Task 3286613
| Name | ParityMachine-1606531436-27997-2_0 |
| Workunit | 1557574 |
| Created | 15 Dec 2020, 3:53:58 UTC |
| Sent | 21 Dec 2020, 20:45:52 UTC |
| Report deadline | 28 Dec 2020, 20:45:52 UTC |
| Received | 22 Dec 2020, 23:08:53 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 5242 |
| Run time | 43 min 59 sec |
| CPU time | 42 min 55 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> oss: 0.0311473 | val_loss: 0.0311566 | Time: 2528.05 ms [2020-12-22 14:25:17 main:574] : INFO : Epoch 594 | loss: 0.0311409 | val_loss: 0.0311529 | Time: 2527.13 ms [2020-12-22 14:25:19 main:574] : INFO : Epoch 595 | loss: 0.0311332 | val_loss: 0.0311463 | Time: 2550.68 ms [2020-12-22 14:25:22 main:574] : INFO : Epoch 596 | loss: 0.0311272 | val_loss: 0.0311444 | Time: 2539.86 ms [2020-12-22 14:25:24 main:574] : INFO : Epoch 597 | loss: 0.0311222 | val_loss: 0.0311433 | Time: 2550.4 ms [2020-12-22 14:25:27 main:574] : INFO : Epoch 598 | loss: 0.0311186 | val_loss: 0.0311465 | Time: 2537.54 ms [2020-12-22 14:25:30 main:574] : INFO : Epoch 599 | loss: 0.0311157 | val_loss: 0.0311408 | Time: 2553.42 ms [2020-12-22 14:25:32 main:574] : INFO : Epoch 600 | loss: 0.0311123 | val_loss: 0.0311448 | Time: 2531.16 ms [2020-12-22 14:25:35 main:574] : INFO : Epoch 601 | loss: 0.0311091 | val_loss: 0.0311415 | Time: 2549.37 ms [2020-12-22 14:25:37 main:574] : INFO : Epoch 602 | loss: 0.0311064 | val_loss: 0.0311442 | Time: 2550.85 ms [2020-12-22 14:25:40 main:574] : INFO : Epoch 603 | loss: 0.0311069 | val_loss: 0.0311486 | Time: 2547.37 ms [2020-12-22 14:25:42 main:574] : INFO : Epoch 604 | loss: 0.0311046 | val_loss: 0.0311474 | Time: 2537.29 ms [2020-12-22 14:25:45 main:574] : INFO : Epoch 605 | loss: 0.031101 | val_loss: 0.0311443 | Time: 2554.43 ms [2020-12-22 14:25:47 main:574] : INFO : Epoch 606 | loss: 0.0311025 | val_loss: 0.0311527 | Time: 2548.15 ms [2020-12-22 14:25:50 main:574] : INFO : Epoch 607 | loss: 0.031098 | val_loss: 0.0311494 | Time: 2551.25 ms [2020-12-22 14:25:53 main:574] : INFO : Epoch 608 | loss: 0.0310963 | val_loss: 0.0311484 | Time: 2536.41 ms [2020-12-22 14:25:55 main:574] : INFO : Epoch 609 | loss: 0.0310966 | val_loss: 0.0311508 | Time: 2552.06 ms [2020-12-22 14:25:58 main:574] : INFO : Epoch 610 | loss: 0.0310929 | val_loss: 0.0311506 | Time: 2538.19 ms [2020-12-22 14:26:00 main:574] : INFO : Epoch 611 | loss: 0.0310938 | val_loss: 0.0311523 | Time: 2545.56 ms [2020-12-22 14:26:03 main:574] : INFO : Epoch 612 | loss: 0.031092 | val_loss: 0.03115 | Time: 2564.09 ms [2020-12-22 14:26:05 main:574] : INFO : Epoch 613 | loss: 0.0310918 | val_loss: 0.0311546 | Time: 2559.86 ms [2020-12-22 14:26:08 main:574] : INFO : Epoch 614 | loss: 0.0310911 | val_loss: 0.0311476 | Time: 2547.88 ms [2020-12-22 14:26:10 main:574] : INFO : Epoch 615 | loss: 0.0310905 | val_loss: 0.0311527 | Time: 2543.24 ms [2020-12-22 14:26:13 main:574] : INFO : Epoch 616 | loss: 0.0310907 | val_loss: 0.0311594 | Time: 2533.48 ms [2020-12-22 14:26:15 main:574] : INFO : Epoch 617 | loss: 0.0310904 | val_loss: 0.0311521 | Time: 2549.68 ms [2020-12-22 14:26:18 main:574] : INFO : Epoch 618 | loss: 0.0310904 | val_loss: 0.0311474 | Time: 2541.85 ms [2020-12-22 14:26:21 main:574] : INFO : Epoch 619 | loss: 0.0310891 | val_loss: 0.0311537 | Time: 2549.12 ms [2020-12-22 14:26:23 main:574] : INFO : Epoch 620 | loss: 0.0310881 | val_loss: 0.0311526 | Time: 2547.08 ms [2020-12-22 14:26:26 main:574] : INFO : Epoch 621 | loss: 0.031088 | val_loss: 0.0311537 | Time: 2548.37 ms [2020-12-22 14:26:28 main:574] : INFO : Epoch 622 | loss: 0.0310874 | val_loss: 0.0311598 | Time: 2544.31 ms [2020-12-22 14:26:31 main:574] : INFO : Epoch 623 | loss: 0.0310853 | val_loss: 0.0311566 | Time: 2539.75 ms [2020-12-22 14:26:33 main:574] : INFO : Epoch 624 | loss: 0.0310862 | val_loss: 0.0311584 | Time: 2557.3 ms [2020-12-22 14:26:36 main:574] : INFO : Epoch 625 | loss: 0.0310862 | val_loss: 0.0311471 | Time: 2548.06 ms [2020-12-22 14:26:38 main:574] : INFO : Epoch 626 | loss: 0.0310829 | val_loss: 0.0311579 | Time: 2537.16 ms [2020-12-22 14:26:41 main:574] : INFO : Epoch 627 | loss: 0.0310833 | val_loss: 0.0311563 | Time: 2551.48 ms [2020-12-22 14:26:44 main:574] : INFO : Epoch 628 | loss: 0.0310829 | val_loss: 0.0311554 | Time: 2535.98 ms [2020-12-22 14:26:46 main:574] : INFO : Epoch 629 | loss: 0.0310851 | val_loss: 0.0311667 | Time: 2544.96 ms [2020-12-22 14:26:49 main:574] : INFO : Epoch 630 | loss: 0.0310812 | val_loss: 0.0311585 | Time: 2541.86 ms [2020-12-22 14:26:51 main:574] : INFO : Epoch 631 | loss: 0.0310827 | val_loss: 0.0311595 | Time: 2533.11 ms [2020-12-22 14:26:54 main:574] : INFO : Epoch 632 | loss: 0.0310845 | val_loss: 0.0311718 | Time: 2545.21 ms [2020-12-22 14:26:56 main:574] : INFO : Epoch 633 | loss: 0.0310832 | val_loss: 0.0311757 | Time: 2555.7 ms [2020-12-22 14:26:59 main:574] : INFO : Epoch 634 | loss: 0.031079 | val_loss: 0.0311635 | Time: 2546.37 ms [2020-12-22 14:27:01 main:574] : INFO : Epoch 635 | loss: 0.0310742 | val_loss: 0.0311651 | Time: 2530.9 ms [2020-12-22 14:27:04 main:574] : INFO : Epoch 636 | loss: 0.0310751 | val_loss: 0.0311636 | Time: 2547.62 ms [2020-12-22 14:27:06 main:574] : INFO : Epoch 637 | loss: 0.0310759 | val_loss: 0.0311695 | Time: 2542.06 ms [2020-12-22 14:27:09 main:574] : INFO : Epoch 638 | loss: 0.0310778 | val_loss: 0.031164 | Time: 2546.56 ms [2020-12-22 14:27:12 main:574] : INFO : Epoch 639 | loss: 0.0310814 | val_loss: 0.0311675 | Time: 2548.59 ms [2020-12-22 14:27:14 main:574] : INFO : Epoch 640 | loss: 0.0310805 | val_loss: 0.0311612 | Time: 2550.79 ms [2020-12-22 14:27:17 main:574] : INFO : Epoch 641 | loss: 0.0310884 | val_loss: 0.0311575 | Time: 2541.14 ms [2020-12-22 14:27:19 main:574] : INFO : Epoch 642 | loss: 0.0310867 | val_loss: 0.031168 | Time: 2547.37 ms [2020-12-22 14:27:22 main:574] : INFO : Epoch 643 | loss: 0.0310863 | val_loss: 0.0311624 | Time: 2538.97 ms [2020-12-22 14:27:24 main:574] : INFO : Epoch 644 | loss: 0.0310853 | val_loss: 0.0311623 | Time: 2548.94 ms [2020-12-22 14:27:27 main:574] : INFO : Epoch 645 | loss: 0.0310829 | val_loss: 0.0311807 | Time: 2547.24 ms [2020-12-22 14:27:29 main:574] : INFO : Epoch 646 | loss: 0.0310817 | val_loss: 0.0311827 | Time: 2544.62 ms [2020-12-22 14:27:32 main:574] : INFO : Epoch 647 | loss: 0.0310829 | val_loss: 0.0311581 | Time: 2544.64 ms [2020-12-22 14:27:35 main:574] : INFO : Epoch 648 | loss: 0.0310804 | val_loss: 0.0311675 | Time: 2546.07 ms [2020-12-22 14:27:37 main:574] : INFO : Epoch 649 | loss: 0.0310764 | val_loss: 0.0311627 | Time: 2552.58 ms [2020-12-22 14:27:40 main:574] : INFO : Epoch 650 | loss: 0.0310833 | val_loss: 0.0311561 | Time: 2542.69 ms [2020-12-22 14:27:42 main:574] : INFO : Epoch 651 | loss: 0.0310796 | val_loss: 0.0311677 | Time: 2535.7 ms [2020-12-22 14:27:45 main:574] : INFO : Epoch 652 | loss: 0.0310763 | val_loss: 0.0311658 | Time: 2548.43 ms [2020-12-22 14:27:47 main:574] : INFO : Epoch 653 | loss: 0.0310774 | val_loss: 0.0311806 | Time: 2547.96 ms [2020-12-22 14:27:50 main:574] : INFO : Epoch 654 | loss: 0.0310747 | val_loss: 0.0311745 | Time: 2545.01 ms [2020-12-22 14:27:52 main:574] : INFO : Epoch 655 | loss: 0.0310724 | val_loss: 0.031168 | Time: 2542.09 ms [2020-12-22 14:27:55 main:574] : INFO : Epoch 656 | loss: 0.0310758 | val_loss: 0.0311802 | Time: 2548.77 ms [2020-12-22 14:27:58 main:574] : INFO : Epoch 657 | loss: 0.0310726 | val_loss: 0.0311804 | Time: 2537.02 ms [2020-12-22 14:28:00 main:574] : INFO : Epoch 658 | loss: 0.0310717 | val_loss: 0.0311764 | Time: 2548.24 ms [2020-12-22 14:28:03 main:574] : INFO : Epoch 659 | loss: 0.0310732 | val_loss: 0.0311677 | Time: 2526.46 ms [2020-12-22 14:28:05 main:574] : INFO : Epoch 660 | loss: 0.0310782 | val_loss: 0.0311833 | Time: 2531.21 ms [2020-12-22 14:28:08 main:574] : INFO : Epoch 661 | loss: 0.0310722 | val_loss: 0.0311661 | Time: 2540.54 ms [2020-12-22 14:28:10 main:574] : INFO : Epoch 662 | loss: 0.0310791 | val_loss: 0.0311695 | Time: 2547.88 ms [2020-12-22 14:28:13 main:574] : INFO : Epoch 663 | loss: 0.031078 | val_loss: 0.0311685 | Time: 2532.45 ms [2020-12-22 14:28:15 main:574] : INFO : Epoch 664 | loss: 0.0310802 | val_loss: 0.0311653 | Time: 2548.71 ms [2020-12-22 14:28:18 main:574] : INFO : Epoch 665 | loss: 0.031078 | val_loss: 0.0311794 | Time: 2541.45 ms [2020-12-22 14:28:20 main:574] : INFO : Epoch 666 | loss: 0.0310787 | val_loss: 0.0311698 | Time: 2556 ms [2020-12-22 14:28:23 main:574] : INFO : Epoch 667 | loss: 0.0310738 | val_loss: 0.0311642 | Time: 2536.61 ms [2020-12-22 14:28:26 main:574] : INFO : Epoch 668 | loss: 0.031089 | val_loss: 0.0311631 | Time: 2550.58 ms [2020-12-22 14:28:28 main:574] : INFO : Epoch 669 | loss: 0.0310855 | val_loss: 0.0311669 | Time: 2541.72 ms [2020-12-22 14:28:31 main:574] : INFO : Epoch 670 | loss: 0.0310827 | val_loss: 0.0311668 | Time: 2544.89 ms [2020-12-22 14:28:33 main:574] : INFO : Epoch 671 | loss: 0.0310767 | val_loss: 0.0311775 | Time: 2541.45 ms [2020-12-22 14:28:36 main:574] : INFO : Epoch 672 | loss: 0.0310757 | val_loss: 0.0311632 | Time: 2537.72 ms [2020-12-22 14:28:38 main:574] : INFO : Epoch 673 | loss: 0.031072 | val_loss: 0.031171 | Time: 2567.5 ms [2020-12-22 14:28:41 main:574] : INFO : Epoch 674 | loss: 0.0310735 | val_loss: 0.0311734 | Time: 2561.8 ms [2020-12-22 14:28:43 main:574] : INFO : Epoch 675 | loss: 0.0310765 | val_loss: 0.0311806 | Time: 2535.83 ms [2020-12-22 14:28:46 main:574] : INFO : Epoch 676 | loss: 0.0310713 | val_loss: 0.0311801 | Time: 2539.76 ms [2020-12-22 14:28:49 main:574] : INFO : Epoch 677 | loss: 0.0310686 | val_loss: 0.0311759 | Time: 2530.27 ms [2020-12-22 14:28:51 main:574] : INFO : Epoch 678 | loss: 0.0310706 | val_loss: 0.0311726 | Time: 2540.44 ms [2020-12-22 14:28:54 main:574] : INFO : Epoch 679 | loss: 0.0310702 | val_loss: 0.031172 | Time: 2541.5 ms [2020-12-22 14:28:56 main:574] : INFO : Epoch 680 | loss: 0.0310717 | val_loss: 0.031172 | Time: 2545.31 ms [2020-12-22 14:28:59 main:574] : INFO : Epoch 681 | loss: 0.0310735 | val_loss: 0.0311765 | Time: 2547.92 ms [2020-12-22 14:29:01 main:574] : INFO : Epoch 682 | loss: 0.0310746 | val_loss: 0.0311808 | Time: 2542.99 ms [2020-12-22 14:29:04 main:574] : INFO : Epoch 683 | loss: 0.0310718 | val_loss: 0.0311751 | Time: 2533.09 ms [2020-12-22 14:29:06 main:574] : INFO : Epoch 684 | loss: 0.0310729 | val_loss: 0.031174 | Time: 2545.82 ms [2020-12-22 14:29:09 main:574] : INFO : Epoch 685 | loss: 0.0310761 | val_loss: 0.0311812 | Time: 2542.15 ms [2020-12-22 14:29:11 main:574] : INFO : Epoch 686 | loss: 0.0310773 | val_loss: 0.0311662 | Time: 2545.18 ms [2020-12-22 14:29:14 main:574] : INFO : Epoch 687 | loss: 0.0310779 | val_loss: 0.03119 | Time: 2533.41 ms [2020-12-22 14:29:17 main:574] : INFO : Epoch 688 | loss: 0.0315978 | val_loss: 0.0317208 | Time: 2559.05 ms [2020-12-22 14:29:19 main:574] : INFO : Epoch 689 | loss: 0.0317336 | val_loss: 0.0312914 | Time: 2554.31 ms [2020-12-22 14:29:22 main:574] : INFO : Epoch 690 | loss: 0.0311809 | val_loss: 0.0311686 | Time: 2543.91 ms [2020-12-22 14:29:24 main:574] : INFO : Epoch 691 | loss: 0.0311027 | val_loss: 0.0311646 | Time: 2542.82 ms [2020-12-22 14:29:27 main:574] : INFO : Epoch 692 | loss: 0.0310882 | val_loss: 0.0311722 | Time: 2537.65 ms [2020-12-22 14:29:29 main:574] : INFO : Epoch 693 | loss: 0.0310851 | val_loss: 0.0311679 | Time: 2551.19 ms [2020-12-22 14:29:32 main:574] : INFO : Epoch 694 | loss: 0.0310769 | val_loss: 0.0311727 | Time: 2541.93 ms [2020-12-22 14:29:34 main:574] : INFO : Epoch 695 | loss: 0.0310748 | val_loss: 0.0311725 | Time: 2536.05 ms [2020-12-22 14:29:37 main:574] : INFO : Epoch 696 | loss: 0.0310691 | val_loss: 0.0311811 | Time: 2543.66 ms [2020-12-22 14:29:39 main:574] : INFO : Epoch 697 | loss: 0.031068 | val_loss: 0.0311712 | Time: 2538.16 ms [2020-12-22 14:29:42 main:574] : INFO : Epoch 698 | loss: 0.03107 | val_loss: 0.0311708 | Time: 2546.99 ms [2020-12-22 14:29:45 main:574] : INFO : Epoch 699 | loss: 0.0310738 | val_loss: 0.0311906 | Time: 2547.3 ms [2020-12-22 14:29:47 main:574] : INFO : Epoch 700 | loss: 0.0310813 | val_loss: 0.0311699 | Time: 2542.4 ms [2020-12-22 14:29:50 main:574] : INFO : Epoch 701 | loss: 0.0310706 | val_loss: 0.031179 | Time: 2551.02 ms [2020-12-22 14:29:52 main:574] : INFO : Epoch 702 | loss: 0.0310683 | val_loss: 0.0311831 | Time: 2543.37 ms [2020-12-22 14:29:55 main:574] : INFO : Epoch 703 | loss: 0.0310681 | val_loss: 0.0311752 | Time: 2547.36 ms [2020-12-22 14:29:57 main:574] : INFO : Epoch 704 | loss: 0.0310708 | val_loss: 0.0311754 | Time: 2544.85 ms [2020-12-22 14:30:00 main:574] : INFO : Epoch 705 | loss: 0.0310657 | val_loss: 0.0311757 | Time: 2551.61 ms [2020-12-22 14:30:02 main:574] : INFO : Epoch 706 | loss: 0.0310651 | val_loss: 0.0311934 | Time: 2545.77 ms [2020-12-22 14:30:05 main:574] : INFO : Epoch 707 | loss: 0.0310656 | val_loss: 0.0311822 | Time: 2551.38 ms [2020-12-22 14:30:08 main:574] : INFO : Epoch 708 | loss: 0.0310626 | val_loss: 0.0311782 | Time: 2541.46 ms [2020-12-22 14:30:10 main:574] : INFO : Epoch 709 | loss: 0.0310621 | val_loss: 0.0311919 | Time: 2548.81 ms [2020-12-22 14:30:13 main:574] : INFO : Epoch 710 | loss: 0.0310653 | val_loss: 0.0311809 | Time: 2546.38 ms [2020-12-22 14:30:15 main:574] : INFO : Epoch 711 | loss: 0.0310694 | val_loss: 0.0311715 | Time: 2526.14 ms [2020-12-22 14:30:18 main:574] : INFO : Epoch 712 | loss: 0.0310699 | val_loss: 0.0311748 | Time: 2538.54 ms [2020-12-22 14:30:20 main:574] : INFO : Epoch 713 | loss: 0.0310679 | val_loss: 0.031186 | Time: 2548.07 ms [2020-12-22 14:30:23 main:574] : INFO : Epoch 714 | loss: 0.0310749 | val_loss: 0.0311717 | Time: 2539.31 ms [2020-12-22 14:30:25 main:574] : INFO : Epoch 715 | loss: 0.0310729 | val_loss: 0.0311829 | Time: 2542.82 ms [2020-12-22 14:30:28 main:574] : INFO : Epoch 716 | loss: 0.0310726 | val_loss: 0.0311838 | Time: 2537.53 ms [2020-12-22 14:30:30 main:574] : INFO : Epoch 717 | loss: 0.0310718 | val_loss: 0.0311805 | Time: 2543.16 ms [2020-12-22 14:30:33 main:574] : INFO : Epoch 718 | loss: 0.0310678 | val_loss: 0.0311783 | Time: 2545.13 ms [2020-12-22 14:30:36 main:574] : INFO : Epoch 719 | loss: 0.0310685 | val_loss: 0.0311724 | Time: 2541.76 ms [2020-12-22 14:30:38 main:574] : INFO : Epoch 720 | loss: 0.0310709 | val_loss: 0.0311853 | Time: 2533.55 ms [2020-12-22 14:30:41 main:574] : INFO : Epoch 721 | loss: 0.031072 | val_loss: 0.0311696 | Time: 2533.05 ms [2020-12-22 14:30:43 main:574] : INFO : Epoch 722 | loss: 0.031075 | val_loss: 0.0311713 | Time: 2538.31 ms [2020-12-22 14:30:46 main:574] : INFO : Epoch 723 | loss: 0.0310863 | val_loss: 0.0311653 | Time: 2540.21 ms [2020-12-22 14:30:48 main:574] : INFO : Epoch 724 | loss: 0.0310834 | val_loss: 0.0311678 | Time: 2551.75 ms [2020-12-22 14:30:51 main:574] : INFO : Epoch 725 | loss: 0.0310807 | val_loss: 0.0311713 | Time: 2547.46 ms [2020-12-22 14:30:53 main:574] : INFO : Epoch 726 | loss: 0.0310755 | val_loss: 0.0311784 | Time: 2542.34 ms [2020-12-22 14:30:56 main:574] : INFO : Epoch 727 | loss: 0.03107 | val_loss: 0.031184 | Time: 2550.75 ms [2020-12-22 14:30:59 main:574] : INFO : Epoch 728 | loss: 0.0310651 | val_loss: 0.0311739 | Time: 2543.25 ms [2020-12-22 14:31:01 main:574] : INFO : Epoch 729 | loss: 0.0310683 | val_loss: 0.0311844 | Time: 2550.72 ms [2020-12-22 14:31:04 main:574] : INFO : Epoch 730 | loss: 0.0310699 | val_loss: 0.0312059 | Time: 2534.09 ms [2020-12-22 14:31:06 main:574] : INFO : Epoch 731 | loss: 0.0310709 | val_loss: 0.0311697 | Time: 2544.54 ms [2020-12-22 14:31:09 main:574] : INFO : Epoch 732 | loss: 0.0310791 | val_loss: 0.0311811 | Time: 2541.3 ms [2020-12-22 14:31:11 main:574] : INFO : Epoch 733 | loss: 0.0310769 | val_loss: 0.0311558 | Time: 2552.79 ms [2020-12-22 14:31:14 main:574] : INFO : Epoch 734 | loss: 0.0310724 | val_loss: 0.0311608 | Time: 2522.23 ms [2020-12-22 14:31:16 main:574] : INFO : Epoch 735 | loss: 0.0310665 | val_loss: 0.0311785 | Time: 2545.72 ms [2020-12-22 14:31:19 main:574] : INFO : Epoch 736 | loss: 0.0310654 | val_loss: 0.0311827 | Time: 2533.16 ms [2020-12-22 14:31:21 main:574] : INFO : Epoch 737 | loss: 0.0310665 | val_loss: 0.0311873 | Time: 2551.64 ms [2020-12-22 14:31:24 main:574] : INFO : Epoch 738 | loss: 0.0310644 | val_loss: 0.0311839 | Time: 2541.97 ms [2020-12-22 14:31:27 main:574] : INFO : Epoch 739 | loss: 0.0310688 | val_loss: 0.0311817 | Time: 2539.2 ms [2020-12-22 14:31:29 main:574] : INFO : Epoch 740 | loss: 0.0310659 | val_loss: 0.0311661 | Time: 2551.92 ms [2020-12-22 14:31:32 main:574] : INFO : Epoch 741 | loss: 0.0310683 | val_loss: 0.0311675 | Time: 2542.19 ms [2020-12-22 14:31:34 main:574] : INFO : Epoch 742 | loss: 0.0310675 | val_loss: 0.031173 | Time: 2539.03 ms [2020-12-22 14:31:37 main:574] : INFO : Epoch 743 | loss: 0.0310678 | val_loss: 0.0311755 | Time: 2546.95 ms [2020-12-22 14:31:39 main:574] : INFO : Epoch 744 | loss: 0.0310649 | val_loss: 0.0311743 | Time: 2549.3 ms [2020-12-22 14:31:42 main:574] : INFO : Epoch 745 | loss: 0.0310622 | val_loss: 0.0311763 | Time: 2545.12 ms [2020-12-22 14:31:44 main:574] : INFO : Epoch 746 | loss: 0.0310639 | val_loss: 0.0311647 | Time: 2549.54 ms [2020-12-22 14:31:47 main:574] : INFO : Epoch 747 | loss: 0.03107 | val_loss: 0.0311671 | Time: 2553.61 ms [2020-12-22 14:31:50 main:574] : INFO : Epoch 748 | loss: 0.0310629 | val_loss: 0.0311929 | Time: 2545.51 ms [2020-12-22 14:31:52 main:574] : INFO : Epoch 749 | loss: 0.0310615 | val_loss: 0.0311699 | Time: 2541.86 ms [2020-12-22 14:31:55 main:574] : INFO : Epoch 750 | loss: 0.0310657 | val_loss: 0.0311834 | Time: 2549.82 ms [2020-12-22 14:31:57 main:574] : INFO : Epoch 751 | loss: 0.0310648 | val_loss: 0.0311764 | Time: 2538.21 ms [2020-12-22 14:32:00 main:574] : INFO : Epoch 752 | loss: 0.0310602 | val_loss: 0.0311827 | Time: 2543.28 ms [2020-12-22 14:32:02 main:574] : INFO : Epoch 753 | loss: 0.0310709 | val_loss: 0.0311856 | Time: 2546.03 ms [2020-12-22 14:32:05 main:574] : INFO : Epoch 754 | loss: 0.031074 | val_loss: 0.0311648 | Time: 2531.31 ms [2020-12-22 14:32:07 main:574] : INFO : Epoch 755 | loss: 0.0310751 | val_loss: 0.0311732 | Time: 2540.73 ms [2020-12-22 14:32:10 main:574] : INFO : Epoch 756 | loss: 0.0310712 | val_loss: 0.0311619 | Time: 2528.42 ms [2020-12-22 14:32:12 main:574] : INFO : Epoch 757 | loss: 0.031087 | val_loss: 0.0311718 | Time: 2555.71 ms [2020-12-22 14:32:15 main:574] : INFO : Epoch 758 | loss: 0.0310871 | val_loss: 0.0311799 | Time: 2517.4 ms [2020-12-22 14:32:18 main:574] : INFO : Epoch 759 | loss: 0.0311006 | val_loss: 0.0311571 | Time: 2548.9 ms [2020-12-22 14:32:20 main:574] : INFO : Epoch 760 | loss: 0.0311042 | val_loss: 0.031157 | Time: 2546.64 ms [2020-12-22 14:32:23 main:574] : INFO : Epoch 761 | loss: 0.0310988 | val_loss: 0.031156 | Time: 2540.29 ms [2020-12-22 14:32:25 main:574] : INFO : Epoch 762 | loss: 0.031091 | val_loss: 0.0311565 | Time: 2538.5 ms [2020-12-22 14:32:28 main:574] : INFO : Epoch 763 | loss: 0.0310862 | val_loss: 0.0311592 | Time: 2546.26 ms [2020-12-22 14:32:30 main:574] : INFO : Epoch 764 | loss: 0.0310856 | val_loss: 0.0311604 | Time: 2533.19 ms [2020-12-22 14:32:33 main:574] : INFO : Epoch 765 | loss: 0.031079 | val_loss: 0.0311614 | Time: 2547.43 ms [2020-12-22 14:32:35 main:574] : INFO : Epoch 766 | loss: 0.0310773 | val_loss: 0.0311641 | Time: 2531.13 ms [2020-12-22 14:32:38 main:574] : INFO : Epoch 767 | loss: 0.0310908 | val_loss: 0.0311546 | Time: 2539.47 ms [2020-12-22 14:32:40 main:574] : INFO : Epoch 768 | loss: 0.0310822 | val_loss: 0.0311599 | Time: 2552.12 ms [2020-12-22 14:32:43 main:574] : INFO : Epoch 769 | loss: 0.0310757 | val_loss: 0.0311601 | Time: 2552.79 ms [2020-12-22 14:32:46 main:574] : INFO : Epoch 770 | loss: 0.0310748 | val_loss: 0.0311585 | Time: 2546.94 ms [2020-12-22 14:32:48 main:574] : INFO : Epoch 771 | loss: 0.0310959 | val_loss: 0.0311451 | Time: 2492.81 ms [2020-12-22 14:32:51 main:574] : INFO : Epoch 772 | loss: 0.0310931 | val_loss: 0.0311504 | Time: 2544.39 ms [2020-12-22 14:32:53 main:574] : INFO : Epoch 773 | loss: 0.0310884 | val_loss: 0.0311555 | Time: 2549.16 ms [2020-12-22 14:32:56 main:574] : INFO : Epoch 774 | loss: 0.0310776 | val_loss: 0.0311547 | Time: 2539.16 ms [2020-12-22 14:32:58 main:574] : INFO : Epoch 775 | loss: 0.0310819 | val_loss: 0.0311529 | Time: 2545.61 ms [2020-12-22 14:33:01 main:574] : INFO : Epoch 776 | loss: 0.0310832 | val_loss: 0.0311696 | Time: 2544.89 ms [2020-12-22 14:33:03 main:574] : INFO : Epoch 777 | loss: 0.031079 | val_loss: 0.0311606 | Time: 2537.52 ms [2020-12-22 14:33:06 main:574] : INFO : Epoch 778 | loss: 0.031072 | val_loss: 0.031163 | Time: 2537.18 ms [2020-12-22 14:33:08 main:574] : INFO : Epoch 779 | loss: 0.0310663 | val_loss: 0.0311707 | Time: 2540.91 ms [2020-12-22 14:33:11 main:574] : INFO : Epoch 780 | loss: 0.0310646 | val_loss: 0.0311635 | Time: 2554.92 ms [2020-12-22 14:33:14 main:574] : INFO : Epoch 781 | loss: 0.0310665 | val_loss: 0.0311841 | Time: 2549.24 ms [2020-12-22 14:33:16 main:574] : INFO : Epoch 782 | loss: 0.0310643 | val_loss: 0.0311634 | Time: 2550.66 ms [2020-12-22 14:33:19 main:574] : INFO : Epoch 783 | loss: 0.0310628 | val_loss: 0.0311736 | Time: 2540.5 ms [2020-12-22 14:33:21 main:574] : INFO : Epoch 784 | loss: 0.0310593 | val_loss: 0.0311861 | Time: 2546.64 ms [2020-12-22 14:33:24 main:574] : INFO : Epoch 785 | loss: 0.0310574 | val_loss: 0.0311725 | Time: 2548.74 ms [2020-12-22 14:33:26 main:574] : INFO : Epoch 786 | loss: 0.0310594 | val_loss: 0.0311711 | Time: 2538.74 ms [2020-12-22 14:33:29 main:574] : INFO : Epoch 787 | loss: 0.0310607 | val_loss: 0.0311737 | Time: 2555 ms [2020-12-22 14:33:31 main:574] : INFO : Epoch 788 | loss: 0.031063 | val_loss: 0.0311654 | Time: 2545.49 ms [2020-12-22 14:33:34 main:574] : INFO : Epoch 789 | loss: 0.0310598 | val_loss: 0.0311615 | Time: 2543.51 ms [2020-12-22 14:33:36 main:574] : INFO : Epoch 790 | loss: 0.0310662 | val_loss: 0.0311691 | Time: 2526.91 ms [2020-12-22 14:33:39 main:574] : INFO : Epoch 791 | loss: 0.0310602 | val_loss: 0.0311705 | Time: 2546.83 ms [2020-12-22 14:33:42 main:574] : INFO : Epoch 792 | loss: 0.0310587 | val_loss: 0.031165 | Time: 2549.39 ms [2020-12-22 14:33:44 main:574] : INFO : Epoch 793 | loss: 0.0310643 | val_loss: 0.0311798 | Time: 2547.52 ms [2020-12-22 14:33:47 main:574] : INFO : Epoch 794 | loss: 0.0310636 | val_loss: 0.031171 | Time: 2546.14 ms [2020-12-22 14:33:49 main:574] : INFO : Epoch 795 | loss: 0.0310593 | val_loss: 0.0311809 | Time: 2548.05 ms [2020-12-22 14:33:52 main:574] : INFO : Epoch 796 | loss: 0.0310569 | val_loss: 0.0311587 | Time: 2541.25 ms [2020-12-22 14:33:54 main:574] : INFO : Epoch 797 | loss: 0.031059 | val_loss: 0.0311758 | Time: 2547.39 ms [2020-12-22 14:33:57 main:574] : INFO : Epoch 798 | loss: 0.0310587 | val_loss: 0.0311736 | Time: 2539.35 ms [2020-12-22 14:33:59 main:574] : INFO : Epoch 799 | loss: 0.0310593 | val_loss: 0.0311776 | Time: 2539.03 ms [2020-12-22 14:34:02 main:574] : INFO : Epoch 800 | loss: 0.0310568 | val_loss: 0.0311756 | Time: 2538.9 ms [2020-12-22 14:34:05 main:574] : INFO : Epoch 801 | loss: 0.0310628 | val_loss: 0.031178 | Time: 2552.61 ms [2020-12-22 14:34:07 main:574] : INFO : Epoch 802 | loss: 0.0310596 | val_loss: 0.0311677 | Time: 2535.55 ms [2020-12-22 14:34:10 main:574] : INFO : Epoch 803 | loss: 0.0310619 | val_loss: 0.0311722 | Time: 2558.47 ms [2020-12-22 14:34:12 main:574] : INFO : Epoch 804 | loss: 0.0310611 | val_loss: 0.0311727 | Time: 2537.88 ms [2020-12-22 14:34:15 main:574] : INFO : Epoch 805 | loss: 0.0310605 | val_loss: 0.0311663 | Time: 2546.08 ms [2020-12-22 14:34:17 main:574] : INFO : Epoch 806 | loss: 0.0310582 | val_loss: 0.0311664 | Time: 2536.16 ms [2020-12-22 14:34:20 main:574] : INFO : Epoch 807 | loss: 0.0310592 | val_loss: 0.031171 | Time: 2553.98 ms [2020-12-22 14:34:22 main:574] : INFO : Epoch 808 | loss: 0.0310578 | val_loss: 0.0311736 | Time: 2557.13 ms [2020-12-22 14:34:25 main:574] : INFO : Epoch 809 | loss: 0.0310517 | val_loss: 0.0311944 | Time: 2555.15 ms [2020-12-22 14:34:28 main:574] : INFO : Epoch 810 | loss: 0.0310521 | val_loss: 0.0311669 | Time: 2530.11 ms [2020-12-22 14:34:30 main:574] : INFO : Epoch 811 | loss: 0.0310634 | val_loss: 0.0311787 | Time: 2539.99 ms [2020-12-22 14:34:33 main:574] : INFO : Epoch 812 | loss: 0.031061 | val_loss: 0.0311832 | Time: 2547.97 ms [2020-12-22 14:34:35 main:574] : INFO : Epoch 813 | loss: 0.0310551 | val_loss: 0.0311735 | Time: 2548.67 ms [2020-12-22 14:34:38 main:574] : INFO : Epoch 814 | loss: 0.0310563 | val_loss: 0.0311875 | Time: 2539.58 ms [2020-12-22 14:34:40 main:574] : INFO : Epoch 815 | loss: 0.0310632 | val_loss: 0.0311749 | Time: 2551.64 ms [2020-12-22 14:34:43 main:574] : INFO : Epoch 816 | loss: 0.0310702 | val_loss: 0.0311712 | Time: 2550.33 ms [2020-12-22 14:34:45 main:574] : INFO : Epoch 817 | loss: 0.0310691 | val_loss: 0.0311727 | Time: 2543.93 ms [2020-12-22 14:34:48 main:574] : INFO : Epoch 818 | loss: 0.0310665 | val_loss: 0.031169 | Time: 2537.6 ms [2020-12-22 14:34:51 main:574] : INFO : Epoch 819 | loss: 0.0310646 | val_loss: 0.0311761 | Time: 2550.19 ms [2020-12-22 14:34:53 main:574] : INFO : Epoch 820 | loss: 0.0310569 | val_loss: 0.0311725 | Time: 2547.37 ms [2020-12-22 14:34:56 main:574] : INFO : Epoch 821 | loss: 0.0310578 | val_loss: 0.0311646 | Time: 2539.3 ms [2020-12-22 14:34:58 main:574] : INFO : Epoch 822 | loss: 0.0310581 | val_loss: 0.0311811 | Time: 2548.95 ms [2020-12-22 14:35:01 main:574] : INFO : Epoch 823 | loss: 0.031062 | val_loss: 0.0311657 | Time: 2544.69 ms [2020-12-22 14:35:03 main:574] : INFO : Epoch 824 | loss: 0.0310669 | val_loss: 0.0311708 | Time: 2546.17 ms [2020-12-22 14:35:06 main:574] : INFO : Epoch 825 | loss: 0.0310618 | val_loss: 0.0311627 | Time: 2540.13 ms [2020-12-22 14:35:08 main:574] : INFO : Epoch 826 | loss: 0.0310624 | val_loss: 0.0311809 | Time: 2547.94 ms [2020-12-22 14:35:11 main:574] : INFO : Epoch 827 | loss: 0.0310577 | val_loss: 0.0311717 | Time: 2551.7 ms [2020-12-22 14:35:13 main:574] : INFO : Epoch 828 | loss: 0.031059 | val_loss: 0.0311729 | Time: 2537.46 ms [2020-12-22 14:35:16 main:574] : INFO : Epoch 829 | loss: 0.0310569 | val_loss: 0.0311784 | Time: 2543.56 ms [2020-12-22 14:35:19 main:574] : INFO : Epoch 830 | loss: 0.0310525 | val_loss: 0.0311713 | Time: 2544.49 ms [2020-12-22 14:35:21 main:574] : INFO : Epoch 831 | loss: 0.0310563 | val_loss: 0.0311822 | Time: 2550.09 ms [2020-12-22 14:35:24 main:574] : INFO : Epoch 832 | loss: 0.0310554 | val_loss: 0.0311637 | Time: 2537.66 ms [2020-12-22 14:35:26 main:574] : INFO : Epoch 833 | loss: 0.0310513 | val_loss: 0.0311875 | Time: 2523.29 ms [2020-12-22 14:35:29 main:574] : INFO : Epoch 834 | loss: 0.0310484 | val_loss: 0.0311624 | Time: 2543.75 ms [2020-12-22 14:35:31 main:574] : INFO : Epoch 835 | loss: 0.0310494 | val_loss: 0.0311753 | Time: 2549.69 ms [2020-12-22 14:35:34 main:574] : INFO : Epoch 836 | loss: 0.0310472 | val_loss: 0.0311816 | Time: 2553.18 ms [2020-12-22 14:35:36 main:574] : INFO : Epoch 837 | loss: 0.0310443 | val_loss: 0.0311747 | Time: 2541.51 ms [2020-12-22 14:35:39 main:574] : INFO : Epoch 838 | loss: 0.0310514 | val_loss: 0.0311787 | Time: 2547.4 ms [2020-12-22 14:35:42 main:574] : INFO : Epoch 839 | loss: 0.0310521 | val_loss: 0.0311745 | Time: 2549.45 ms [2020-12-22 14:35:44 main:574] : INFO : Epoch 840 | loss: 0.0310574 | val_loss: 0.0311904 | Time: 2547.9 ms [2020-12-22 14:35:47 main:574] : INFO : Epoch 841 | loss: 0.0310558 | val_loss: 0.0311574 | Time: 2543.02 ms [2020-12-22 14:35:49 main:574] : INFO : Epoch 842 | loss: 0.031056 | val_loss: 0.0311875 | Time: 2547.89 ms [2020-12-22 14:35:52 main:574] : INFO : Epoch 843 | loss: 0.0310523 | val_loss: 0.0311754 | Time: 2551.26 ms [2020-12-22 14:35:54 main:574] : INFO : Epoch 844 | loss: 0.0310536 | val_loss: 0.0311747 | Time: 2550.18 ms [2020-12-22 14:35:57 main:574] : INFO : Epoch 845 | loss: 0.031055 | val_loss: 0.0311641 | Time: 2539.54 ms [2020-12-22 14:35:59 main:574] : INFO : Epoch 846 | loss: 0.0310567 | val_loss: 0.031176 | Time: 2555.74 ms [2020-12-22 14:36:02 main:574] : INFO : Epoch 847 | loss: 0.0310521 | val_loss: 0.0311668 | Time: 2538.84 ms [2020-12-22 14:36:05 main:574] : INFO : Epoch 848 | loss: 0.0310499 | val_loss: 0.0311788 | Time: 2548.4 ms [2020-12-22 14:36:07 main:574] : INFO : Epoch 849 | loss: 0.0310494 | val_loss: 0.031181 | Time: 2531.46 ms [2020-12-22 14:36:10 main:574] : INFO : Epoch 850 | loss: 0.0310522 | val_loss: 0.0311699 | Time: 2550.36 ms [2020-12-22 14:36:12 main:574] : INFO : Epoch 851 | loss: 0.0310511 | val_loss: 0.0311658 | Time: 2535.35 ms [2020-12-22 14:36:15 main:574] : INFO : Epoch 852 | loss: 0.031058 | val_loss: 0.0311717 | Time: 2520.52 ms [2020-12-22 14:36:17 main:574] : INFO : Epoch 853 | loss: 0.0310547 | val_loss: 0.0311707 | Time: 2530.41 ms [2020-12-22 14:36:20 main:574] : INFO : Epoch 854 | loss: 0.0310564 | val_loss: 0.0311824 | Time: 2547.05 ms [2020-12-22 14:36:22 main:574] : INFO : Epoch 855 | loss: 0.0310691 | val_loss: 0.0311605 | Time: 2538.57 ms [2020-12-22 14:36:25 main:574] : INFO : Epoch 856 | loss: 0.0310795 | val_loss: 0.0311636 | Time: 2532.21 ms [2020-12-22 14:36:27 main:574] : INFO : Epoch 857 | loss: 0.0310728 | val_loss: 0.0311527 | Time: 2534.06 ms [2020-12-22 14:36:30 main:574] : INFO : Epoch 858 | loss: 0.031072 | val_loss: 0.0311636 | Time: 2508.21 ms [2020-12-22 14:36:32 main:574] : INFO : Epoch 859 | loss: 0.0310726 | val_loss: 0.0311622 | Time: 2578.49 ms [2020-12-22 14:36:35 main:574] : INFO : Epoch 860 | loss: 0.0310695 | val_loss: 0.0311656 | Time: 2553.69 ms [2020-12-22 14:36:38 main:574] : INFO : Epoch 861 | loss: 0.0310586 | val_loss: 0.0311584 | Time: 2533.88 ms [2020-12-22 14:36:40 main:574] : INFO : Epoch 862 | loss: 0.031051 | val_loss: 0.0311733 | Time: 2539.1 ms [2020-12-22 14:36:43 main:574] : INFO : Epoch 863 | loss: 0.0310531 | val_loss: 0.0311702 | Time: 2535.74 ms [2020-12-22 14:36:45 main:574] : INFO : Epoch 864 | loss: 0.031053 | val_loss: 0.0311797 | Time: 2542.49 ms [2020-12-22 14:36:48 main:574] : INFO : Epoch 865 | loss: 0.0310511 | val_loss: 0.0311649 | Time: 2538.42 ms [2020-12-22 14:36:50 main:574] : INFO : Epoch 866 | loss: 0.0310567 | val_loss: 0.0311767 | Time: 2543.54 ms [2020-12-22 14:36:53 main:574] : INFO : Epoch 867 | loss: 0.0310464 | val_loss: 0.0311896 | Time: 2542.99 ms [2020-12-22 14:36:55 main:574] : INFO : Epoch 868 | loss: 0.0310474 | val_loss: 0.0311906 | Time: 2528.01 ms [2020-12-22 14:36:58 main:574] : INFO : Epoch 869 | loss: 0.0310495 | val_loss: 0.0311617 | Time: 2521.3 ms [2020-12-22 14:37:00 main:574] : INFO : Epoch 870 | loss: 0.0310497 | val_loss: 0.031185 | Time: 2540.48 ms [2020-12-22 14:37:03 main:574] : INFO : Epoch 871 | loss: 0.0310498 | val_loss: 0.0311874 | Time: 2538.37 ms [2020-12-22 14:37:06 main:574] : INFO : Epoch 872 | loss: 0.0310495 | val_loss: 0.0311789 | Time: 2544.88 ms [2020-12-22 14:37:08 main:574] : INFO : Epoch 873 | loss: 0.0310497 | val_loss: 0.0311772 | Time: 2536.86 ms [2020-12-22 14:37:11 main:574] : INFO : Epoch 874 | loss: 0.0310532 | val_loss: 0.0311833 | Time: 2538.68 ms [2020-12-22 14:37:13 main:574] : INFO : Epoch 875 | loss: 0.03105 | val_loss: 0.0311811 | Time: 2543.99 ms [2020-12-22 14:37:16 main:574] : INFO : Epoch 876 | loss: 0.0310549 | val_loss: 0.0311581 | Time: 2549.69 ms [2020-12-22 14:37:18 main:574] : INFO : Epoch 877 | loss: 0.031056 | val_loss: 0.0311668 | Time: 2549.68 ms [2020-12-22 14:37:21 main:574] : INFO : Epoch 878 | loss: 0.0310508 | val_loss: 0.0311696 | Time: 2546.46 ms [2020-12-22 14:37:23 main:574] : INFO : Epoch 879 | loss: 0.031044 | val_loss: 0.0311725 | Time: 2538.88 ms [2020-12-22 14:37:26 main:574] : INFO : Epoch 880 | loss: 0.0310492 | val_loss: 0.0311789 | Time: 2544.75 ms [2020-12-22 14:37:28 main:574] : INFO : Epoch 881 | loss: 0.0310602 | val_loss: 0.0311712 | Time: 2536.51 ms [2020-12-22 14:37:31 main:574] : INFO : Epoch 882 | loss: 0.0310569 | val_loss: 0.0311838 | Time: 2545.58 ms [2020-12-22 14:37:34 main:574] : INFO : Epoch 883 | loss: 0.0310566 | val_loss: 0.0311668 | Time: 2546.17 ms [2020-12-22 14:37:36 main:574] : INFO : Epoch 884 | loss: 0.0310558 | val_loss: 0.0311648 | Time: 2557.7 ms [2020-12-22 14:37:39 main:574] : INFO : Epoch 885 | loss: 0.0310536 | val_loss: 0.0311879 | Time: 2537.27 ms [2020-12-22 14:37:41 main:574] : INFO : Epoch 886 | loss: 0.0310688 | val_loss: 0.0311782 | Time: 2542.31 ms [2020-12-22 14:37:44 main:574] : INFO : Epoch 887 | loss: 0.0310597 | val_loss: 0.0311723 | Time: 2547.84 ms [2020-12-22 14:37:46 main:574] : INFO : Epoch 888 | loss: 0.0310564 | val_loss: 0.0311813 | Time: 2543.84 ms [2020-12-22 14:37:49 main:574] : INFO : Epoch 889 | loss: 0.0310614 | val_loss: 0.0311624 | Time: 2536.41 ms [2020-12-22 14:37:51 main:574] : INFO : Epoch 890 | loss: 0.0310569 | val_loss: 0.0311721 | Time: 2543.36 ms [2020-12-22 14:37:54 main:574] : INFO : Epoch 891 | loss: 0.0310555 | val_loss: 0.0311797 | Time: 2546.66 ms [2020-12-22 14:37:57 main:574] : INFO : Epoch 892 | loss: 0.0310556 | val_loss: 0.0311685 | Time: 2535.1 ms [2020-12-22 14:37:59 main:574] : INFO : Epoch 893 | loss: 0.0310544 | val_loss: 0.0311612 | Time: 2536.12 ms [2020-12-22 14:38:02 main:574] : INFO : Epoch 894 | loss: 0.0310549 | val_loss: 0.0311738 | Time: 2524.49 ms [2020-12-22 14:38:04 main:574] : INFO : Epoch 895 | loss: 0.0310519 | val_loss: 0.0311932 | Time: 2548.34 ms [2020-12-22 14:38:07 main:574] : INFO : Epoch 896 | loss: 0.0310517 | val_loss: 0.0311714 | Time: 2528.99 ms [2020-12-22 14:38:09 main:574] : INFO : Epoch 897 | loss: 0.0310464 | val_loss: 0.0311713 | Time: 2541.91 ms [2020-12-22 14:38:12 main:574] : INFO : Epoch 898 | loss: 0.0310418 | val_loss: 0.0311794 | Time: 2543.43 ms [2020-12-22 14:38:14 main:574] : INFO : Epoch 899 | loss: 0.031043 | val_loss: 0.0311924 | Time: 2543.66 ms [2020-12-22 14:38:17 main:574] : INFO : Epoch 900 | loss: 0.0310466 | val_loss: 0.0311839 | Time: 2532.03 ms [2020-12-22 14:38:19 main:574] : INFO : Epoch 901 | loss: 0.0310613 | val_loss: 0.0311818 | Time: 2526.52 ms [2020-12-22 14:38:22 main:574] : INFO : Epoch 902 | loss: 0.0310627 | val_loss: 0.0311794 | Time: 2543.9 ms [2020-12-22 14:38:25 main:574] : INFO : Epoch 903 | loss: 0.0310489 | val_loss: 0.0311669 | Time: 2548.35 ms [2020-12-22 14:38:27 main:574] : INFO : Epoch 904 | loss: 0.0310497 | val_loss: 0.0311899 | Time: 2534.48 ms [2020-12-22 14:38:30 main:574] : INFO : Epoch 905 | loss: 0.0310491 | val_loss: 0.0311691 | Time: 2529.94 ms [2020-12-22 14:38:32 main:574] : INFO : Epoch 906 | loss: 0.0310479 | val_loss: 0.0311979 | Time: 2539.1 ms [2020-12-22 14:38:35 main:574] : INFO : Epoch 907 | loss: 0.0310628 | val_loss: 0.0311646 | Time: 2542.86 ms [2020-12-22 14:38:37 main:574] : INFO : Epoch 908 | loss: 0.0310609 | val_loss: 0.0311744 | Time: 2543.14 ms [2020-12-22 14:38:40 main:574] : INFO : Epoch 909 | loss: 0.0310571 | val_loss: 0.0311946 | Time: 2537.22 ms [2020-12-22 14:38:42 main:574] : INFO : Epoch 910 | loss: 0.0310552 | val_loss: 0.0311668 | Time: 2540.92 ms [2020-12-22 14:38:45 main:574] : INFO : Epoch 911 | loss: 0.0310498 | val_loss: 0.0311739 | Time: 2548.16 ms [2020-12-22 14:38:47 main:574] : INFO : Epoch 912 | loss: 0.0310492 | val_loss: 0.0311822 | Time: 2550.21 ms [2020-12-22 14:38:50 main:574] : INFO : Epoch 913 | loss: 0.0310535 | val_loss: 0.0311845 | Time: 2528.37 ms [2020-12-22 14:38:53 main:574] : INFO : Epoch 914 | loss: 0.031065 | val_loss: 0.0311723 | Time: 2538.15 ms [2020-12-22 14:38:55 main:574] : INFO : Epoch 915 | loss: 0.0310504 | val_loss: 0.0311717 | Time: 2543.97 ms [2020-12-22 14:38:58 main:574] : INFO : Epoch 916 | loss: 0.031072 | val_loss: 0.0311586 | Time: 2544.89 ms [2020-12-22 14:39:00 main:574] : INFO : Epoch 917 | loss: 0.0310916 | val_loss: 0.0311479 | Time: 2546.19 ms [2020-12-22 14:39:03 main:574] : INFO : Epoch 918 | loss: 0.0310899 | val_loss: 0.0311483 | Time: 2542.21 ms [2020-12-22 14:39:05 main:574] : INFO : Epoch 919 | loss: 0.0310791 | val_loss: 0.0311609 | Time: 2549.56 ms [2020-12-22 14:39:08 main:574] : INFO : Epoch 920 | loss: 0.031064 | val_loss: 0.0311638 | Time: 2530.08 ms [2020-12-22 14:39:10 main:574] : INFO : Epoch 921 | loss: 0.03106 | val_loss: 0.0311551 | Time: 2528.26 ms [2020-12-22 14:39:13 main:574] : INFO : Epoch 922 | loss: 0.0310581 | val_loss: 0.0311825 | Time: 2540.02 ms [2020-12-22 14:39:15 main:574] : INFO : Epoch 923 | loss: 0.0310646 | val_loss: 0.031166 | Time: 2543.64 ms [2020-12-22 14:39:18 main:574] : INFO : Epoch 924 | loss: 0.0310571 | val_loss: 0.0311777 | Time: 2522.11 ms [2020-12-22 14:39:21 main:574] : INFO : Epoch 925 | loss: 0.0310507 | val_loss: 0.0311739 | Time: 2548.82 ms [2020-12-22 14:39:23 main:574] : INFO : Epoch 926 | loss: 0.031048 | val_loss: 0.0311816 | Time: 2541.69 ms [2020-12-22 14:39:26 main:574] : INFO : Epoch 927 | loss: 0.0310463 | val_loss: 0.0311876 | Time: 2546.7 ms [2020-12-22 14:39:28 main:574] : INFO : Epoch 928 | loss: 0.0310531 | val_loss: 0.0311634 | Time: 2545.14 ms [2020-12-22 14:39:31 main:574] : INFO : Epoch 929 | loss: 0.0310472 | val_loss: 0.0311705 | Time: 2542.51 ms [2020-12-22 14:39:33 main:574] : INFO : Epoch 930 | loss: 0.0310415 | val_loss: 0.03118 | Time: 2548.97 ms [2020-12-22 14:39:36 main:574] : INFO : Epoch 931 | loss: 0.0310418 | val_loss: 0.0311906 | Time: 2549.21 ms [2020-12-22 14:39:38 main:574] : INFO : Epoch 932 | loss: 0.0310443 | val_loss: 0.0311716 | Time: 2533.06 ms [2020-12-22 14:39:41 main:574] : INFO : Epoch 933 | loss: 0.0310455 | val_loss: 0.0311607 | Time: 2547.1 ms [2020-12-22 14:39:43 main:574] : INFO : Epoch 934 | loss: 0.0310428 | val_loss: 0.0311726 | Time: 2545.18 ms [2020-12-22 14:39:46 main:574] : INFO : Epoch 935 | loss: 0.0310485 | val_loss: 0.0311842 | Time: 2550.45 ms [2020-12-22 14:39:49 main:574] : INFO : Epoch 936 | loss: 0.0310444 | val_loss: 0.0311901 | Time: 2521.15 ms [2020-12-22 14:39:51 main:574] : INFO : Epoch 937 | loss: 0.031045 | val_loss: 0.0311651 | Time: 2547.09 ms [2020-12-22 14:39:54 main:574] : INFO : Epoch 938 | loss: 0.0310472 | val_loss: 0.0311736 | Time: 2549.07 ms [2020-12-22 14:39:56 main:574] : INFO : Epoch 939 | loss: 0.0310415 | val_loss: 0.0311772 | Time: 2551.49 ms [2020-12-22 14:39:59 main:574] : INFO : Epoch 940 | loss: 0.0310476 | val_loss: 0.0311792 | Time: 2540.08 ms [2020-12-22 14:40:01 main:574] : INFO : Epoch 941 | loss: 0.0310502 | val_loss: 0.0311727 | Time: 2539.03 ms [2020-12-22 14:40:04 main:574] : INFO : Epoch 942 | loss: 0.0310518 | val_loss: 0.0311675 | Time: 2549.67 ms [2020-12-22 14:40:06 main:574] : INFO : Epoch 943 | loss: 0.0310481 | val_loss: 0.0311772 | Time: 2544.8 ms [2020-12-22 14:40:09 main:574] : INFO : Epoch 944 | loss: 0.0310386 | val_loss: 0.0311769 | Time: 2538.04 ms [2020-12-22 14:40:12 main:574] : INFO : Epoch 945 | loss: 0.0310484 | val_loss: 0.0311613 | Time: 2542.54 ms [2020-12-22 14:40:14 main:574] : INFO : Epoch 946 | loss: 0.0310464 | val_loss: 0.0311876 | Time: 2510.77 ms [2020-12-22 14:40:17 main:574] : INFO : Epoch 947 | loss: 0.03105 | val_loss: 0.0311867 | Time: 2527.79 ms [2020-12-22 14:40:19 main:574] : INFO : Epoch 948 | loss: 0.0310503 | val_loss: 0.0311744 | Time: 2536.53 ms [2020-12-22 14:40:22 main:574] : INFO : Epoch 949 | loss: 0.0310514 | val_loss: 0.0311804 | Time: 2539 ms [2020-12-22 14:40:24 main:574] : INFO : Epoch 950 | loss: 0.0310531 | val_loss: 0.0311641 | Time: 2545.57 ms [2020-12-22 14:40:27 main:574] : INFO : Epoch 951 | loss: 0.0310455 | val_loss: 0.0311815 | Time: 2538.54 ms [2020-12-22 14:40:29 main:574] : INFO : Epoch 952 | loss: 0.0310462 | val_loss: 0.0311865 | Time: 2524.49 ms [2020-12-22 14:40:32 main:574] : INFO : Epoch 953 | loss: 0.0310487 | val_loss: 0.0311636 | Time: 2545.56 ms [2020-12-22 14:40:34 main:574] : INFO : Epoch 954 | loss: 0.0310499 | val_loss: 0.0311695 | Time: 2541.88 ms [2020-12-22 14:40:37 main:574] : INFO : Epoch 955 | loss: 0.0310433 | val_loss: 0.0311993 | Time: 2532.71 ms [2020-12-22 14:40:39 main:574] : INFO : Epoch 956 | loss: 0.0310436 | val_loss: 0.0311877 | Time: 2525.35 ms [2020-12-22 14:40:42 main:574] : INFO : Epoch 957 | loss: 0.0310486 | val_loss: 0.0311692 | Time: 2541.52 ms [2020-12-22 14:40:45 main:574] : INFO : Epoch 958 | loss: 0.0310488 | val_loss: 0.0311679 | Time: 2541.26 ms [2020-12-22 14:40:47 main:574] : INFO : Epoch 959 | loss: 0.0310597 | val_loss: 0.0311832 | Time: 2543.19 ms [2020-12-22 14:40:50 main:574] : INFO : Epoch 960 | loss: 0.0310585 | val_loss: 0.0311787 | Time: 2545.83 ms [2020-12-22 14:40:52 main:574] : INFO : Epoch 961 | loss: 0.0310474 | val_loss: 0.0311922 | Time: 2539.77 ms [2020-12-22 14:40:55 main:574] : INFO : Epoch 962 | loss: 0.0310413 | val_loss: 0.0311763 | Time: 2543.07 ms [2020-12-22 14:40:57 main:574] : INFO : Epoch 963 | loss: 0.0310399 | val_loss: 0.031192 | Time: 2555.93 ms [2020-12-22 14:41:00 main:574] : INFO : Epoch 964 | loss: 0.031037 | val_loss: 0.0311957 | Time: 2530.43 ms [2020-12-22 14:41:02 main:574] : INFO : Epoch 965 | loss: 0.031036 | val_loss: 0.0311764 | Time: 2536.25 ms [2020-12-22 14:41:05 main:574] : INFO : Epoch 966 | loss: 0.0310391 | val_loss: 0.0311689 | Time: 2543.63 ms [2020-12-22 14:41:07 main:574] : INFO : Epoch 967 | loss: 0.0310365 | val_loss: 0.03118 | Time: 2549.72 ms [2020-12-22 14:41:10 main:574] : INFO : Epoch 968 | loss: 0.0310323 | val_loss: 0.031204 | Time: 2536.17 ms [2020-12-22 14:41:13 main:574] : INFO : Epoch 969 | loss: 0.0310432 | val_loss: 0.0311604 | Time: 2539.98 ms [2020-12-22 14:41:15 main:574] : INFO : Epoch 970 | loss: 0.0310486 | val_loss: 0.031182 | Time: 2549.19 ms [2020-12-22 14:41:18 main:574] : INFO : Epoch 971 | loss: 0.0310357 | val_loss: 0.0311845 | Time: 2550.29 ms [2020-12-22 14:41:20 main:574] : INFO : Epoch 972 | loss: 0.0310367 | val_loss: 0.0311854 | Time: 2542.33 ms [2020-12-22 14:41:23 main:574] : INFO : Epoch 973 | loss: 0.0310369 | val_loss: 0.031175 | Time: 2545.95 ms [2020-12-22 14:41:25 main:574] : INFO : Epoch 974 | loss: 0.0310401 | val_loss: 0.0311933 | Time: 2551.53 ms [2020-12-22 14:41:28 main:574] : INFO : Epoch 975 | loss: 0.0310423 | val_loss: 0.0311892 | Time: 2540.6 ms [2020-12-22 14:41:30 main:574] : INFO : Epoch 976 | loss: 0.0310504 | val_loss: 0.0311735 | Time: 2541.74 ms [2020-12-22 14:41:33 main:574] : INFO : Epoch 977 | loss: 0.0310433 | val_loss: 0.0311891 | Time: 2545.12 ms [2020-12-22 14:41:36 main:574] : INFO : Epoch 978 | loss: 0.0310478 | val_loss: 0.0311802 | Time: 2542.8 ms [2020-12-22 14:41:38 main:574] : INFO : Epoch 979 | loss: 0.0310576 | val_loss: 0.0311754 | Time: 2548.44 ms [2020-12-22 14:41:41 main:574] : INFO : Epoch 980 | loss: 0.0310487 | val_loss: 0.0311918 | Time: 2538.38 ms [2020-12-22 14:41:43 main:574] : INFO : Epoch 981 | loss: 0.03105 | val_loss: 0.0311843 | Time: 2548.64 ms [2020-12-22 14:41:46 main:574] : INFO : Epoch 982 | loss: 0.0310432 | val_loss: 0.031182 | Time: 2545.07 ms [2020-12-22 14:41:48 main:574] : INFO : Epoch 983 | loss: 0.0310451 | val_loss: 0.0311967 | Time: 2538.95 ms [2020-12-22 14:41:51 main:574] : INFO : Epoch 984 | loss: 0.0310396 | val_loss: 0.0312085 | Time: 2541.89 ms [2020-12-22 14:41:53 main:574] : INFO : Epoch 985 | loss: 0.0310408 | val_loss: 0.0311776 | Time: 2536.08 ms [2020-12-22 14:41:56 main:574] : INFO : Epoch 986 | loss: 0.0310423 | val_loss: 0.0311776 | Time: 2555.29 ms [2020-12-22 14:41:58 main:574] : INFO : Epoch 987 | loss: 0.0310461 | val_loss: 0.0311815 | Time: 2567.7 ms [2020-12-22 14:42:01 main:574] : INFO : Epoch 988 | loss: 0.0310407 | val_loss: 0.0311891 | Time: 2539.88 ms [2020-12-22 14:42:04 main:574] : INFO : Epoch 989 | loss: 0.0310417 | val_loss: 0.0311912 | Time: 2547.49 ms [2020-12-22 14:42:06 main:574] : INFO : Epoch 990 | loss: 0.0310373 | val_loss: 0.0311996 | Time: 2549.21 ms [2020-12-22 14:42:09 main:574] : INFO : Epoch 991 | loss: 0.031047 | val_loss: 0.0312033 | Time: 2539.31 ms [2020-12-22 14:42:11 main:574] : INFO : Epoch 992 | loss: 0.031049 | val_loss: 0.0311655 | Time: 2552.35 ms [2020-12-22 14:42:14 main:574] : INFO : Epoch 993 | loss: 0.0310489 | val_loss: 0.0311737 | Time: 2546.71 ms [2020-12-22 14:42:16 main:574] : INFO : Epoch 994 | loss: 0.0310448 | val_loss: 0.0311813 | Time: 2543.97 ms [2020-12-22 14:42:19 main:574] : INFO : Epoch 995 | loss: 0.0310453 | val_loss: 0.0311704 | Time: 2544.92 ms [2020-12-22 14:42:21 main:574] : INFO : Epoch 996 | loss: 0.0310406 | val_loss: 0.0311835 | Time: 2544.53 ms [2020-12-22 14:42:24 main:574] : INFO : Epoch 997 | loss: 0.0310446 | val_loss: 0.031171 | Time: 2544.16 ms [2020-12-22 14:42:27 main:574] : INFO : Epoch 998 | loss: 0.031045 | val_loss: 0.0311925 | Time: 2544.76 ms [2020-12-22 14:42:29 main:574] : INFO : Epoch 999 | loss: 0.0310464 | val_loss: 0.0311804 | Time: 2552.12 ms [2020-12-22 14:42:32 main:574] : INFO : Epoch 1000 | loss: 0.0310405 | val_loss: 0.0311991 | Time: 2536.6 ms [2020-12-22 14:42:34 main:574] : INFO : Epoch 1001 | loss: 0.0310352 | val_loss: 0.0311768 | Time: 2539.67 ms [2020-12-22 14:42:37 main:574] : INFO : Epoch 1002 | loss: 0.0310415 | val_loss: 0.0311624 | Time: 2543.77 ms [2020-12-22 14:42:39 main:574] : INFO : Epoch 1003 | loss: 0.0310546 | val_loss: 0.0311802 | Time: 2545.61 ms [2020-12-22 14:42:42 main:574] : INFO : Epoch 1004 | loss: 0.0310444 | val_loss: 0.0311832 | Time: 2531.78 ms [2020-12-22 14:42:44 main:574] : INFO : Epoch 1005 | loss: 0.0310522 | val_loss: 0.0311818 | Time: 2545.97 ms [2020-12-22 14:42:47 main:574] : INFO : Epoch 1006 | loss: 0.0310513 | val_loss: 0.0311708 | Time: 2541.59 ms [2020-12-22 14:42:49 main:574] : INFO : Epoch 1007 | loss: 0.0310472 | val_loss: 0.0311725 | Time: 2542.71 ms [2020-12-22 14:42:52 main:574] : INFO : Epoch 1008 | loss: 0.031039 | val_loss: 0.0311716 | Time: 2539.06 ms [2020-12-22 14:42:55 main:574] : INFO : Epoch 1009 | loss: 0.0310338 | val_loss: 0.0312006 | Time: 2799.64 ms [2020-12-22 14:42:57 main:574] : INFO : Epoch 1010 | loss: 0.0310304 | val_loss: 0.0311892 | Time: 2540.17 ms [2020-12-22 14:43:00 main:574] : INFO : Epoch 1011 | loss: 0.0310322 | val_loss: 0.0311901 | Time: 2548.75 ms [2020-12-22 14:43:02 main:574] : INFO : Epoch 1012 | loss: 0.0310288 | val_loss: 0.031194 | Time: 2536.59 ms [2020-12-22 14:43:05 main:574] : INFO : Epoch 1013 | loss: 0.0310362 | val_loss: 0.0311942 | Time: 2541.07 ms [2020-12-22 14:43:08 main:574] : INFO : Epoch 1014 | loss: 0.0310342 | val_loss: 0.0311808 | Time: 2541.97 ms [2020-12-22 14:43:10 main:574] : INFO : Epoch 1015 | loss: 0.0310376 | val_loss: 0.0312019 | Time: 2547.33 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 960M) [2020-12-22 14:49:38 main:435] : INFO : Set logging level to 1 [2020-12-22 14:49:38 main:441] : INFO : Running in BOINC Client mode [2020-12-22 14:49:38 main:444] : INFO : Resolving all filenames [2020-12-22 14:49:38 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2020-12-22 14:49:38 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1606531436-27997-2_0_r375237969_1 (exists = 1) [2020-12-22 14:49:38 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1606531436-27997-2_0_r375237969_0 (exists = 0) [2020-12-22 14:49:38 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1606531436-27997-2 (exists = 1) [2020-12-22 14:49:38 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2020-12-22 14:49:38 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2020-12-22 14:49:38 main:474] : INFO : Configuration: [2020-12-22 14:49:38 main:475] : INFO : Model type: GRU [2020-12-22 14:49:38 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-12-22 14:49:38 main:477] : INFO : Max Epochs: 1024 [2020-12-22 14:49:38 main:478] : INFO : Batch Size: 128 [2020-12-22 14:49:38 main:479] : INFO : Learning Rate: 0.01 [2020-12-22 14:49:38 main:480] : INFO : Patience: 10 [2020-12-22 14:49:38 main:481] : INFO : Hidden Width: 12 [2020-12-22 14:49:38 main:482] : INFO : # Recurrent Layers: 4 [2020-12-22 14:49:38 main:483] : INFO : # Backend Layers: 4 [2020-12-22 14:49:38 main:484] : INFO : # Threads: 1 [2020-12-22 14:49:38 main:486] : INFO : Preparing Dataset [2020-12-22 14:49:38 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 14:49:39 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 14:49:41 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2020-12-22 14:49:41 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 14:49:41 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 14:49:41 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-12-22 14:49:41 main:494] : INFO : Creating Model [2020-12-22 14:49:41 main:507] : INFO : Preparing config file [2020-12-22 14:49:41 main:511] : INFO : Found checkpoint, attempting to load... [2020-12-22 14:49:41 main:512] : INFO : Loading config [2020-12-22 14:49:41 main:514] : INFO : Loading state [2020-12-22 14:49:42 main:559] : INFO : Loading DataLoader into Memory [2020-12-22 14:49:42 main:562] : INFO : Starting Training [2020-12-22 14:49:45 main:574] : INFO : Epoch 998 | loss: 0.0311225 | val_loss: 0.0311605 | Time: 2852.75 ms [2020-12-22 14:49:48 main:574] : INFO : Epoch 999 | loss: 0.0310707 | val_loss: 0.0311747 | Time: 2527.23 ms [2020-12-22 14:49:50 main:574] : INFO : Epoch 1000 | loss: 0.0310523 | val_loss: 0.0311976 | Time: 2540.01 ms [2020-12-22 14:49:53 main:574] : INFO : Epoch 1001 | loss: 0.0310439 | val_loss: 0.0311721 | Time: 2542.66 ms [2020-12-22 14:49:55 main:574] : INFO : Epoch 1002 | loss: 0.0310427 | val_loss: 0.0311845 | Time: 2547.96 ms [2020-12-22 14:49:58 main:574] : INFO : Epoch 1003 | loss: 0.0310444 | val_loss: 0.0311896 | Time: 2544.12 ms [2020-12-22 14:50:00 main:574] : INFO : Epoch 1004 | loss: 0.031048 | val_loss: 0.0311811 | Time: 2543.82 ms [2020-12-22 14:50:03 main:574] : INFO : Epoch 1005 | loss: 0.0310422 | val_loss: 0.0311825 | Time: 2543.7 ms [2020-12-22 14:50:05 main:574] : INFO : Epoch 1006 | loss: 0.0310473 | val_loss: 0.0311756 | Time: 2551 ms [2020-12-22 14:50:08 main:574] : INFO : Epoch 1007 | loss: 0.0310434 | val_loss: 0.0311701 | Time: 2534.99 ms [2020-12-22 14:50:11 main:574] : INFO : Epoch 1008 | loss: 0.03104 | val_loss: 0.0311996 | Time: 2521.09 ms [2020-12-22 14:50:13 main:574] : INFO : Epoch 1009 | loss: 0.0310394 | val_loss: 0.0311804 | Time: 2535.18 ms [2020-12-22 14:50:16 main:574] : INFO : Epoch 1010 | loss: 0.0310425 | val_loss: 0.0311959 | Time: 2549.97 ms [2020-12-22 14:50:18 main:574] : INFO : Epoch 1011 | loss: 0.0310392 | val_loss: 0.0311867 | Time: 2526.45 ms [2020-12-22 14:50:21 main:574] : INFO : Epoch 1012 | loss: 0.0310365 | val_loss: 0.0311732 | Time: 2541.85 ms [2020-12-22 14:50:23 main:574] : INFO : Epoch 1013 | loss: 0.0310369 | val_loss: 0.0312002 | Time: 2544.32 ms [2020-12-22 14:50:26 main:574] : INFO : Epoch 1014 | loss: 0.0310393 | val_loss: 0.0311668 | Time: 2540.78 ms [2020-12-22 14:50:28 main:574] : INFO : Epoch 1015 | loss: 0.0310368 | val_loss: 0.031216 | Time: 2538.78 ms [2020-12-22 14:50:31 main:574] : INFO : Epoch 1016 | loss: 0.0310321 | val_loss: 0.031193 | Time: 2534.86 ms [2020-12-22 14:50:33 main:574] : INFO : Epoch 1017 | loss: 0.0310325 | val_loss: 0.0311725 | Time: 2544.16 ms [2020-12-22 14:50:36 main:574] : INFO : Epoch 1018 | loss: 0.0310288 | val_loss: 0.0312068 | Time: 2546.79 ms [2020-12-22 14:50:39 main:574] : INFO : Epoch 1019 | loss: 0.0310275 | val_loss: 0.0312096 | Time: 2525.68 ms [2020-12-22 14:50:41 main:574] : INFO : Epoch 1020 | loss: 0.031027 | val_loss: 0.0311936 | Time: 2744.4 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 960M) [2020-12-22 15:08:20 main:435] : INFO : Set logging level to 1 [2020-12-22 15:08:20 main:441] : INFO : Running in BOINC Client mode [2020-12-22 15:08:20 main:444] : INFO : Resolving all filenames [2020-12-22 15:08:20 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2020-12-22 15:08:20 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1606531436-27997-2_0_r375237969_1 (exists = 1) [2020-12-22 15:08:20 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1606531436-27997-2_0_r375237969_0 (exists = 0) [2020-12-22 15:08:20 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1606531436-27997-2 (exists = 1) [2020-12-22 15:08:20 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2020-12-22 15:08:20 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2020-12-22 15:08:20 main:474] : INFO : Configuration: [2020-12-22 15:08:20 main:475] : INFO : Model type: GRU [2020-12-22 15:08:20 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-12-22 15:08:20 main:477] : INFO : Max Epochs: 1024 [2020-12-22 15:08:20 main:478] : INFO : Batch Size: 128 [2020-12-22 15:08:20 main:479] : INFO : Learning Rate: 0.01 [2020-12-22 15:08:20 main:480] : INFO : Patience: 10 [2020-12-22 15:08:20 main:481] : INFO : Hidden Width: 12 [2020-12-22 15:08:20 main:482] : INFO : # Recurrent Layers: 4 [2020-12-22 15:08:20 main:483] : INFO : # Backend Layers: 4 [2020-12-22 15:08:20 main:484] : INFO : # Threads: 1 [2020-12-22 15:08:20 main:486] : INFO : Preparing Dataset [2020-12-22 15:08:20 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 15:08:20 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 15:08:22 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2020-12-22 15:08:22 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 15:08:22 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 15:08:22 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-12-22 15:08:22 main:494] : INFO : Creating Model [2020-12-22 15:08:23 main:507] : INFO : Preparing config file [2020-12-22 15:08:23 main:511] : INFO : Found checkpoint, attempting to load... [2020-12-22 15:08:23 main:512] : INFO : Loading config [2020-12-22 15:08:23 main:514] : INFO : Loading state [2020-12-22 15:08:23 main:559] : INFO : Loading DataLoader into Memory [2020-12-22 15:08:23 main:562] : INFO : Starting Training [2020-12-22 15:08:26 main:574] : INFO : Epoch 1020 | loss: 0.0311142 | val_loss: 0.031195 | Time: 2893.86 ms [2020-12-22 15:08:29 main:574] : INFO : Epoch 1021 | loss: 0.0310551 | val_loss: 0.0311784 | Time: 2554.66 ms [2020-12-22 15:08:31 main:574] : INFO : Epoch 1022 | loss: 0.0310429 | val_loss: 0.0311911 | Time: 2538.92 ms [2020-12-22 15:08:34 main:574] : INFO : Epoch 1023 | loss: 0.0310401 | val_loss: 0.031196 | Time: 2539.09 ms [2020-12-22 15:08:37 main:574] : INFO : Epoch 1024 | loss: 0.0310332 | val_loss: 0.0311909 | Time: 2549 ms [2020-12-22 15:08:37 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311909 [2020-12-22 15:08:37 main:603] : INFO : Saving end state to config to file [2020-12-22 15:08:37 main:608] : INFO : Success, exiting.. 15:08:37 (16936): 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)