Task 3366513

Name ParityMachine-1605152217-29868-7_0
Workunit 1624895
Created 20 Dec 2020, 23:58:13 UTC
Sent 21 Dec 2020, 20:45:52 UTC
Report deadline 28 Dec 2020, 20:45:52 UTC
Received 22 Dec 2020, 21:51:56 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5242
Run time 43 min 53 sec
CPU time 42 min 51 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 1,508.42 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.56 GB
Peak swap size 3.47 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
0.0311407 | val_loss: 0.0311625 | Time: 2542.75 ms
[2020-12-22 13:16:28	                main:574]	:	INFO	:	Epoch 567 | loss: 0.031138 | val_loss: 0.0311589 | Time: 2540.58 ms
[2020-12-22 13:16:30	                main:574]	:	INFO	:	Epoch 568 | loss: 0.0311353 | val_loss: 0.0311593 | Time: 2544.34 ms
[2020-12-22 13:16:33	                main:574]	:	INFO	:	Epoch 569 | loss: 0.0311369 | val_loss: 0.0311615 | Time: 2552.56 ms
[2020-12-22 13:16:35	                main:574]	:	INFO	:	Epoch 570 | loss: 0.0311362 | val_loss: 0.0311614 | Time: 2539.9 ms
[2020-12-22 13:16:38	                main:574]	:	INFO	:	Epoch 571 | loss: 0.0311356 | val_loss: 0.031163 | Time: 2547.06 ms
[2020-12-22 13:16:40	                main:574]	:	INFO	:	Epoch 572 | loss: 0.0311355 | val_loss: 0.0311576 | Time: 2544.35 ms
[2020-12-22 13:16:43	                main:574]	:	INFO	:	Epoch 573 | loss: 0.031133 | val_loss: 0.0311579 | Time: 2543.4 ms
[2020-12-22 13:16:46	                main:574]	:	INFO	:	Epoch 574 | loss: 0.0311329 | val_loss: 0.0311584 | Time: 2549.18 ms
[2020-12-22 13:16:48	                main:574]	:	INFO	:	Epoch 575 | loss: 0.0311328 | val_loss: 0.0311614 | Time: 2534.88 ms
[2020-12-22 13:16:51	                main:574]	:	INFO	:	Epoch 576 | loss: 0.0311385 | val_loss: 0.0311585 | Time: 2545.64 ms
[2020-12-22 13:16:53	                main:574]	:	INFO	:	Epoch 577 | loss: 0.0311503 | val_loss: 0.0311586 | Time: 2545.96 ms
[2020-12-22 13:16:56	                main:574]	:	INFO	:	Epoch 578 | loss: 0.0311488 | val_loss: 0.0311602 | Time: 2543.36 ms
[2020-12-22 13:16:58	                main:574]	:	INFO	:	Epoch 579 | loss: 0.0311471 | val_loss: 0.0311593 | Time: 2545.46 ms
[2020-12-22 13:17:01	                main:574]	:	INFO	:	Epoch 580 | loss: 0.0311451 | val_loss: 0.0311594 | Time: 2542.11 ms
[2020-12-22 13:17:03	                main:574]	:	INFO	:	Epoch 581 | loss: 0.0311447 | val_loss: 0.0311611 | Time: 2538.3 ms
[2020-12-22 13:17:06	                main:574]	:	INFO	:	Epoch 582 | loss: 0.0311436 | val_loss: 0.031157 | Time: 2543.21 ms
[2020-12-22 13:17:08	                main:574]	:	INFO	:	Epoch 583 | loss: 0.0311439 | val_loss: 0.0311579 | Time: 2535.53 ms
[2020-12-22 13:17:11	                main:574]	:	INFO	:	Epoch 584 | loss: 0.0311416 | val_loss: 0.0311607 | Time: 2541.9 ms
[2020-12-22 13:17:14	                main:574]	:	INFO	:	Epoch 585 | loss: 0.0311419 | val_loss: 0.0311602 | Time: 2537.57 ms
[2020-12-22 13:17:16	                main:574]	:	INFO	:	Epoch 586 | loss: 0.031141 | val_loss: 0.0311601 | Time: 2546.42 ms
[2020-12-22 13:17:19	                main:574]	:	INFO	:	Epoch 587 | loss: 0.0311401 | val_loss: 0.0311602 | Time: 2541.7 ms
[2020-12-22 13:17:21	                main:574]	:	INFO	:	Epoch 588 | loss: 0.0311384 | val_loss: 0.0311598 | Time: 2529.53 ms
[2020-12-22 13:17:24	                main:574]	:	INFO	:	Epoch 589 | loss: 0.0311369 | val_loss: 0.0311584 | Time: 2542.32 ms
[2020-12-22 13:17:26	                main:574]	:	INFO	:	Epoch 590 | loss: 0.0311358 | val_loss: 0.031157 | Time: 2539.27 ms
[2020-12-22 13:17:29	                main:574]	:	INFO	:	Epoch 591 | loss: 0.0311363 | val_loss: 0.031156 | Time: 2543.18 ms
[2020-12-22 13:17:31	                main:574]	:	INFO	:	Epoch 592 | loss: 0.0311338 | val_loss: 0.0311576 | Time: 2539.12 ms
[2020-12-22 13:17:34	                main:574]	:	INFO	:	Epoch 593 | loss: 0.0311358 | val_loss: 0.0311541 | Time: 2543.36 ms
[2020-12-22 13:17:37	                main:574]	:	INFO	:	Epoch 594 | loss: 0.0311329 | val_loss: 0.0311567 | Time: 2544.32 ms
[2020-12-22 13:17:39	                main:574]	:	INFO	:	Epoch 595 | loss: 0.0311317 | val_loss: 0.0311545 | Time: 2549.67 ms
[2020-12-22 13:17:42	                main:574]	:	INFO	:	Epoch 596 | loss: 0.0311332 | val_loss: 0.0311558 | Time: 2539.79 ms
[2020-12-22 13:17:44	                main:574]	:	INFO	:	Epoch 597 | loss: 0.0311341 | val_loss: 0.0311566 | Time: 2543.89 ms
[2020-12-22 13:17:47	                main:574]	:	INFO	:	Epoch 598 | loss: 0.0311347 | val_loss: 0.0311566 | Time: 2535.16 ms
[2020-12-22 13:17:49	                main:574]	:	INFO	:	Epoch 599 | loss: 0.0311347 | val_loss: 0.0311566 | Time: 2545.14 ms
[2020-12-22 13:17:52	                main:574]	:	INFO	:	Epoch 600 | loss: 0.031137 | val_loss: 0.0311555 | Time: 2534.46 ms
[2020-12-22 13:17:54	                main:574]	:	INFO	:	Epoch 601 | loss: 0.0311375 | val_loss: 0.0311598 | Time: 2544.11 ms
[2020-12-22 13:17:57	                main:574]	:	INFO	:	Epoch 602 | loss: 0.0311384 | val_loss: 0.0311591 | Time: 2526.28 ms
[2020-12-22 13:17:59	                main:574]	:	INFO	:	Epoch 603 | loss: 0.0311367 | val_loss: 0.0311541 | Time: 2537.06 ms
[2020-12-22 13:18:02	                main:574]	:	INFO	:	Epoch 604 | loss: 0.0311362 | val_loss: 0.0311559 | Time: 2531.58 ms
[2020-12-22 13:18:04	                main:574]	:	INFO	:	Epoch 605 | loss: 0.0311363 | val_loss: 0.0311581 | Time: 2538.66 ms
[2020-12-22 13:18:07	                main:574]	:	INFO	:	Epoch 606 | loss: 0.031136 | val_loss: 0.0311559 | Time: 2538.63 ms
[2020-12-22 13:18:10	                main:574]	:	INFO	:	Epoch 607 | loss: 0.0311341 | val_loss: 0.0311588 | Time: 2542.47 ms
[2020-12-22 13:18:12	                main:574]	:	INFO	:	Epoch 608 | loss: 0.0311332 | val_loss: 0.0311549 | Time: 2536.33 ms
[2020-12-22 13:18:15	                main:574]	:	INFO	:	Epoch 609 | loss: 0.0311323 | val_loss: 0.0311569 | Time: 2543.55 ms
[2020-12-22 13:18:17	                main:574]	:	INFO	:	Epoch 610 | loss: 0.0311319 | val_loss: 0.0311561 | Time: 2533.49 ms
[2020-12-22 13:18:20	                main:574]	:	INFO	:	Epoch 611 | loss: 0.0311318 | val_loss: 0.0311574 | Time: 2540.89 ms
[2020-12-22 13:18:22	                main:574]	:	INFO	:	Epoch 612 | loss: 0.0311321 | val_loss: 0.0311586 | Time: 2535.85 ms
[2020-12-22 13:18:25	                main:574]	:	INFO	:	Epoch 613 | loss: 0.0311317 | val_loss: 0.0311578 | Time: 2546.11 ms
[2020-12-22 13:18:27	                main:574]	:	INFO	:	Epoch 614 | loss: 0.0311322 | val_loss: 0.0311597 | Time: 2549.25 ms
[2020-12-22 13:18:30	                main:574]	:	INFO	:	Epoch 615 | loss: 0.0311314 | val_loss: 0.0311591 | Time: 2544.74 ms
[2020-12-22 13:18:33	                main:574]	:	INFO	:	Epoch 616 | loss: 0.0311323 | val_loss: 0.0311575 | Time: 2538.85 ms
[2020-12-22 13:18:35	                main:574]	:	INFO	:	Epoch 617 | loss: 0.0311324 | val_loss: 0.0311597 | Time: 2545.81 ms
[2020-12-22 13:18:38	                main:574]	:	INFO	:	Epoch 618 | loss: 0.0311353 | val_loss: 0.0311591 | Time: 2542.82 ms
[2020-12-22 13:18:40	                main:574]	:	INFO	:	Epoch 619 | loss: 0.0311402 | val_loss: 0.03116 | Time: 2552.34 ms
[2020-12-22 13:18:43	                main:574]	:	INFO	:	Epoch 620 | loss: 0.0311331 | val_loss: 0.0311597 | Time: 2533.27 ms
[2020-12-22 13:18:45	                main:574]	:	INFO	:	Epoch 621 | loss: 0.0311317 | val_loss: 0.0311585 | Time: 2547.51 ms
[2020-12-22 13:18:48	                main:574]	:	INFO	:	Epoch 622 | loss: 0.0311309 | val_loss: 0.0311595 | Time: 2541.06 ms
[2020-12-22 13:18:50	                main:574]	:	INFO	:	Epoch 623 | loss: 0.0311339 | val_loss: 0.0311581 | Time: 2555.43 ms
[2020-12-22 13:18:53	                main:574]	:	INFO	:	Epoch 624 | loss: 0.0311359 | val_loss: 0.0311553 | Time: 2528.65 ms
[2020-12-22 13:18:55	                main:574]	:	INFO	:	Epoch 625 | loss: 0.0311327 | val_loss: 0.0311616 | Time: 2542.37 ms
[2020-12-22 13:18:58	                main:574]	:	INFO	:	Epoch 626 | loss: 0.0311336 | val_loss: 0.0311598 | Time: 2542 ms
[2020-12-22 13:19:01	                main:574]	:	INFO	:	Epoch 627 | loss: 0.0311329 | val_loss: 0.031159 | Time: 2540.18 ms
[2020-12-22 13:19:03	                main:574]	:	INFO	:	Epoch 628 | loss: 0.0311319 | val_loss: 0.0311552 | Time: 2541.69 ms
[2020-12-22 13:19:06	                main:574]	:	INFO	:	Epoch 629 | loss: 0.0311325 | val_loss: 0.0311561 | Time: 2546.38 ms
[2020-12-22 13:19:08	                main:574]	:	INFO	:	Epoch 630 | loss: 0.0311323 | val_loss: 0.0311596 | Time: 2543.61 ms
[2020-12-22 13:19:11	                main:574]	:	INFO	:	Epoch 631 | loss: 0.031133 | val_loss: 0.0311555 | Time: 2540.75 ms
[2020-12-22 13:19:13	                main:574]	:	INFO	:	Epoch 632 | loss: 0.0311311 | val_loss: 0.0311582 | Time: 2547.92 ms
[2020-12-22 13:19:16	                main:574]	:	INFO	:	Epoch 633 | loss: 0.0311316 | val_loss: 0.0311596 | Time: 2547.76 ms
[2020-12-22 13:19:18	                main:574]	:	INFO	:	Epoch 634 | loss: 0.031129 | val_loss: 0.0311574 | Time: 2538.9 ms
[2020-12-22 13:19:21	                main:574]	:	INFO	:	Epoch 635 | loss: 0.0311283 | val_loss: 0.0311597 | Time: 2547.46 ms
[2020-12-22 13:19:23	                main:574]	:	INFO	:	Epoch 636 | loss: 0.0311289 | val_loss: 0.0311602 | Time: 2536.93 ms
[2020-12-22 13:19:26	                main:574]	:	INFO	:	Epoch 637 | loss: 0.0311298 | val_loss: 0.0311624 | Time: 2543.15 ms
[2020-12-22 13:19:29	                main:574]	:	INFO	:	Epoch 638 | loss: 0.0311291 | val_loss: 0.0311583 | Time: 2535.44 ms
[2020-12-22 13:19:31	                main:574]	:	INFO	:	Epoch 639 | loss: 0.0311276 | val_loss: 0.0311557 | Time: 2544.36 ms
[2020-12-22 13:19:34	                main:574]	:	INFO	:	Epoch 640 | loss: 0.031127 | val_loss: 0.0311595 | Time: 2531.77 ms
[2020-12-22 13:19:36	                main:574]	:	INFO	:	Epoch 641 | loss: 0.0311273 | val_loss: 0.0311583 | Time: 2551.11 ms
[2020-12-22 13:19:39	                main:574]	:	INFO	:	Epoch 642 | loss: 0.0311248 | val_loss: 0.031159 | Time: 2536.6 ms
[2020-12-22 13:19:41	                main:574]	:	INFO	:	Epoch 643 | loss: 0.0311264 | val_loss: 0.0311502 | Time: 2549.16 ms
[2020-12-22 13:19:44	                main:574]	:	INFO	:	Epoch 644 | loss: 0.0311282 | val_loss: 0.0311507 | Time: 2534.93 ms
[2020-12-22 13:19:46	                main:574]	:	INFO	:	Epoch 645 | loss: 0.0311272 | val_loss: 0.0311526 | Time: 2540.03 ms
[2020-12-22 13:19:49	                main:574]	:	INFO	:	Epoch 646 | loss: 0.031126 | val_loss: 0.0311551 | Time: 2543.24 ms
[2020-12-22 13:19:52	                main:574]	:	INFO	:	Epoch 647 | loss: 0.0311285 | val_loss: 0.0311536 | Time: 2547.12 ms
[2020-12-22 13:19:54	                main:574]	:	INFO	:	Epoch 648 | loss: 0.0311286 | val_loss: 0.0311511 | Time: 2537.48 ms
[2020-12-22 13:19:57	                main:574]	:	INFO	:	Epoch 649 | loss: 0.0311279 | val_loss: 0.0311572 | Time: 2557.49 ms
[2020-12-22 13:19:59	                main:574]	:	INFO	:	Epoch 650 | loss: 0.0311326 | val_loss: 0.0311526 | Time: 2560.9 ms
[2020-12-22 13:20:02	                main:574]	:	INFO	:	Epoch 651 | loss: 0.0311303 | val_loss: 0.0311566 | Time: 2548.28 ms
[2020-12-22 13:20:04	                main:574]	:	INFO	:	Epoch 652 | loss: 0.0311253 | val_loss: 0.0311569 | Time: 2541.4 ms
[2020-12-22 13:20:07	                main:574]	:	INFO	:	Epoch 653 | loss: 0.0311255 | val_loss: 0.0311545 | Time: 2544.09 ms
[2020-12-22 13:20:09	                main:574]	:	INFO	:	Epoch 654 | loss: 0.0311247 | val_loss: 0.0311563 | Time: 2542.51 ms
[2020-12-22 13:20:12	                main:574]	:	INFO	:	Epoch 655 | loss: 0.0311234 | val_loss: 0.0311576 | Time: 2546.9 ms
[2020-12-22 13:20:14	                main:574]	:	INFO	:	Epoch 656 | loss: 0.0311232 | val_loss: 0.0311561 | Time: 2550.09 ms
[2020-12-22 13:20:17	                main:574]	:	INFO	:	Epoch 657 | loss: 0.0311228 | val_loss: 0.0311568 | Time: 2536.88 ms
[2020-12-22 13:20:20	                main:574]	:	INFO	:	Epoch 658 | loss: 0.0311235 | val_loss: 0.0311575 | Time: 2545.69 ms
[2020-12-22 13:20:22	                main:574]	:	INFO	:	Epoch 659 | loss: 0.0311262 | val_loss: 0.031158 | Time: 2539.75 ms
[2020-12-22 13:20:25	                main:574]	:	INFO	:	Epoch 660 | loss: 0.0311237 | val_loss: 0.031155 | Time: 2542.07 ms
[2020-12-22 13:20:27	                main:574]	:	INFO	:	Epoch 661 | loss: 0.0311231 | val_loss: 0.0311581 | Time: 2549.06 ms
[2020-12-22 13:20:30	                main:574]	:	INFO	:	Epoch 662 | loss: 0.0311229 | val_loss: 0.0311565 | Time: 2542.17 ms
[2020-12-22 13:20:32	                main:574]	:	INFO	:	Epoch 663 | loss: 0.0311236 | val_loss: 0.031155 | Time: 2536.84 ms
[2020-12-22 13:20:35	                main:574]	:	INFO	:	Epoch 664 | loss: 0.0311234 | val_loss: 0.0311641 | Time: 2542.01 ms
[2020-12-22 13:20:37	                main:574]	:	INFO	:	Epoch 665 | loss: 0.0311228 | val_loss: 0.031159 | Time: 2537.34 ms
[2020-12-22 13:20:40	                main:574]	:	INFO	:	Epoch 666 | loss: 0.0311218 | val_loss: 0.031159 | Time: 2543.02 ms
[2020-12-22 13:20:43	                main:574]	:	INFO	:	Epoch 667 | loss: 0.0311249 | val_loss: 0.0311608 | Time: 2548.98 ms
[2020-12-22 13:20:45	                main:574]	:	INFO	:	Epoch 668 | loss: 0.0311237 | val_loss: 0.0311653 | Time: 2541.37 ms
[2020-12-22 13:20:48	                main:574]	:	INFO	:	Epoch 669 | loss: 0.0311289 | val_loss: 0.03116 | Time: 2539.57 ms
[2020-12-22 13:20:50	                main:574]	:	INFO	:	Epoch 670 | loss: 0.0311248 | val_loss: 0.031157 | Time: 2549.64 ms
[2020-12-22 13:20:53	                main:574]	:	INFO	:	Epoch 671 | loss: 0.031125 | val_loss: 0.03116 | Time: 2540.53 ms
[2020-12-22 13:20:55	                main:574]	:	INFO	:	Epoch 672 | loss: 0.0311283 | val_loss: 0.0311571 | Time: 2543.53 ms
[2020-12-22 13:20:58	                main:574]	:	INFO	:	Epoch 673 | loss: 0.0311257 | val_loss: 0.0311581 | Time: 2542.96 ms
[2020-12-22 13:21:00	                main:574]	:	INFO	:	Epoch 674 | loss: 0.0311274 | val_loss: 0.0311603 | Time: 2551.61 ms
[2020-12-22 13:21:03	                main:574]	:	INFO	:	Epoch 675 | loss: 0.0311252 | val_loss: 0.0311561 | Time: 2539.79 ms
[2020-12-22 13:21:05	                main:574]	:	INFO	:	Epoch 676 | loss: 0.0311225 | val_loss: 0.0311546 | Time: 2548.45 ms
[2020-12-22 13:21:08	                main:574]	:	INFO	:	Epoch 677 | loss: 0.0311226 | val_loss: 0.0311585 | Time: 2547.68 ms
[2020-12-22 13:21:11	                main:574]	:	INFO	:	Epoch 678 | loss: 0.0311255 | val_loss: 0.0311628 | Time: 2547.62 ms
[2020-12-22 13:21:13	                main:574]	:	INFO	:	Epoch 679 | loss: 0.0311253 | val_loss: 0.031156 | Time: 2533.8 ms
[2020-12-22 13:21:16	                main:574]	:	INFO	:	Epoch 680 | loss: 0.0311251 | val_loss: 0.0311603 | Time: 2547.79 ms
[2020-12-22 13:21:18	                main:574]	:	INFO	:	Epoch 681 | loss: 0.0311231 | val_loss: 0.0311577 | Time: 2535.51 ms
[2020-12-22 13:21:21	                main:574]	:	INFO	:	Epoch 682 | loss: 0.0311247 | val_loss: 0.0311538 | Time: 2537.86 ms
[2020-12-22 13:21:23	                main:574]	:	INFO	:	Epoch 683 | loss: 0.0311246 | val_loss: 0.0311578 | Time: 2534.18 ms
[2020-12-22 13:21:26	                main:574]	:	INFO	:	Epoch 684 | loss: 0.0311253 | val_loss: 0.0311556 | Time: 2545.15 ms
[2020-12-22 13:21:28	                main:574]	:	INFO	:	Epoch 685 | loss: 0.0311271 | val_loss: 0.0311575 | Time: 2537.74 ms
[2020-12-22 13:21:31	                main:574]	:	INFO	:	Epoch 686 | loss: 0.0311284 | val_loss: 0.0311592 | Time: 2498.92 ms
[2020-12-22 13:21:33	                main:574]	:	INFO	:	Epoch 687 | loss: 0.0311295 | val_loss: 0.0311566 | Time: 2589.29 ms
[2020-12-22 13:21:36	                main:574]	:	INFO	:	Epoch 688 | loss: 0.0311255 | val_loss: 0.0311575 | Time: 2540.5 ms
[2020-12-22 13:21:39	                main:574]	:	INFO	:	Epoch 689 | loss: 0.0311268 | val_loss: 0.0311557 | Time: 2543.19 ms
[2020-12-22 13:21:41	                main:574]	:	INFO	:	Epoch 690 | loss: 0.0311251 | val_loss: 0.0311515 | Time: 2548.47 ms
[2020-12-22 13:21:44	                main:574]	:	INFO	:	Epoch 691 | loss: 0.0311236 | val_loss: 0.0311575 | Time: 2530.98 ms
[2020-12-22 13:21:46	                main:574]	:	INFO	:	Epoch 692 | loss: 0.0311238 | val_loss: 0.0311574 | Time: 2539.92 ms
[2020-12-22 13:21:49	                main:574]	:	INFO	:	Epoch 693 | loss: 0.0311223 | val_loss: 0.031159 | Time: 2533.56 ms
[2020-12-22 13:21:51	                main:574]	:	INFO	:	Epoch 694 | loss: 0.0311246 | val_loss: 0.0311594 | Time: 2544.99 ms
[2020-12-22 13:21:54	                main:574]	:	INFO	:	Epoch 695 | loss: 0.0311266 | val_loss: 0.0311534 | Time: 2541.97 ms
[2020-12-22 13:21:56	                main:574]	:	INFO	:	Epoch 696 | loss: 0.0311232 | val_loss: 0.0311528 | Time: 2539.07 ms
[2020-12-22 13:21:59	                main:574]	:	INFO	:	Epoch 697 | loss: 0.0311347 | val_loss: 0.0311579 | Time: 2538.3 ms
[2020-12-22 13:22:01	                main:574]	:	INFO	:	Epoch 698 | loss: 0.0311341 | val_loss: 0.0311595 | Time: 2535.56 ms
[2020-12-22 13:22:04	                main:574]	:	INFO	:	Epoch 699 | loss: 0.0311302 | val_loss: 0.0311563 | Time: 2544.29 ms
[2020-12-22 13:22:07	                main:574]	:	INFO	:	Epoch 700 | loss: 0.0311276 | val_loss: 0.0311627 | Time: 2546.03 ms
[2020-12-22 13:22:09	                main:574]	:	INFO	:	Epoch 701 | loss: 0.0311295 | val_loss: 0.0311542 | Time: 2546.67 ms
[2020-12-22 13:22:12	                main:574]	:	INFO	:	Epoch 702 | loss: 0.0311277 | val_loss: 0.0311536 | Time: 2534.43 ms
[2020-12-22 13:22:14	                main:574]	:	INFO	:	Epoch 703 | loss: 0.0311274 | val_loss: 0.0311525 | Time: 2539.24 ms
[2020-12-22 13:22:17	                main:574]	:	INFO	:	Epoch 704 | loss: 0.0311258 | val_loss: 0.0311539 | Time: 2560.47 ms
[2020-12-22 13:22:19	                main:574]	:	INFO	:	Epoch 705 | loss: 0.0311239 | val_loss: 0.0311532 | Time: 2556.62 ms
[2020-12-22 13:22:22	                main:574]	:	INFO	:	Epoch 706 | loss: 0.0311222 | val_loss: 0.0311512 | Time: 2548.47 ms
[2020-12-22 13:22:24	                main:574]	:	INFO	:	Epoch 707 | loss: 0.0311236 | val_loss: 0.0311519 | Time: 2549.49 ms
[2020-12-22 13:22:27	                main:574]	:	INFO	:	Epoch 708 | loss: 0.0311229 | val_loss: 0.0311563 | Time: 2537.94 ms
[2020-12-22 13:22:30	                main:574]	:	INFO	:	Epoch 709 | loss: 0.0311236 | val_loss: 0.031152 | Time: 2541.55 ms
[2020-12-22 13:22:32	                main:574]	:	INFO	:	Epoch 710 | loss: 0.0311229 | val_loss: 0.0311519 | Time: 2540.24 ms
[2020-12-22 13:22:35	                main:574]	:	INFO	:	Epoch 711 | loss: 0.0311213 | val_loss: 0.0311565 | Time: 2542.64 ms
[2020-12-22 13:22:37	                main:574]	:	INFO	:	Epoch 712 | loss: 0.0311209 | val_loss: 0.0311536 | Time: 2541.89 ms
[2020-12-22 13:22:40	                main:574]	:	INFO	:	Epoch 713 | loss: 0.0311226 | val_loss: 0.0311596 | Time: 2541.65 ms
[2020-12-22 13:22:42	                main:574]	:	INFO	:	Epoch 714 | loss: 0.031125 | val_loss: 0.0311605 | Time: 2539.49 ms
[2020-12-22 13:22:45	                main:574]	:	INFO	:	Epoch 715 | loss: 0.0311238 | val_loss: 0.0311545 | Time: 2542.64 ms
[2020-12-22 13:22:47	                main:574]	:	INFO	:	Epoch 716 | loss: 0.0311278 | val_loss: 0.0311585 | Time: 2541.44 ms
[2020-12-22 13:22:50	                main:574]	:	INFO	:	Epoch 717 | loss: 0.0311278 | val_loss: 0.0311542 | Time: 2547.99 ms
[2020-12-22 13:22:52	                main:574]	:	INFO	:	Epoch 718 | loss: 0.0311282 | val_loss: 0.0311572 | Time: 2557.21 ms
[2020-12-22 13:22:55	                main:574]	:	INFO	:	Epoch 719 | loss: 0.0311257 | val_loss: 0.0311539 | Time: 2542.04 ms
[2020-12-22 13:22:58	                main:574]	:	INFO	:	Epoch 720 | loss: 0.0311253 | val_loss: 0.0311592 | Time: 2529.82 ms
[2020-12-22 13:23:00	                main:574]	:	INFO	:	Epoch 721 | loss: 0.0311268 | val_loss: 0.0311623 | Time: 2553.36 ms
[2020-12-22 13:23:03	                main:574]	:	INFO	:	Epoch 722 | loss: 0.0311273 | val_loss: 0.0311611 | Time: 2539.53 ms
[2020-12-22 13:23:05	                main:574]	:	INFO	:	Epoch 723 | loss: 0.031128 | val_loss: 0.031162 | Time: 2545.55 ms
[2020-12-22 13:23:08	                main:574]	:	INFO	:	Epoch 724 | loss: 0.0311284 | val_loss: 0.0311586 | Time: 2541.27 ms
[2020-12-22 13:23:10	                main:574]	:	INFO	:	Epoch 725 | loss: 0.0311291 | val_loss: 0.0311567 | Time: 2547.82 ms
[2020-12-22 13:23:13	                main:574]	:	INFO	:	Epoch 726 | loss: 0.0311292 | val_loss: 0.0311577 | Time: 2525.44 ms
[2020-12-22 13:23:15	                main:574]	:	INFO	:	Epoch 727 | loss: 0.0311304 | val_loss: 0.0311544 | Time: 2538.58 ms
[2020-12-22 13:23:18	                main:574]	:	INFO	:	Epoch 728 | loss: 0.0311284 | val_loss: 0.031158 | Time: 2550.91 ms
[2020-12-22 13:23:20	                main:574]	:	INFO	:	Epoch 729 | loss: 0.0311304 | val_loss: 0.0311604 | Time: 2544.08 ms
[2020-12-22 13:23:23	                main:574]	:	INFO	:	Epoch 730 | loss: 0.0311283 | val_loss: 0.0311587 | Time: 2544.4 ms
[2020-12-22 13:23:26	                main:574]	:	INFO	:	Epoch 731 | loss: 0.0311274 | val_loss: 0.0311592 | Time: 2541.29 ms
[2020-12-22 13:23:28	                main:574]	:	INFO	:	Epoch 732 | loss: 0.0311254 | val_loss: 0.0311573 | Time: 2536.68 ms
[2020-12-22 13:23:31	                main:574]	:	INFO	:	Epoch 733 | loss: 0.0311247 | val_loss: 0.0311561 | Time: 2529.98 ms
[2020-12-22 13:23:33	                main:574]	:	INFO	:	Epoch 734 | loss: 0.0311245 | val_loss: 0.031157 | Time: 2549.91 ms
[2020-12-22 13:23:36	                main:574]	:	INFO	:	Epoch 735 | loss: 0.0311259 | val_loss: 0.0311533 | Time: 2550.06 ms
[2020-12-22 13:23:38	                main:574]	:	INFO	:	Epoch 736 | loss: 0.0311223 | val_loss: 0.0311578 | Time: 2544.04 ms
[2020-12-22 13:23:41	                main:574]	:	INFO	:	Epoch 737 | loss: 0.0311227 | val_loss: 0.0311538 | Time: 2544.63 ms
[2020-12-22 13:23:43	                main:574]	:	INFO	:	Epoch 738 | loss: 0.031122 | val_loss: 0.0311547 | Time: 2539.75 ms
[2020-12-22 13:23:46	                main:574]	:	INFO	:	Epoch 739 | loss: 0.0311243 | val_loss: 0.0311517 | Time: 2534.84 ms
[2020-12-22 13:23:49	                main:574]	:	INFO	:	Epoch 740 | loss: 0.0311232 | val_loss: 0.0311503 | Time: 2535.26 ms
[2020-12-22 13:23:51	                main:574]	:	INFO	:	Epoch 741 | loss: 0.0311238 | val_loss: 0.031153 | Time: 2547.97 ms
[2020-12-22 13:23:54	                main:574]	:	INFO	:	Epoch 742 | loss: 0.0311226 | val_loss: 0.0311519 | Time: 2542.13 ms
[2020-12-22 13:23:56	                main:574]	:	INFO	:	Epoch 743 | loss: 0.0311224 | val_loss: 0.0311535 | Time: 2541.27 ms
[2020-12-22 13:23:59	                main:574]	:	INFO	:	Epoch 744 | loss: 0.0311223 | val_loss: 0.0311568 | Time: 2536.7 ms
[2020-12-22 13:24:01	                main:574]	:	INFO	:	Epoch 745 | loss: 0.0311245 | val_loss: 0.0311508 | Time: 2536.84 ms
[2020-12-22 13:24:04	                main:574]	:	INFO	:	Epoch 746 | loss: 0.0311281 | val_loss: 0.0311607 | Time: 2543.36 ms
[2020-12-22 13:24:06	                main:574]	:	INFO	:	Epoch 747 | loss: 0.0311252 | val_loss: 0.0311537 | Time: 2543.87 ms
[2020-12-22 13:24:09	                main:574]	:	INFO	:	Epoch 748 | loss: 0.0311235 | val_loss: 0.0311557 | Time: 2547.79 ms
[2020-12-22 13:24:11	                main:574]	:	INFO	:	Epoch 749 | loss: 0.0311259 | val_loss: 0.031159 | Time: 2549.79 ms
[2020-12-22 13:24:14	                main:574]	:	INFO	:	Epoch 750 | loss: 0.0311231 | val_loss: 0.0311537 | Time: 2543.46 ms
[2020-12-22 13:24:17	                main:574]	:	INFO	:	Epoch 751 | loss: 0.0311216 | val_loss: 0.0311583 | Time: 2531.18 ms
[2020-12-22 13:24:19	                main:574]	:	INFO	:	Epoch 752 | loss: 0.0311229 | val_loss: 0.0311621 | Time: 2549.92 ms
[2020-12-22 13:24:22	                main:574]	:	INFO	:	Epoch 753 | loss: 0.0311228 | val_loss: 0.0311554 | Time: 2545.19 ms
[2020-12-22 13:24:24	                main:574]	:	INFO	:	Epoch 754 | loss: 0.031122 | val_loss: 0.0311584 | Time: 2549.44 ms
[2020-12-22 13:24:27	                main:574]	:	INFO	:	Epoch 755 | loss: 0.0311209 | val_loss: 0.0311593 | Time: 2532.59 ms
[2020-12-22 13:24:29	                main:574]	:	INFO	:	Epoch 756 | loss: 0.0311198 | val_loss: 0.0311563 | Time: 2552 ms
[2020-12-22 13:24:32	                main:574]	:	INFO	:	Epoch 757 | loss: 0.0311193 | val_loss: 0.0311544 | Time: 2536.26 ms
[2020-12-22 13:24:34	                main:574]	:	INFO	:	Epoch 758 | loss: 0.0311219 | val_loss: 0.031154 | Time: 2564.28 ms
[2020-12-22 13:24:37	                main:574]	:	INFO	:	Epoch 759 | loss: 0.0311239 | val_loss: 0.0311565 | Time: 2536.7 ms
[2020-12-22 13:24:40	                main:574]	:	INFO	:	Epoch 760 | loss: 0.0311244 | val_loss: 0.0311528 | Time: 2544.09 ms
[2020-12-22 13:24:42	                main:574]	:	INFO	:	Epoch 761 | loss: 0.0311249 | val_loss: 0.0311545 | Time: 2536.94 ms
[2020-12-22 13:24:45	                main:574]	:	INFO	:	Epoch 762 | loss: 0.0311264 | val_loss: 0.0311517 | Time: 2545.09 ms
[2020-12-22 13:24:47	                main:574]	:	INFO	:	Epoch 763 | loss: 0.0311235 | val_loss: 0.0311511 | Time: 2545.92 ms
[2020-12-22 13:24:50	                main:574]	:	INFO	:	Epoch 764 | loss: 0.0311239 | val_loss: 0.0311559 | Time: 2550.04 ms
[2020-12-22 13:24:52	                main:574]	:	INFO	:	Epoch 765 | loss: 0.0311242 | val_loss: 0.0311572 | Time: 2539.79 ms
[2020-12-22 13:24:55	                main:574]	:	INFO	:	Epoch 766 | loss: 0.0311235 | val_loss: 0.0311556 | Time: 2539.06 ms
[2020-12-22 13:24:57	                main:574]	:	INFO	:	Epoch 767 | loss: 0.0311229 | val_loss: 0.0311576 | Time: 2538.29 ms
[2020-12-22 13:25:00	                main:574]	:	INFO	:	Epoch 768 | loss: 0.0311251 | val_loss: 0.0311516 | Time: 2545.74 ms
[2020-12-22 13:25:02	                main:574]	:	INFO	:	Epoch 769 | loss: 0.0311226 | val_loss: 0.0311494 | Time: 2544.2 ms
[2020-12-22 13:25:05	                main:574]	:	INFO	:	Epoch 770 | loss: 0.0311254 | val_loss: 0.0311531 | Time: 2539.2 ms
[2020-12-22 13:25:08	                main:574]	:	INFO	:	Epoch 771 | loss: 0.0311225 | val_loss: 0.0311532 | Time: 2530.11 ms
[2020-12-22 13:25:10	                main:574]	:	INFO	:	Epoch 772 | loss: 0.0311258 | val_loss: 0.0311524 | Time: 2544.66 ms
[2020-12-22 13:25:13	                main:574]	:	INFO	:	Epoch 773 | loss: 0.0311239 | val_loss: 0.0311547 | Time: 2533.56 ms
[2020-12-22 13:25:15	                main:574]	:	INFO	:	Epoch 774 | loss: 0.0311245 | val_loss: 0.0311515 | Time: 2534.63 ms
[2020-12-22 13:25:18	                main:574]	:	INFO	:	Epoch 775 | loss: 0.0311267 | val_loss: 0.0311541 | Time: 2544.11 ms
[2020-12-22 13:25:20	                main:574]	:	INFO	:	Epoch 776 | loss: 0.0311253 | val_loss: 0.0311542 | Time: 2535.02 ms
[2020-12-22 13:25:23	                main:574]	:	INFO	:	Epoch 777 | loss: 0.0311287 | val_loss: 0.0311511 | Time: 2541.78 ms
[2020-12-22 13:25:25	                main:574]	:	INFO	:	Epoch 778 | loss: 0.0311298 | val_loss: 0.0311536 | Time: 2537.44 ms
[2020-12-22 13:25:28	                main:574]	:	INFO	:	Epoch 779 | loss: 0.0311299 | val_loss: 0.0311507 | Time: 2541.14 ms
[2020-12-22 13:25:30	                main:574]	:	INFO	:	Epoch 780 | loss: 0.031128 | val_loss: 0.0311487 | Time: 2541.74 ms
[2020-12-22 13:25:33	                main:574]	:	INFO	:	Epoch 781 | loss: 0.0311274 | val_loss: 0.0311525 | Time: 2537.33 ms
[2020-12-22 13:25:36	                main:574]	:	INFO	:	Epoch 782 | loss: 0.0311271 | val_loss: 0.0311521 | Time: 2539.37 ms
[2020-12-22 13:25:38	                main:574]	:	INFO	:	Epoch 783 | loss: 0.03113 | val_loss: 0.0311532 | Time: 2535.39 ms
[2020-12-22 13:25:41	                main:574]	:	INFO	:	Epoch 784 | loss: 0.0311278 | val_loss: 0.0311526 | Time: 2546.35 ms
[2020-12-22 13:25:43	                main:574]	:	INFO	:	Epoch 785 | loss: 0.0311237 | val_loss: 0.0311528 | Time: 2533.51 ms
[2020-12-22 13:25:46	                main:574]	:	INFO	:	Epoch 786 | loss: 0.0311221 | val_loss: 0.0311501 | Time: 2536.55 ms
[2020-12-22 13:25:48	                main:574]	:	INFO	:	Epoch 787 | loss: 0.0311231 | val_loss: 0.0311513 | Time: 2545.1 ms
[2020-12-22 13:25:51	                main:574]	:	INFO	:	Epoch 788 | loss: 0.0311225 | val_loss: 0.0311595 | Time: 2539.3 ms
[2020-12-22 13:25:53	                main:574]	:	INFO	:	Epoch 789 | loss: 0.0311268 | val_loss: 0.0311594 | Time: 2538.16 ms
[2020-12-22 13:25:56	                main:574]	:	INFO	:	Epoch 790 | loss: 0.0311243 | val_loss: 0.0311537 | Time: 2535.87 ms
[2020-12-22 13:25:58	                main:574]	:	INFO	:	Epoch 791 | loss: 0.0311231 | val_loss: 0.0311539 | Time: 2558.72 ms
[2020-12-22 13:26:01	                main:574]	:	INFO	:	Epoch 792 | loss: 0.0311252 | val_loss: 0.0311523 | Time: 2546.2 ms
[2020-12-22 13:26:04	                main:574]	:	INFO	:	Epoch 793 | loss: 0.031124 | val_loss: 0.0311523 | Time: 2536.48 ms
[2020-12-22 13:26:06	                main:574]	:	INFO	:	Epoch 794 | loss: 0.0311228 | val_loss: 0.0311546 | Time: 2540.8 ms
[2020-12-22 13:26:09	                main:574]	:	INFO	:	Epoch 795 | loss: 0.0311234 | val_loss: 0.0311524 | Time: 2538.82 ms
[2020-12-22 13:26:11	                main:574]	:	INFO	:	Epoch 796 | loss: 0.0311247 | val_loss: 0.0311522 | Time: 2543.63 ms
[2020-12-22 13:26:14	                main:574]	:	INFO	:	Epoch 797 | loss: 0.0311221 | val_loss: 0.0311527 | Time: 2539.29 ms
[2020-12-22 13:26:16	                main:574]	:	INFO	:	Epoch 798 | loss: 0.0311216 | val_loss: 0.0311502 | Time: 2537.85 ms
[2020-12-22 13:26:19	                main:574]	:	INFO	:	Epoch 799 | loss: 0.0311238 | val_loss: 0.0311504 | Time: 2538.95 ms
[2020-12-22 13:26:21	                main:574]	:	INFO	:	Epoch 800 | loss: 0.031124 | val_loss: 0.031156 | Time: 2541.41 ms
[2020-12-22 13:26:24	                main:574]	:	INFO	:	Epoch 801 | loss: 0.0311224 | val_loss: 0.03115 | Time: 2526.52 ms
[2020-12-22 13:26:26	                main:574]	:	INFO	:	Epoch 802 | loss: 0.0311235 | val_loss: 0.0311494 | Time: 2537.47 ms
[2020-12-22 13:26:29	                main:574]	:	INFO	:	Epoch 803 | loss: 0.0311229 | val_loss: 0.0311492 | Time: 2539.65 ms
[2020-12-22 13:26:32	                main:574]	:	INFO	:	Epoch 804 | loss: 0.0311223 | val_loss: 0.03115 | Time: 2546.11 ms
[2020-12-22 13:26:34	                main:574]	:	INFO	:	Epoch 805 | loss: 0.0311221 | val_loss: 0.0311517 | Time: 2537.48 ms
[2020-12-22 13:26:37	                main:574]	:	INFO	:	Epoch 806 | loss: 0.0311231 | val_loss: 0.0311488 | Time: 2553.89 ms
[2020-12-22 13:26:39	                main:574]	:	INFO	:	Epoch 807 | loss: 0.0311205 | val_loss: 0.0311527 | Time: 2543.97 ms
[2020-12-22 13:26:42	                main:574]	:	INFO	:	Epoch 808 | loss: 0.0311201 | val_loss: 0.0311499 | Time: 2547.08 ms
[2020-12-22 13:26:44	                main:574]	:	INFO	:	Epoch 809 | loss: 0.0311199 | val_loss: 0.0311488 | Time: 2547.18 ms
[2020-12-22 13:26:47	                main:574]	:	INFO	:	Epoch 810 | loss: 0.0311206 | val_loss: 0.03115 | Time: 2533.79 ms
[2020-12-22 13:26:49	                main:574]	:	INFO	:	Epoch 811 | loss: 0.0311194 | val_loss: 0.0311511 | Time: 2548.18 ms
[2020-12-22 13:26:52	                main:574]	:	INFO	:	Epoch 812 | loss: 0.031121 | val_loss: 0.0311507 | Time: 2538.14 ms
[2020-12-22 13:26:54	                main:574]	:	INFO	:	Epoch 813 | loss: 0.0311202 | val_loss: 0.0311578 | Time: 2540.56 ms
[2020-12-22 13:26:57	                main:574]	:	INFO	:	Epoch 814 | loss: 0.0311224 | val_loss: 0.0311554 | Time: 2530.62 ms
[2020-12-22 13:27:00	                main:574]	:	INFO	:	Epoch 815 | loss: 0.0311265 | val_loss: 0.0311538 | Time: 2554.21 ms
[2020-12-22 13:27:02	                main:574]	:	INFO	:	Epoch 816 | loss: 0.0311276 | val_loss: 0.031153 | Time: 2537.96 ms
[2020-12-22 13:27:05	                main:574]	:	INFO	:	Epoch 817 | loss: 0.031125 | val_loss: 0.0311549 | Time: 2546.67 ms
[2020-12-22 13:27:07	                main:574]	:	INFO	:	Epoch 818 | loss: 0.0311261 | val_loss: 0.0311547 | Time: 2538.88 ms
[2020-12-22 13:27:10	                main:574]	:	INFO	:	Epoch 819 | loss: 0.0311258 | val_loss: 0.0311553 | Time: 2551.51 ms
[2020-12-22 13:27:12	                main:574]	:	INFO	:	Epoch 820 | loss: 0.0311233 | val_loss: 0.031157 | Time: 2549.73 ms
[2020-12-22 13:27:15	                main:574]	:	INFO	:	Epoch 821 | loss: 0.0311229 | val_loss: 0.0311585 | Time: 2562.51 ms
[2020-12-22 13:27:17	                main:574]	:	INFO	:	Epoch 822 | loss: 0.0311237 | val_loss: 0.0311574 | Time: 2542.54 ms
[2020-12-22 13:27:20	                main:574]	:	INFO	:	Epoch 823 | loss: 0.0311244 | val_loss: 0.0311551 | Time: 2541.92 ms
[2020-12-22 13:27:23	                main:574]	:	INFO	:	Epoch 824 | loss: 0.0311249 | val_loss: 0.0311531 | Time: 2541.9 ms
[2020-12-22 13:27:25	                main:574]	:	INFO	:	Epoch 825 | loss: 0.0311245 | val_loss: 0.0311598 | Time: 2557.06 ms
[2020-12-22 13:27:28	                main:574]	:	INFO	:	Epoch 826 | loss: 0.031123 | val_loss: 0.0311537 | Time: 2540.44 ms
[2020-12-22 13:27:30	                main:574]	:	INFO	:	Epoch 827 | loss: 0.0311211 | val_loss: 0.0311526 | Time: 2548.16 ms
[2020-12-22 13:27:33	                main:574]	:	INFO	:	Epoch 828 | loss: 0.0311211 | val_loss: 0.0311538 | Time: 2540.23 ms
[2020-12-22 13:27:35	                main:574]	:	INFO	:	Epoch 829 | loss: 0.0311207 | val_loss: 0.0311597 | Time: 2547.76 ms
[2020-12-22 13:27:38	                main:574]	:	INFO	:	Epoch 830 | loss: 0.0311218 | val_loss: 0.0311538 | Time: 2536.73 ms
[2020-12-22 13:27:40	                main:574]	:	INFO	:	Epoch 831 | loss: 0.0311226 | val_loss: 0.0311587 | Time: 2547.31 ms
[2020-12-22 13:27:43	                main:574]	:	INFO	:	Epoch 832 | loss: 0.0311239 | val_loss: 0.0311576 | Time: 2538.85 ms
[2020-12-22 13:27:45	                main:574]	:	INFO	:	Epoch 833 | loss: 0.0311214 | val_loss: 0.0311618 | Time: 2544.41 ms
[2020-12-22 13:27:48	                main:574]	:	INFO	:	Epoch 834 | loss: 0.0311227 | val_loss: 0.0311593 | Time: 2533.25 ms
[2020-12-22 13:27:51	                main:574]	:	INFO	:	Epoch 835 | loss: 0.0311242 | val_loss: 0.0311665 | Time: 2538.91 ms
[2020-12-22 13:27:53	                main:574]	:	INFO	:	Epoch 836 | loss: 0.0311291 | val_loss: 0.0311583 | Time: 2544.95 ms
[2020-12-22 13:27:56	                main:574]	:	INFO	:	Epoch 837 | loss: 0.0311288 | val_loss: 0.0311577 | Time: 2544.7 ms
[2020-12-22 13:27:58	                main:574]	:	INFO	:	Epoch 838 | loss: 0.0311288 | val_loss: 0.0311571 | Time: 2517.1 ms
[2020-12-22 13:28:01	                main:574]	:	INFO	:	Epoch 839 | loss: 0.0311303 | val_loss: 0.0311581 | Time: 2544.35 ms
[2020-12-22 13:28:03	                main:574]	:	INFO	:	Epoch 840 | loss: 0.0311306 | val_loss: 0.0311604 | Time: 2545.17 ms
[2020-12-22 13:28:06	                main:574]	:	INFO	:	Epoch 841 | loss: 0.0311276 | val_loss: 0.0311635 | Time: 2545.51 ms
[2020-12-22 13:28:08	                main:574]	:	INFO	:	Epoch 842 | loss: 0.0311275 | val_loss: 0.0311614 | Time: 2535.13 ms
[2020-12-22 13:28:11	                main:574]	:	INFO	:	Epoch 843 | loss: 0.0311246 | val_loss: 0.0311592 | Time: 2547.81 ms
[2020-12-22 13:28:13	                main:574]	:	INFO	:	Epoch 844 | loss: 0.0311237 | val_loss: 0.0311592 | Time: 2534.71 ms
[2020-12-22 13:28:16	                main:574]	:	INFO	:	Epoch 845 | loss: 0.031124 | val_loss: 0.0311571 | Time: 2549.66 ms
[2020-12-22 13:28:19	                main:574]	:	INFO	:	Epoch 846 | loss: 0.031124 | val_loss: 0.0311531 | Time: 2531.41 ms
[2020-12-22 13:28:21	                main:574]	:	INFO	:	Epoch 847 | loss: 0.0311243 | val_loss: 0.0311553 | Time: 2541.18 ms
[2020-12-22 13:28:24	                main:574]	:	INFO	:	Epoch 848 | loss: 0.0311242 | val_loss: 0.0311616 | Time: 2534.7 ms
[2020-12-22 13:28:26	                main:574]	:	INFO	:	Epoch 849 | loss: 0.0311257 | val_loss: 0.0311624 | Time: 2543.74 ms
[2020-12-22 13:28:29	                main:574]	:	INFO	:	Epoch 850 | loss: 0.0311255 | val_loss: 0.031156 | Time: 2534.44 ms
[2020-12-22 13:28:31	                main:574]	:	INFO	:	Epoch 851 | loss: 0.0311249 | val_loss: 0.0311569 | Time: 2551.42 ms
[2020-12-22 13:28:34	                main:574]	:	INFO	:	Epoch 852 | loss: 0.0311254 | val_loss: 0.0311555 | Time: 2567.92 ms
[2020-12-22 13:28:36	                main:574]	:	INFO	:	Epoch 853 | loss: 0.0311273 | val_loss: 0.0311556 | Time: 2547.34 ms
[2020-12-22 13:28:39	                main:574]	:	INFO	:	Epoch 854 | loss: 0.0311274 | val_loss: 0.0311587 | Time: 2510.56 ms
[2020-12-22 13:28:41	                main:574]	:	INFO	:	Epoch 855 | loss: 0.0311286 | val_loss: 0.0311503 | Time: 2531.16 ms
[2020-12-22 13:28:44	                main:574]	:	INFO	:	Epoch 856 | loss: 0.0311266 | val_loss: 0.031153 | Time: 2548.48 ms
[2020-12-22 13:28:47	                main:574]	:	INFO	:	Epoch 857 | loss: 0.0311252 | val_loss: 0.0311522 | Time: 2548.78 ms
[2020-12-22 13:28:49	                main:574]	:	INFO	:	Epoch 858 | loss: 0.0311266 | val_loss: 0.0311613 | Time: 2547.78 ms
[2020-12-22 13:28:52	                main:574]	:	INFO	:	Epoch 859 | loss: 0.0311278 | val_loss: 0.0311586 | Time: 2533.27 ms
[2020-12-22 13:28:54	                main:574]	:	INFO	:	Epoch 860 | loss: 0.0311242 | val_loss: 0.0311557 | Time: 2543.15 ms
[2020-12-22 13:28:57	                main:574]	:	INFO	:	Epoch 861 | loss: 0.0311228 | val_loss: 0.0311559 | Time: 2538.26 ms
[2020-12-22 13:28:59	                main:574]	:	INFO	:	Epoch 862 | loss: 0.0311294 | val_loss: 0.031156 | Time: 2535.64 ms
[2020-12-22 13:29:02	                main:574]	:	INFO	:	Epoch 863 | loss: 0.0311273 | val_loss: 0.0311552 | Time: 2543.32 ms
[2020-12-22 13:29:04	                main:574]	:	INFO	:	Epoch 864 | loss: 0.0311283 | val_loss: 0.0311601 | Time: 2541.32 ms
[2020-12-22 13:29:07	                main:574]	:	INFO	:	Epoch 865 | loss: 0.0311358 | val_loss: 0.0311602 | Time: 2542.27 ms
[2020-12-22 13:29:10	                main:574]	:	INFO	:	Epoch 866 | loss: 0.0311318 | val_loss: 0.0311598 | Time: 2543.32 ms
[2020-12-22 13:29:12	                main:574]	:	INFO	:	Epoch 867 | loss: 0.0311278 | val_loss: 0.0311567 | Time: 2534.34 ms
[2020-12-22 13:29:15	                main:574]	:	INFO	:	Epoch 868 | loss: 0.0311252 | val_loss: 0.0311602 | Time: 2544.94 ms
[2020-12-22 13:29:17	                main:574]	:	INFO	:	Epoch 869 | loss: 0.0311263 | val_loss: 0.0311563 | Time: 2531.72 ms
[2020-12-22 13:29:20	                main:574]	:	INFO	:	Epoch 870 | loss: 0.0311279 | val_loss: 0.0311708 | Time: 2536.9 ms
[2020-12-22 13:29:22	                main:574]	:	INFO	:	Epoch 871 | loss: 0.0311281 | val_loss: 0.031155 | Time: 2535.77 ms
[2020-12-22 13:29:25	                main:574]	:	INFO	:	Epoch 872 | loss: 0.0311304 | val_loss: 0.0311603 | Time: 2551.72 ms
[2020-12-22 13:29:27	                main:574]	:	INFO	:	Epoch 873 | loss: 0.0311286 | val_loss: 0.0311569 | Time: 2532.27 ms
[2020-12-22 13:29:30	                main:574]	:	INFO	:	Epoch 874 | loss: 0.0311329 | val_loss: 0.0311589 | Time: 2546.67 ms
[2020-12-22 13:29:32	                main:574]	:	INFO	:	Epoch 875 | loss: 0.0311315 | val_loss: 0.0311599 | Time: 2538.02 ms
[2020-12-22 13:29:35	                main:574]	:	INFO	:	Epoch 876 | loss: 0.0311336 | val_loss: 0.0311588 | Time: 2543.07 ms
[2020-12-22 13:29:38	                main:574]	:	INFO	:	Epoch 877 | loss: 0.031132 | val_loss: 0.0311563 | Time: 2538.85 ms
[2020-12-22 13:29:40	                main:574]	:	INFO	:	Epoch 878 | loss: 0.0311314 | val_loss: 0.0311576 | Time: 2551.44 ms
[2020-12-22 13:29:43	                main:574]	:	INFO	:	Epoch 879 | loss: 0.0311298 | val_loss: 0.0311571 | Time: 2540.54 ms
[2020-12-22 13:29:45	                main:574]	:	INFO	:	Epoch 880 | loss: 0.0311303 | val_loss: 0.0311574 | Time: 2553.04 ms
[2020-12-22 13:29:48	                main:574]	:	INFO	:	Epoch 881 | loss: 0.0311333 | val_loss: 0.031164 | Time: 2548.69 ms
[2020-12-22 13:29:50	                main:574]	:	INFO	:	Epoch 882 | loss: 0.0311339 | val_loss: 0.0311619 | Time: 2539.92 ms
[2020-12-22 13:29:53	                main:574]	:	INFO	:	Epoch 883 | loss: 0.0311345 | val_loss: 0.0311646 | Time: 2541.89 ms
[2020-12-22 13:29:55	                main:574]	:	INFO	:	Epoch 884 | loss: 0.0311356 | val_loss: 0.0311522 | Time: 2545.85 ms
[2020-12-22 13:29:58	                main:574]	:	INFO	:	Epoch 885 | loss: 0.0311326 | val_loss: 0.0311519 | Time: 2538.59 ms
[2020-12-22 13:30:00	                main:574]	:	INFO	:	Epoch 886 | loss: 0.0311336 | val_loss: 0.0311518 | Time: 2545.91 ms
[2020-12-22 13:30:03	                main:574]	:	INFO	:	Epoch 887 | loss: 0.0311321 | val_loss: 0.0311547 | Time: 2542.36 ms
[2020-12-22 13:30:06	                main:574]	:	INFO	:	Epoch 888 | loss: 0.0311307 | val_loss: 0.0311606 | Time: 2544.18 ms
[2020-12-22 13:30:08	                main:574]	:	INFO	:	Epoch 889 | loss: 0.0311349 | val_loss: 0.0311499 | Time: 2523.46 ms
[2020-12-22 13:30:11	                main:574]	:	INFO	:	Epoch 890 | loss: 0.0311318 | val_loss: 0.0311523 | Time: 2542.08 ms
[2020-12-22 13:30:13	                main:574]	:	INFO	:	Epoch 891 | loss: 0.0311319 | val_loss: 0.0311565 | Time: 2549.86 ms
[2020-12-22 13:30:16	                main:574]	:	INFO	:	Epoch 892 | loss: 0.0311321 | val_loss: 0.0311508 | Time: 2546.04 ms
[2020-12-22 13:30:18	                main:574]	:	INFO	:	Epoch 893 | loss: 0.0311318 | val_loss: 0.0311542 | Time: 2535.57 ms
[2020-12-22 13:30:21	                main:574]	:	INFO	:	Epoch 894 | loss: 0.0311295 | val_loss: 0.0311525 | Time: 2542.52 ms
[2020-12-22 13:30:23	                main:574]	:	INFO	:	Epoch 895 | loss: 0.031128 | val_loss: 0.0311536 | Time: 2535.08 ms
[2020-12-22 13:30:26	                main:574]	:	INFO	:	Epoch 896 | loss: 0.0311287 | val_loss: 0.0311538 | Time: 2546.77 ms
[2020-12-22 13:30:28	                main:574]	:	INFO	:	Epoch 897 | loss: 0.0311276 | val_loss: 0.031154 | Time: 2530.42 ms
[2020-12-22 13:30:31	                main:574]	:	INFO	:	Epoch 898 | loss: 0.0311278 | val_loss: 0.0311533 | Time: 2543.35 ms
[2020-12-22 13:30:34	                main:574]	:	INFO	:	Epoch 899 | loss: 0.0311278 | val_loss: 0.0311538 | Time: 2535.36 ms
[2020-12-22 13:30:36	                main:574]	:	INFO	:	Epoch 900 | loss: 0.0311309 | val_loss: 0.0311569 | Time: 2545.18 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 960M)
[2020-12-22 13:45:24	                main:435]	:	INFO	:	Set logging level to 1
[2020-12-22 13:45:24	                main:441]	:	INFO	:	Running in BOINC Client mode
[2020-12-22 13:45:24	                main:444]	:	INFO	:	Resolving all filenames
[2020-12-22 13:45:24	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1)
[2020-12-22 13:45:24	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1605152217-29868-7_0_r775687922_1 (exists = 1)
[2020-12-22 13:45:24	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1605152217-29868-7_0_r775687922_0 (exists = 0)
[2020-12-22 13:45:24	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1605152217-29868-7 (exists = 1)
[2020-12-22 13:45:24	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2020-12-22 13:45:24	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5
[2020-12-22 13:45:24	                main:474]	:	INFO	:	Configuration: 
[2020-12-22 13:45:24	                main:475]	:	INFO	:	    Model type: GRU
[2020-12-22 13:45:24	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-12-22 13:45:24	                main:477]	:	INFO	:	    Max Epochs: 1024
[2020-12-22 13:45:24	                main:478]	:	INFO	:	    Batch Size: 128
[2020-12-22 13:45:24	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2020-12-22 13:45:24	                main:480]	:	INFO	:	    Patience: 10
[2020-12-22 13:45:24	                main:481]	:	INFO	:	    Hidden Width: 12
[2020-12-22 13:45:24	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2020-12-22 13:45:24	                main:483]	:	INFO	:	    # Backend Layers: 4
[2020-12-22 13:45:24	                main:484]	:	INFO	:	    # Threads: 1
[2020-12-22 13:45:24	                main:486]	:	INFO	:	Preparing Dataset
[2020-12-22 13:45:24	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2020-12-22 13:45:24	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2020-12-22 13:45:26	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2020-12-22 13:45:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2020-12-22 13:45:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2020-12-22 13:45:26	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-12-22 13:45:26	                main:494]	:	INFO	:	Creating Model
[2020-12-22 13:45:26	                main:507]	:	INFO	:	Preparing config file
[2020-12-22 13:45:26	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2020-12-22 13:45:26	                main:512]	:	INFO	:	Loading config
[2020-12-22 13:45:26	                main:514]	:	INFO	:	Loading state
[2020-12-22 13:45:27	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2020-12-22 13:45:27	                main:562]	:	INFO	:	Starting Training
[2020-12-22 13:45:30	                main:574]	:	INFO	:	Epoch 879 | loss: 0.0311636 | val_loss: 0.031162 | Time: 2872.92 ms
[2020-12-22 13:45:33	                main:574]	:	INFO	:	Epoch 880 | loss: 0.0311342 | val_loss: 0.0311595 | Time: 2535.19 ms
[2020-12-22 13:45:35	                main:574]	:	INFO	:	Epoch 881 | loss: 0.0311295 | val_loss: 0.0311583 | Time: 2552.38 ms
[2020-12-22 13:45:38	                main:574]	:	INFO	:	Epoch 882 | loss: 0.0311275 | val_loss: 0.031156 | Time: 2541.89 ms
[2020-12-22 13:45:40	                main:574]	:	INFO	:	Epoch 883 | loss: 0.0311267 | val_loss: 0.0311536 | Time: 2541.02 ms
[2020-12-22 13:45:43	                main:574]	:	INFO	:	Epoch 884 | loss: 0.0311268 | val_loss: 0.0311566 | Time: 2536.14 ms
[2020-12-22 13:45:45	                main:574]	:	INFO	:	Epoch 885 | loss: 0.0311288 | val_loss: 0.0311582 | Time: 2552.98 ms
[2020-12-22 13:45:48	                main:574]	:	INFO	:	Epoch 886 | loss: 0.0311268 | val_loss: 0.0311632 | Time: 2551.43 ms
[2020-12-22 13:45:51	                main:574]	:	INFO	:	Epoch 887 | loss: 0.0311282 | val_loss: 0.0311575 | Time: 2555.53 ms
[2020-12-22 13:45:53	                main:574]	:	INFO	:	Epoch 888 | loss: 0.0311316 | val_loss: 0.031153 | Time: 2540.07 ms
[2020-12-22 13:45:56	                main:574]	:	INFO	:	Epoch 889 | loss: 0.0311301 | val_loss: 0.0311576 | Time: 2555.23 ms
[2020-12-22 13:45:58	                main:574]	:	INFO	:	Epoch 890 | loss: 0.031127 | val_loss: 0.031156 | Time: 2546.23 ms
[2020-12-22 13:46:01	                main:574]	:	INFO	:	Epoch 891 | loss: 0.0311278 | val_loss: 0.0311498 | Time: 2549.59 ms
[2020-12-22 13:46:03	                main:574]	:	INFO	:	Epoch 892 | loss: 0.0311274 | val_loss: 0.0311546 | Time: 2547.73 ms
[2020-12-22 13:46:06	                main:574]	:	INFO	:	Epoch 893 | loss: 0.0311292 | val_loss: 0.0311535 | Time: 2563.59 ms
[2020-12-22 13:46:08	                main:574]	:	INFO	:	Epoch 894 | loss: 0.0311285 | val_loss: 0.0311502 | Time: 2542.39 ms
[2020-12-22 13:46:11	                main:574]	:	INFO	:	Epoch 895 | loss: 0.0311278 | val_loss: 0.0311536 | Time: 2554.08 ms
[2020-12-22 13:46:14	                main:574]	:	INFO	:	Epoch 896 | loss: 0.031127 | val_loss: 0.0311518 | Time: 2557.83 ms
[2020-12-22 13:46:16	                main:574]	:	INFO	:	Epoch 897 | loss: 0.0311248 | val_loss: 0.0311516 | Time: 2551.5 ms
[2020-12-22 13:46:19	                main:574]	:	INFO	:	Epoch 898 | loss: 0.0311268 | val_loss: 0.0311566 | Time: 2551.97 ms
[2020-12-22 13:46:21	                main:574]	:	INFO	:	Epoch 899 | loss: 0.0311255 | val_loss: 0.0311534 | Time: 2555.16 ms
[2020-12-22 13:46:24	                main:574]	:	INFO	:	Epoch 900 | loss: 0.0311243 | val_loss: 0.031154 | Time: 2613.99 ms
[2020-12-22 13:46:26	                main:574]	:	INFO	:	Epoch 901 | loss: 0.0311258 | val_loss: 0.031154 | Time: 2555.92 ms
[2020-12-22 13:46:29	                main:574]	:	INFO	:	Epoch 902 | loss: 0.0311276 | val_loss: 0.0311527 | Time: 2569.98 ms
[2020-12-22 13:46:32	                main:574]	:	INFO	:	Epoch 903 | loss: 0.031127 | val_loss: 0.0311567 | Time: 2555.62 ms
[2020-12-22 13:46:34	                main:574]	:	INFO	:	Epoch 904 | loss: 0.0311266 | val_loss: 0.0311518 | Time: 2654.72 ms
[2020-12-22 13:46:37	                main:574]	:	INFO	:	Epoch 905 | loss: 0.0311263 | val_loss: 0.0311564 | Time: 2575.56 ms
[2020-12-22 13:46:39	                main:574]	:	INFO	:	Epoch 906 | loss: 0.0311271 | val_loss: 0.0311536 | Time: 2553.95 ms
[2020-12-22 13:46:42	                main:574]	:	INFO	:	Epoch 907 | loss: 0.0311249 | val_loss: 0.0311527 | Time: 2514.07 ms
[2020-12-22 13:46:45	                main:574]	:	INFO	:	Epoch 908 | loss: 0.0311246 | val_loss: 0.0311565 | Time: 2560.62 ms
[2020-12-22 13:46:47	                main:574]	:	INFO	:	Epoch 909 | loss: 0.0311259 | val_loss: 0.0311533 | Time: 2547.14 ms
[2020-12-22 13:46:50	                main:574]	:	INFO	:	Epoch 910 | loss: 0.0311241 | val_loss: 0.03115 | Time: 2560.14 ms
[2020-12-22 13:46:52	                main:574]	:	INFO	:	Epoch 911 | loss: 0.0311282 | val_loss: 0.0311558 | Time: 2545.95 ms
[2020-12-22 13:46:55	                main:574]	:	INFO	:	Epoch 912 | loss: 0.03113 | val_loss: 0.0311526 | Time: 2548.94 ms
[2020-12-22 13:46:57	                main:574]	:	INFO	:	Epoch 913 | loss: 0.0311354 | val_loss: 0.0311542 | Time: 2558.19 ms
[2020-12-22 13:47:00	                main:574]	:	INFO	:	Epoch 914 | loss: 0.031133 | val_loss: 0.0311497 | Time: 2564.88 ms
[2020-12-22 13:47:02	                main:574]	:	INFO	:	Epoch 915 | loss: 0.0311289 | val_loss: 0.0311486 | Time: 2552.42 ms
[2020-12-22 13:47:05	                main:574]	:	INFO	:	Epoch 916 | loss: 0.0311278 | val_loss: 0.0311508 | Time: 2558.57 ms
[2020-12-22 13:47:08	                main:574]	:	INFO	:	Epoch 917 | loss: 0.0311253 | val_loss: 0.0311499 | Time: 2549.03 ms
[2020-12-22 13:47:10	                main:574]	:	INFO	:	Epoch 918 | loss: 0.0311255 | val_loss: 0.0311528 | Time: 2564.86 ms
[2020-12-22 13:47:13	                main:574]	:	INFO	:	Epoch 919 | loss: 0.0311288 | val_loss: 0.0311499 | Time: 2552.97 ms
[2020-12-22 13:47:15	                main:574]	:	INFO	:	Epoch 920 | loss: 0.0311285 | val_loss: 0.0311528 | Time: 2555.2 ms
[2020-12-22 13:47:18	                main:574]	:	INFO	:	Epoch 921 | loss: 0.0311268 | val_loss: 0.031148 | Time: 2555.28 ms
[2020-12-22 13:47:20	                main:574]	:	INFO	:	Epoch 922 | loss: 0.0311268 | val_loss: 0.031154 | Time: 2568.63 ms
[2020-12-22 13:47:23	                main:574]	:	INFO	:	Epoch 923 | loss: 0.0311284 | val_loss: 0.0311551 | Time: 2573.59 ms
[2020-12-22 13:47:25	                main:574]	:	INFO	:	Epoch 924 | loss: 0.0311272 | val_loss: 0.0311544 | Time: 2549.62 ms
[2020-12-22 13:47:28	                main:574]	:	INFO	:	Epoch 925 | loss: 0.031127 | val_loss: 0.0311614 | Time: 2549.77 ms
[2020-12-22 13:47:31	                main:574]	:	INFO	:	Epoch 926 | loss: 0.0311277 | val_loss: 0.0311539 | Time: 2553.81 ms
[2020-12-22 13:47:33	                main:574]	:	INFO	:	Epoch 927 | loss: 0.0311254 | val_loss: 0.0311522 | Time: 2538.56 ms
[2020-12-22 13:47:36	                main:574]	:	INFO	:	Epoch 928 | loss: 0.031125 | val_loss: 0.0311535 | Time: 2554.04 ms
[2020-12-22 13:47:38	                main:574]	:	INFO	:	Epoch 929 | loss: 0.0311241 | val_loss: 0.0311568 | Time: 2551.15 ms
[2020-12-22 13:47:41	                main:574]	:	INFO	:	Epoch 930 | loss: 0.0311229 | val_loss: 0.0311553 | Time: 2558.68 ms
[2020-12-22 13:47:43	                main:574]	:	INFO	:	Epoch 931 | loss: 0.0311226 | val_loss: 0.0311556 | Time: 2556.35 ms
[2020-12-22 13:47:46	                main:574]	:	INFO	:	Epoch 932 | loss: 0.0311229 | val_loss: 0.0311544 | Time: 2555.46 ms
[2020-12-22 13:47:48	                main:574]	:	INFO	:	Epoch 933 | loss: 0.0311237 | val_loss: 0.0311543 | Time: 2547.1 ms
[2020-12-22 13:47:51	                main:574]	:	INFO	:	Epoch 934 | loss: 0.0311256 | val_loss: 0.0311558 | Time: 2556.28 ms
[2020-12-22 13:47:54	                main:574]	:	INFO	:	Epoch 935 | loss: 0.0311286 | val_loss: 0.0311557 | Time: 2541.78 ms
[2020-12-22 13:47:56	                main:574]	:	INFO	:	Epoch 936 | loss: 0.0311272 | val_loss: 0.0311562 | Time: 2554.04 ms
[2020-12-22 13:47:59	                main:574]	:	INFO	:	Epoch 937 | loss: 0.031127 | val_loss: 0.0311586 | Time: 2552.87 ms
[2020-12-22 13:48:01	                main:574]	:	INFO	:	Epoch 938 | loss: 0.0311259 | val_loss: 0.031152 | Time: 2538.26 ms
[2020-12-22 13:48:04	                main:574]	:	INFO	:	Epoch 939 | loss: 0.0311234 | val_loss: 0.0311537 | Time: 2542.07 ms
[2020-12-22 13:48:06	                main:574]	:	INFO	:	Epoch 940 | loss: 0.0311233 | val_loss: 0.0311539 | Time: 2557.05 ms
[2020-12-22 13:48:09	                main:574]	:	INFO	:	Epoch 941 | loss: 0.0311242 | val_loss: 0.0311597 | Time: 2549.53 ms
[2020-12-22 13:48:11	                main:574]	:	INFO	:	Epoch 942 | loss: 0.0311256 | val_loss: 0.0311583 | Time: 2552.12 ms
[2020-12-22 13:48:14	                main:574]	:	INFO	:	Epoch 943 | loss: 0.0311234 | val_loss: 0.0311529 | Time: 2548.13 ms
[2020-12-22 13:48:17	                main:574]	:	INFO	:	Epoch 944 | loss: 0.0311231 | val_loss: 0.0311577 | Time: 2557.09 ms
[2020-12-22 13:48:19	                main:574]	:	INFO	:	Epoch 945 | loss: 0.0311261 | val_loss: 0.0311673 | Time: 2552.94 ms
[2020-12-22 13:48:22	                main:574]	:	INFO	:	Epoch 946 | loss: 0.0311258 | val_loss: 0.0311566 | Time: 2551.98 ms
[2020-12-22 13:48:24	                main:574]	:	INFO	:	Epoch 947 | loss: 0.031125 | val_loss: 0.0311529 | Time: 2554.07 ms
[2020-12-22 13:48:27	                main:574]	:	INFO	:	Epoch 948 | loss: 0.031124 | val_loss: 0.0311538 | Time: 2552.26 ms
[2020-12-22 13:48:29	                main:574]	:	INFO	:	Epoch 949 | loss: 0.0311226 | val_loss: 0.0311556 | Time: 2549.35 ms
[2020-12-22 13:48:32	                main:574]	:	INFO	:	Epoch 950 | loss: 0.0311231 | val_loss: 0.0311545 | Time: 2545.57 ms
[2020-12-22 13:48:35	                main:574]	:	INFO	:	Epoch 951 | loss: 0.0311258 | val_loss: 0.0311544 | Time: 2551.94 ms
[2020-12-22 13:48:37	                main:574]	:	INFO	:	Epoch 952 | loss: 0.0311265 | val_loss: 0.0311549 | Time: 2529.82 ms
[2020-12-22 13:48:40	                main:574]	:	INFO	:	Epoch 953 | loss: 0.0311265 | val_loss: 0.0311518 | Time: 2576.24 ms
[2020-12-22 13:48:42	                main:574]	:	INFO	:	Epoch 954 | loss: 0.0311263 | val_loss: 0.0311529 | Time: 2558.44 ms
[2020-12-22 13:48:45	                main:574]	:	INFO	:	Epoch 955 | loss: 0.0311263 | val_loss: 0.0311553 | Time: 2552.74 ms
[2020-12-22 13:48:47	                main:574]	:	INFO	:	Epoch 956 | loss: 0.031127 | val_loss: 0.0311557 | Time: 2544.75 ms
[2020-12-22 13:48:50	                main:574]	:	INFO	:	Epoch 957 | loss: 0.0311277 | val_loss: 0.0311577 | Time: 2557.63 ms
[2020-12-22 13:48:52	                main:574]	:	INFO	:	Epoch 958 | loss: 0.0311306 | val_loss: 0.0311561 | Time: 2553.74 ms
[2020-12-22 13:48:55	                main:574]	:	INFO	:	Epoch 959 | loss: 0.0311314 | val_loss: 0.0311522 | Time: 2553.01 ms
[2020-12-22 13:48:58	                main:574]	:	INFO	:	Epoch 960 | loss: 0.0311345 | val_loss: 0.0311623 | Time: 2550.56 ms
[2020-12-22 13:49:00	                main:574]	:	INFO	:	Epoch 961 | loss: 0.0311393 | val_loss: 0.0311544 | Time: 2553.05 ms
[2020-12-22 13:49:03	                main:574]	:	INFO	:	Epoch 962 | loss: 0.0311439 | val_loss: 0.0311578 | Time: 2550.77 ms
[2020-12-22 13:49:05	                main:574]	:	INFO	:	Epoch 963 | loss: 0.0311503 | val_loss: 0.0311577 | Time: 2546.21 ms
[2020-12-22 13:49:08	                main:574]	:	INFO	:	Epoch 964 | loss: 0.0311504 | val_loss: 0.0311553 | Time: 2545.81 ms
[2020-12-22 13:49:10	                main:574]	:	INFO	:	Epoch 965 | loss: 0.0311488 | val_loss: 0.0311568 | Time: 2568.26 ms
[2020-12-22 13:49:13	                main:574]	:	INFO	:	Epoch 966 | loss: 0.0311502 | val_loss: 0.0311677 | Time: 2557.2 ms
[2020-12-22 13:49:15	                main:574]	:	INFO	:	Epoch 967 | loss: 0.0311522 | val_loss: 0.0311605 | Time: 2557.16 ms
[2020-12-22 13:49:18	                main:574]	:	INFO	:	Epoch 968 | loss: 0.031147 | val_loss: 0.0311567 | Time: 2549.56 ms
[2020-12-22 13:49:21	                main:574]	:	INFO	:	Epoch 969 | loss: 0.0311455 | val_loss: 0.0311596 | Time: 2555.63 ms
[2020-12-22 13:49:23	                main:574]	:	INFO	:	Epoch 970 | loss: 0.0311443 | val_loss: 0.0311575 | Time: 2555.73 ms
[2020-12-22 13:49:26	                main:574]	:	INFO	:	Epoch 971 | loss: 0.0311438 | val_loss: 0.0311567 | Time: 2552.17 ms
[2020-12-22 13:49:28	                main:574]	:	INFO	:	Epoch 972 | loss: 0.031142 | val_loss: 0.0311589 | Time: 2548.42 ms
[2020-12-22 13:49:31	                main:574]	:	INFO	:	Epoch 973 | loss: 0.0311424 | val_loss: 0.031158 | Time: 2556.8 ms
[2020-12-22 13:49:33	                main:574]	:	INFO	:	Epoch 974 | loss: 0.0311392 | val_loss: 0.0311585 | Time: 2547.61 ms
[2020-12-22 13:49:36	                main:574]	:	INFO	:	Epoch 975 | loss: 0.0311452 | val_loss: 0.0311566 | Time: 2557.86 ms
[2020-12-22 13:49:38	                main:574]	:	INFO	:	Epoch 976 | loss: 0.0311461 | val_loss: 0.0311609 | Time: 2549.06 ms
[2020-12-22 13:49:41	                main:574]	:	INFO	:	Epoch 977 | loss: 0.0311476 | val_loss: 0.031161 | Time: 2554.26 ms
[2020-12-22 13:49:44	                main:574]	:	INFO	:	Epoch 978 | loss: 0.0311457 | val_loss: 0.0311593 | Time: 2548.9 ms
[2020-12-22 13:49:46	                main:574]	:	INFO	:	Epoch 979 | loss: 0.0311457 | val_loss: 0.0311586 | Time: 2552.75 ms
[2020-12-22 13:49:49	                main:574]	:	INFO	:	Epoch 980 | loss: 0.0311436 | val_loss: 0.0311594 | Time: 2559.36 ms
[2020-12-22 13:49:51	                main:574]	:	INFO	:	Epoch 981 | loss: 0.0311429 | val_loss: 0.0311605 | Time: 2556.47 ms
[2020-12-22 13:49:54	                main:574]	:	INFO	:	Epoch 982 | loss: 0.031145 | val_loss: 0.0311589 | Time: 2560.76 ms
[2020-12-22 13:49:56	                main:574]	:	INFO	:	Epoch 983 | loss: 0.0311422 | val_loss: 0.0311592 | Time: 2571.57 ms
[2020-12-22 13:49:59	                main:574]	:	INFO	:	Epoch 984 | loss: 0.0311417 | val_loss: 0.0311601 | Time: 2578.88 ms
[2020-12-22 13:50:02	                main:574]	:	INFO	:	Epoch 985 | loss: 0.0311432 | val_loss: 0.031158 | Time: 2558.39 ms
[2020-12-22 13:50:04	                main:574]	:	INFO	:	Epoch 986 | loss: 0.0311416 | val_loss: 0.0311602 | Time: 2553.39 ms
[2020-12-22 13:50:07	                main:574]	:	INFO	:	Epoch 987 | loss: 0.0311411 | val_loss: 0.0311595 | Time: 2557.15 ms
[2020-12-22 13:50:09	                main:574]	:	INFO	:	Epoch 988 | loss: 0.0311411 | val_loss: 0.0311555 | Time: 2550.28 ms
[2020-12-22 13:50:12	                main:574]	:	INFO	:	Epoch 989 | loss: 0.0311403 | val_loss: 0.0311596 | Time: 2550.64 ms
[2020-12-22 13:50:14	                main:574]	:	INFO	:	Epoch 990 | loss: 0.0311405 | val_loss: 0.0311548 | Time: 2544.28 ms
[2020-12-22 13:50:17	                main:574]	:	INFO	:	Epoch 991 | loss: 0.0311417 | val_loss: 0.0311614 | Time: 2550.2 ms
[2020-12-22 13:50:19	                main:574]	:	INFO	:	Epoch 992 | loss: 0.0311423 | val_loss: 0.0311611 | Time: 2555.64 ms
[2020-12-22 13:50:22	                main:574]	:	INFO	:	Epoch 993 | loss: 0.031143 | val_loss: 0.0311682 | Time: 2552.21 ms
[2020-12-22 13:50:25	                main:574]	:	INFO	:	Epoch 994 | loss: 0.0311413 | val_loss: 0.0311602 | Time: 2535.96 ms
[2020-12-22 13:50:27	                main:574]	:	INFO	:	Epoch 995 | loss: 0.0311372 | val_loss: 0.0311638 | Time: 2551.18 ms
[2020-12-22 13:50:30	                main:574]	:	INFO	:	Epoch 996 | loss: 0.0311375 | val_loss: 0.0311596 | Time: 2558.36 ms
[2020-12-22 13:50:32	                main:574]	:	INFO	:	Epoch 997 | loss: 0.0311368 | val_loss: 0.0311595 | Time: 2553.79 ms
[2020-12-22 13:50:35	                main:574]	:	INFO	:	Epoch 998 | loss: 0.0311362 | val_loss: 0.0311586 | Time: 2542.34 ms
[2020-12-22 13:50:37	                main:574]	:	INFO	:	Epoch 999 | loss: 0.0311356 | val_loss: 0.0311573 | Time: 2548.36 ms
[2020-12-22 13:50:40	                main:574]	:	INFO	:	Epoch 1000 | loss: 0.0311369 | val_loss: 0.0311608 | Time: 2556.36 ms
[2020-12-22 13:50:42	                main:574]	:	INFO	:	Epoch 1001 | loss: 0.0311363 | val_loss: 0.0311615 | Time: 2547.38 ms
[2020-12-22 13:50:45	                main:574]	:	INFO	:	Epoch 1002 | loss: 0.0311373 | val_loss: 0.0311577 | Time: 2550.5 ms
[2020-12-22 13:50:48	                main:574]	:	INFO	:	Epoch 1003 | loss: 0.0311365 | val_loss: 0.0311592 | Time: 2549.6 ms
[2020-12-22 13:50:50	                main:574]	:	INFO	:	Epoch 1004 | loss: 0.0311362 | val_loss: 0.0311638 | Time: 2552.83 ms
[2020-12-22 13:50:53	                main:574]	:	INFO	:	Epoch 1005 | loss: 0.0311365 | val_loss: 0.0311586 | Time: 2579.01 ms
[2020-12-22 13:50:55	                main:574]	:	INFO	:	Epoch 1006 | loss: 0.031136 | val_loss: 0.0311582 | Time: 2550.99 ms
[2020-12-22 13:50:58	                main:574]	:	INFO	:	Epoch 1007 | loss: 0.0311364 | val_loss: 0.0311626 | Time: 2550.26 ms
[2020-12-22 13:51:00	                main:574]	:	INFO	:	Epoch 1008 | loss: 0.0311359 | val_loss: 0.0311574 | Time: 2556.57 ms
[2020-12-22 13:51:03	                main:574]	:	INFO	:	Epoch 1009 | loss: 0.0311372 | val_loss: 0.0311602 | Time: 2554.32 ms
[2020-12-22 13:51:06	                main:574]	:	INFO	:	Epoch 1010 | loss: 0.0311372 | val_loss: 0.0311636 | Time: 2553.47 ms
[2020-12-22 13:51:08	                main:574]	:	INFO	:	Epoch 1011 | loss: 0.0311408 | val_loss: 0.0311622 | Time: 2530.58 ms
[2020-12-22 13:51:11	                main:574]	:	INFO	:	Epoch 1012 | loss: 0.0311399 | val_loss: 0.0311586 | Time: 2541.69 ms
[2020-12-22 13:51:13	                main:574]	:	INFO	:	Epoch 1013 | loss: 0.0311411 | val_loss: 0.0311709 | Time: 2546.12 ms
[2020-12-22 13:51:16	                main:574]	:	INFO	:	Epoch 1014 | loss: 0.0311394 | val_loss: 0.03116 | Time: 2552.06 ms
[2020-12-22 13:51:18	                main:574]	:	INFO	:	Epoch 1015 | loss: 0.0311389 | val_loss: 0.0311602 | Time: 2541.73 ms
[2020-12-22 13:51:21	                main:574]	:	INFO	:	Epoch 1016 | loss: 0.0311384 | val_loss: 0.0311604 | Time: 2552.88 ms
[2020-12-22 13:51:23	                main:574]	:	INFO	:	Epoch 1017 | loss: 0.0311385 | val_loss: 0.0311595 | Time: 2556.26 ms
[2020-12-22 13:51:26	                main:574]	:	INFO	:	Epoch 1018 | loss: 0.0311377 | val_loss: 0.0311609 | Time: 2550.24 ms
[2020-12-22 13:51:28	                main:574]	:	INFO	:	Epoch 1019 | loss: 0.0311372 | val_loss: 0.0311632 | Time: 2543.89 ms
[2020-12-22 13:51:31	                main:574]	:	INFO	:	Epoch 1020 | loss: 0.0311381 | val_loss: 0.0311604 | Time: 2519.14 ms
[2020-12-22 13:51:34	                main:574]	:	INFO	:	Epoch 1021 | loss: 0.0311382 | val_loss: 0.0311612 | Time: 2530.56 ms
[2020-12-22 13:51:36	                main:574]	:	INFO	:	Epoch 1022 | loss: 0.0311384 | val_loss: 0.0311605 | Time: 2608.87 ms
[2020-12-22 13:51:39	                main:574]	:	INFO	:	Epoch 1023 | loss: 0.0311367 | val_loss: 0.0311583 | Time: 2546.75 ms
[2020-12-22 13:51:41	                main:574]	:	INFO	:	Epoch 1024 | loss: 0.0311355 | val_loss: 0.0311594 | Time: 2550.07 ms
[2020-12-22 13:51:41	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311594
[2020-12-22 13:51:41	                main:603]	:	INFO	:	Saving end state to config to file
[2020-12-22 13:51:41	                main:608]	:	INFO	:	Success, exiting..
13:51:41 (19576): 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)