                main:574]	:	INFO	:	Epoch 949 | loss: 0.0311707 | val_loss: 0.0311827 | Time: 3661.13 ms
[2020-12-19 22:47:46	                main:574]	:	INFO	:	Epoch 950 | loss: 0.0311737 | val_loss: 0.0311814 | Time: 4168.72 ms
[2020-12-19 22:47:50	                main:574]	:	INFO	:	Epoch 951 | loss: 0.0311733 | val_loss: 0.0311851 | Time: 3903.13 ms
[2020-12-19 22:47:53	                main:574]	:	INFO	:	Epoch 952 | loss: 0.0311695 | val_loss: 0.0311801 | Time: 3187.78 ms
[2020-12-19 22:47:57	                main:574]	:	INFO	:	Epoch 953 | loss: 0.0311657 | val_loss: 0.0311791 | Time: 4355.82 ms
[2020-12-19 22:48:01	                main:574]	:	INFO	:	Epoch 954 | loss: 0.0311651 | val_loss: 0.0311776 | Time: 3637.4 ms
[2020-12-19 22:48:05	                main:574]	:	INFO	:	Epoch 955 | loss: 0.0311665 | val_loss: 0.0311823 | Time: 4398.8 ms
[2020-12-19 22:48:10	                main:574]	:	INFO	:	Epoch 956 | loss: 0.0311687 | val_loss: 0.0311776 | Time: 4807.44 ms
[2020-12-19 22:48:14	                main:574]	:	INFO	:	Epoch 957 | loss: 0.0311688 | val_loss: 0.0311771 | Time: 3520.65 ms
[2020-12-19 22:48:18	                main:574]	:	INFO	:	Epoch 958 | loss: 0.0311669 | val_loss: 0.0311822 | Time: 4480.89 ms
[2020-12-19 22:48:22	                main:574]	:	INFO	:	Epoch 959 | loss: 0.0311662 | val_loss: 0.0311831 | Time: 3379.53 ms
[2020-12-19 22:48:26	                main:574]	:	INFO	:	Epoch 960 | loss: 0.0311658 | val_loss: 0.0311844 | Time: 4146.37 ms
[2020-12-19 22:48:31	                main:574]	:	INFO	:	Epoch 961 | loss: 0.0311648 | val_loss: 0.0311774 | Time: 5155.03 ms
[2020-12-19 22:48:37	                main:574]	:	INFO	:	Epoch 962 | loss: 0.0311699 | val_loss: 0.0311828 | Time: 5955.9 ms
[2020-12-19 22:48:41	                main:574]	:	INFO	:	Epoch 963 | loss: 0.0311724 | val_loss: 0.0311821 | Time: 4069.55 ms
[2020-12-19 22:48:46	                main:574]	:	INFO	:	Epoch 964 | loss: 0.0311735 | val_loss: 0.0311829 | Time: 5059.56 ms
[2020-12-19 22:48:54	                main:574]	:	INFO	:	Epoch 965 | loss: 0.0311738 | val_loss: 0.0311825 | Time: 8009.76 ms
[2020-12-19 22:49:01	                main:574]	:	INFO	:	Epoch 966 | loss: 0.0311706 | val_loss: 0.031183 | Time: 6722.96 ms
[2020-12-19 22:49:07	                main:574]	:	INFO	:	Epoch 967 | loss: 0.0311693 | val_loss: 0.0311891 | Time: 6521.93 ms
[2020-12-19 22:49:13	                main:574]	:	INFO	:	Epoch 968 | loss: 0.0311733 | val_loss: 0.0311841 | Time: 5826.99 ms
[2020-12-19 22:49:21	                main:574]	:	INFO	:	Epoch 969 | loss: 0.0311721 | val_loss: 0.0311838 | Time: 7261.41 ms
[2020-12-19 22:49:28	                main:574]	:	INFO	:	Epoch 970 | loss: 0.0311735 | val_loss: 0.0311816 | Time: 7851.51 ms
[2020-12-19 22:49:34	                main:574]	:	INFO	:	Epoch 971 | loss: 0.0311709 | val_loss: 0.0311801 | Time: 5165.26 ms
[2020-12-19 22:49:42	                main:574]	:	INFO	:	Epoch 972 | loss: 0.0311706 | val_loss: 0.0311801 | Time: 8144.5 ms
[2020-12-19 22:49:50	                main:574]	:	INFO	:	Epoch 973 | loss: 0.0311701 | val_loss: 0.0311793 | Time: 8059.36 ms
[2020-12-19 22:49:55	                main:574]	:	INFO	:	Epoch 974 | loss: 0.0311702 | val_loss: 0.031186 | Time: 5214.85 ms
[2020-12-19 22:50:01	                main:574]	:	INFO	:	Epoch 975 | loss: 0.0311741 | val_loss: 0.0311804 | Time: 5720.56 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1050)
[2020-12-20 08:35:28	                main:435]	:	INFO	:	Set logging level to 1
[2020-12-20 08:35:28	                main:441]	:	INFO	:	Running in BOINC Client mode
[2020-12-20 08:35:28	                main:444]	:	INFO	:	Resolving all filenames
[2020-12-20 08:35:28	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2020-12-20 08:35:28	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1605151225-3062-5_1_r451603129_1 (exists = 1)
[2020-12-20 08:35:28	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1605151225-3062-5_1_r451603129_0 (exists = 0)
[2020-12-20 08:35:28	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1605151225-3062-5 (exists = 1)
[2020-12-20 08:35:28	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2020-12-20 08:35:28	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2020-12-20 08:35:28	                main:474]	:	INFO	:	Configuration: 
[2020-12-20 08:35:28	                main:475]	:	INFO	:	    Model type: GRU
[2020-12-20 08:35:28	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-12-20 08:35:28	                main:477]	:	INFO	:	    Max Epochs: 1024
[2020-12-20 08:35:28	                main:478]	:	INFO	:	    Batch Size: 128
[2020-12-20 08:35:28	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2020-12-20 08:35:28	                main:480]	:	INFO	:	    Patience: 10
[2020-12-20 08:35:28	                main:481]	:	INFO	:	    Hidden Width: 12
[2020-12-20 08:35:28	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2020-12-20 08:35:28	                main:483]	:	INFO	:	    # Backend Layers: 4
[2020-12-20 08:35:28	                main:484]	:	INFO	:	    # Threads: 1
[2020-12-20 08:35:28	                main:486]	:	INFO	:	Preparing Dataset
[2020-12-20 08:35:28	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2020-12-20 08:35:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2020-12-20 08:35:34	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2020-12-20 08:35:34	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2020-12-20 08:35:34	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2020-12-20 08:35:35	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-12-20 08:35:35	                main:494]	:	INFO	:	Creating Model
[2020-12-20 08:35:35	                main:507]	:	INFO	:	Preparing config file
[2020-12-20 08:35:35	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2020-12-20 08:35:35	                main:512]	:	INFO	:	Loading config
[2020-12-20 08:35:35	                main:514]	:	INFO	:	Loading state
[2020-12-20 08:35:37	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2020-12-20 08:35:37	                main:562]	:	INFO	:	Starting Training
[2020-12-20 08:35:40	                main:574]	:	INFO	:	Epoch 967 | loss: 0.0317947 | val_loss: 0.0312873 | Time: 3668.03 ms
[2020-12-20 08:35:43	                main:574]	:	INFO	:	Epoch 968 | loss: 0.0312392 | val_loss: 0.0312084 | Time: 2985.22 ms
[2020-12-20 08:35:46	                main:574]	:	INFO	:	Epoch 969 | loss: 0.0311825 | val_loss: 0.0311888 | Time: 3077.59 ms
[2020-12-20 08:35:49	                main:574]	:	INFO	:	Epoch 970 | loss: 0.0311704 | val_loss: 0.0311837 | Time: 2954.76 ms
[2020-12-20 08:35:52	                main:574]	:	INFO	:	Epoch 971 | loss: 0.031167 | val_loss: 0.0311822 | Time: 2841.71 ms
[2020-12-20 08:35:54	                main:574]	:	INFO	:	Epoch 972 | loss: 0.031167 | val_loss: 0.0311821 | Time: 2348.34 ms
[2020-12-20 08:35:57	                main:574]	:	INFO	:	Epoch 973 | loss: 0.0311666 | val_loss: 0.0311804 | Time: 2701.9 ms
[2020-12-20 08:36:00	                main:574]	:	INFO	:	Epoch 974 | loss: 0.0311655 | val_loss: 0.0311814 | Time: 2812.98 ms
[2020-12-20 08:36:03	                main:574]	:	INFO	:	Epoch 975 | loss: 0.0311645 | val_loss: 0.0311802 | Time: 2692.38 ms
[2020-12-20 08:36:05	                main:574]	:	INFO	:	Epoch 976 | loss: 0.031163 | val_loss: 0.0311805 | Time: 2447.55 ms
[2020-12-20 08:36:08	                main:574]	:	INFO	:	Epoch 977 | loss: 0.031164 | val_loss: 0.0311794 | Time: 2754.64 ms
[2020-12-20 08:36:11	                main:574]	:	INFO	:	Epoch 978 | loss: 0.0311663 | val_loss: 0.0311814 | Time: 3146.46 ms
[2020-12-20 08:36:14	                main:574]	:	INFO	:	Epoch 979 | loss: 0.0311667 | val_loss: 0.0311821 | Time: 3173.92 ms
[2020-12-20 08:36:17	                main:574]	:	INFO	:	Epoch 980 | loss: 0.0311663 | val_loss: 0.031185 | Time: 2875.13 ms
[2020-12-20 08:36:20	                main:574]	:	INFO	:	Epoch 981 | loss: 0.0311639 | val_loss: 0.0311802 | Time: 3298.67 ms
[2020-12-20 08:36:24	                main:574]	:	INFO	:	Epoch 982 | loss: 0.0311613 | val_loss: 0.0311805 | Time: 3093.04 ms
[2020-12-20 08:36:26	                main:574]	:	INFO	:	Epoch 983 | loss: 0.0311604 | val_loss: 0.0311793 | Time: 2548.73 ms
[2020-12-20 08:36:29	                main:574]	:	INFO	:	Epoch 984 | loss: 0.0311593 | val_loss: 0.0311815 | Time: 3134.4 ms
[2020-12-20 08:36:32	                main:574]	:	INFO	:	Epoch 985 | loss: 0.03116 | val_loss: 0.0311798 | Time: 2955.13 ms
[2020-12-20 08:36:35	                main:574]	:	INFO	:	Epoch 986 | loss: 0.0311598 | val_loss: 0.0311826 | Time: 2828.02 ms
[2020-12-20 08:36:38	                main:574]	:	INFO	:	Epoch 987 | loss: 0.0311587 | val_loss: 0.0311812 | Time: 3233.48 ms
[2020-12-20 08:36:41	                main:574]	:	INFO	:	Epoch 988 | loss: 0.0311596 | val_loss: 0.0311784 | Time: 3007.52 ms
[2020-12-20 08:36:44	                main:574]	:	INFO	:	Epoch 989 | loss: 0.0311617 | val_loss: 0.0311793 | Time: 2948.79 ms
[2020-12-20 08:36:47	                main:574]	:	INFO	:	Epoch 990 | loss: 0.031162 | val_loss: 0.0311769 | Time: 3032.91 ms
[2020-12-20 08:36:50	                main:574]	:	INFO	:	Epoch 991 | loss: 0.0311596 | val_loss: 0.031177 | Time: 3092.41 ms
[2020-12-20 08:36:54	                main:574]	:	INFO	:	Epoch 992 | loss: 0.0311594 | val_loss: 0.0311812 | Time: 3070.85 ms
[2020-12-20 08:36:56	                main:574]	:	INFO	:	Epoch 993 | loss: 0.03116 | val_loss: 0.0311823 | Time: 2766.72 ms
[2020-12-20 08:37:00	                main:574]	:	INFO	:	Epoch 994 | loss: 0.0311594 | val_loss: 0.0311765 | Time: 3445.71 ms
[2020-12-20 08:37:03	                main:574]	:	INFO	:	Epoch 995 | loss: 0.0311619 | val_loss: 0.0311769 | Time: 3687.66 ms
[2020-12-20 08:37:06	                main:574]	:	INFO	:	Epoch 996 | loss: 0.0311646 | val_loss: 0.031194 | Time: 2830.63 ms
[2020-12-20 08:37:10	                main:574]	:	INFO	:	Epoch 997 | loss: 0.0311654 | val_loss: 0.031184 | Time: 3485.24 ms
[2020-12-20 08:37:14	                main:574]	:	INFO	:	Epoch 998 | loss: 0.031162 | val_loss: 0.0311928 | Time: 3691.37 ms
[2020-12-20 08:37:16	                main:574]	:	INFO	:	Epoch 999 | loss: 0.0311622 | val_loss: 0.0311853 | Time: 2840.29 ms
[2020-12-20 08:37:20	                main:574]	:	INFO	:	Epoch 1000 | loss: 0.0311632 | val_loss: 0.0311795 | Time: 3281.49 ms
[2020-12-20 08:37:23	                main:574]	:	INFO	:	Epoch 1001 | loss: 0.0311596 | val_loss: 0.0311812 | Time: 3144.66 ms
[2020-12-20 08:37:25	                main:574]	:	INFO	:	Epoch 1002 | loss: 0.0311578 | val_loss: 0.0311785 | Time: 2683.84 ms
[2020-12-20 08:37:29	                main:574]	:	INFO	:	Epoch 1003 | loss: 0.0311592 | val_loss: 0.0311783 | Time: 3327.56 ms
[2020-12-20 08:37:32	                main:574]	:	INFO	:	Epoch 1004 | loss: 0.031166 | val_loss: 0.0311839 | Time: 3344.22 ms
[2020-12-20 08:37:35	                main:574]	:	INFO	:	Epoch 1005 | loss: 0.031172 | val_loss: 0.031182 | Time: 3127.82 ms
[2020-12-20 08:37:39	                main:574]	:	INFO	:	Epoch 1006 | loss: 0.0311672 | val_loss: 0.031181 | Time: 3548.24 ms
[2020-12-20 08:37:42	                main:574]	:	INFO	:	Epoch 1007 | loss: 0.0311628 | val_loss: 0.0311797 | Time: 3228.55 ms
[2020-12-20 08:37:45	                main:574]	:	INFO	:	Epoch 1008 | loss: 0.0311618 | val_loss: 0.0311734 | Time: 2698.45 ms
[2020-12-20 08:37:48	                main:574]	:	INFO	:	Epoch 1009 | loss: 0.0311646 | val_loss: 0.0311913 | Time: 3618.6 ms
[2020-12-20 08:37:52	                main:574]	:	INFO	:	Epoch 1010 | loss: 0.0311659 | val_loss: 0.0311746 | Time: 3607.06 ms
[2020-12-20 08:37:55	                main:574]	:	INFO	:	Epoch 1011 | loss: 0.031162 | val_loss: 0.0311759 | Time: 3217.72 ms
[2020-12-20 08:37:59	                main:574]	:	INFO	:	Epoch 1012 | loss: 0.0311606 | val_loss: 0.0311723 | Time: 3777.51 ms
[2020-12-20 08:38:03	                main:574]	:	INFO	:	Epoch 1013 | loss: 0.03116 | val_loss: 0.0311726 | Time: 3814.85 ms
[2020-12-20 08:38:07	                main:574]	:	INFO	:	Epoch 1014 | loss: 0.0311601 | val_loss: 0.0311723 | Time: 4549.47 ms
[2020-12-20 08:38:11	                main:574]	:	INFO	:	Epoch 1015 | loss: 0.0311599 | val_loss: 0.0311764 | Time: 3582 ms
[2020-12-20 08:38:14	                main:574]	:	INFO	:	Epoch 1016 | loss: 0.0311586 | val_loss: 0.031174 | Time: 3345.27 ms
[2020-12-20 08:38:18	                main:574]	:	INFO	:	Epoch 1017 | loss: 0.0311576 | val_loss: 0.0311751 | Time: 4006.34 ms
[2020-12-20 08:38:22	                main:574]	:	INFO	:	Epoch 1018 | loss: 0.0311581 | val_loss: 0.0311756 | Time: 3368.06 ms
[2020-12-20 08:38:25	                main:574]	:	INFO	:	Epoch 1019 | loss: 0.0311634 | val_loss: 0.0311778 | Time: 2975.05 ms
[2020-12-20 08:38:29	                main:574]	:	INFO	:	Epoch 1020 | loss: 0.0311595 | val_loss: 0.0311795 | Time: 3897.08 ms
[2020-12-20 08:38:33	                main:574]	:	INFO	:	Epoch 1021 | loss: 0.0311595 | val_loss: 0.0311776 | Time: 4179.59 ms
[2020-12-20 08:38:36	                main:574]	:	INFO	:	Epoch 1022 | loss: 0.0311585 | val_loss: 0.0311706 | Time: 3399.39 ms
[2020-12-20 08:38:40	                main:574]	:	INFO	:	Epoch 1023 | loss: 0.0311568 | val_loss: 0.0311729 | Time: 3510 ms
[2020-12-20 08:38:44	                main:574]	:	INFO	:	Epoch 1024 | loss: 0.031158 | val_loss: 0.0311811 | Time: 4076.83 ms
[2020-12-20 08:38:44	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311811
[2020-12-20 08:38:44	                main:603]	:	INFO	:	Saving end state to config to file
[2020-12-20 08:38:44	                main:608]	:	INFO	:	Success, exiting..
08:38:44 (22548): called boinc_finish(0)

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