Task 14624749
| Name | ParityModified-1647048876-4846-3-0_0 |
| Workunit | 11639738 |
| Created | 19 Apr 2022, 11:26:35 UTC |
| Sent | 19 Apr 2022, 11:26:45 UTC |
| Report deadline | 27 Apr 2022, 11:26:45 UTC |
| Received | 21 Apr 2022, 10:28:35 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 17492 |
| Run time | 1 hours 20 min 43 sec |
| CPU time | 1 hours 18 min 56 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,914.63 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.64 GB |
| Peak swap size | 3.60 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 2022-04-21 10:36:49 main:574] : INFO : Epoch 1657 | loss: 0.0311713 | val_loss: 0.0311772 | Time: 2550.37 ms [2022-04-21 10:36:52 main:574] : INFO : Epoch 1658 | loss: 0.031172 | val_loss: 0.0311708 | Time: 2057.37 ms [2022-04-21 10:36:54 main:574] : INFO : Epoch 1659 | loss: 0.0311693 | val_loss: 0.0311713 | Time: 2473.76 ms [2022-04-21 10:36:56 main:574] : INFO : Epoch 1660 | loss: 0.031169 | val_loss: 0.031168 | Time: 2128.13 ms [2022-04-21 10:36:59 main:574] : INFO : Epoch 1661 | loss: 0.0311626 | val_loss: 0.0311627 | Time: 2465.89 ms [2022-04-21 10:37:01 main:574] : INFO : Epoch 1662 | loss: 0.0311598 | val_loss: 0.0311628 | Time: 2181.85 ms [2022-04-21 10:37:03 main:574] : INFO : Epoch 1663 | loss: 0.0311586 | val_loss: 0.0311616 | Time: 2563.87 ms [2022-04-21 10:37:06 main:574] : INFO : Epoch 1664 | loss: 0.0311555 | val_loss: 0.0311573 | Time: 2131.14 ms [2022-04-21 10:37:08 main:574] : INFO : Epoch 1665 | loss: 0.0311532 | val_loss: 0.0311594 | Time: 2394.62 ms [2022-04-21 10:37:10 main:574] : INFO : Epoch 1666 | loss: 0.0311591 | val_loss: 0.0311569 | Time: 2275.2 ms [2022-04-21 10:37:12 main:574] : INFO : Epoch 1667 | loss: 0.0311595 | val_loss: 0.0311675 | Time: 2289 ms [2022-04-21 10:37:15 main:574] : INFO : Epoch 1668 | loss: 0.0311537 | val_loss: 0.0311543 | Time: 2410.15 ms [2022-04-21 10:37:17 main:574] : INFO : Epoch 1669 | loss: 0.0311494 | val_loss: 0.0311528 | Time: 2436.35 ms [2022-04-21 10:37:20 main:574] : INFO : Epoch 1670 | loss: 0.0311476 | val_loss: 0.0311515 | Time: 2756 ms [2022-04-21 10:37:23 main:574] : INFO : Epoch 1671 | loss: 0.03115 | val_loss: 0.0311549 | Time: 2605.49 ms [2022-04-21 10:37:25 main:574] : INFO : Epoch 1672 | loss: 0.0311471 | val_loss: 0.031155 | Time: 2336.92 ms [2022-04-21 10:37:27 main:574] : INFO : Epoch 1673 | loss: 0.0311462 | val_loss: 0.031157 | Time: 2314.38 ms [2022-04-21 10:37:30 main:574] : INFO : Epoch 1674 | loss: 0.031146 | val_loss: 0.0311513 | Time: 2519.24 ms [2022-04-21 10:37:32 main:574] : INFO : Epoch 1675 | loss: 0.0311452 | val_loss: 0.0311511 | Time: 2220.03 ms [2022-04-21 10:37:35 main:574] : INFO : Epoch 1676 | loss: 0.0311447 | val_loss: 0.0311513 | Time: 2508.66 ms [2022-04-21 10:37:37 main:574] : INFO : Epoch 1677 | loss: 0.0311445 | val_loss: 0.0311531 | Time: 2321.49 ms [2022-04-21 10:37:39 main:574] : INFO : Epoch 1678 | loss: 0.0311448 | val_loss: 0.0311524 | Time: 2498.05 ms [2022-04-21 10:37:42 main:574] : INFO : Epoch 1679 | loss: 0.0311496 | val_loss: 0.0311538 | Time: 2275.06 ms [2022-04-21 10:37:44 main:574] : INFO : Epoch 1680 | loss: 0.0311523 | val_loss: 0.0311524 | Time: 2442.37 ms [2022-04-21 10:37:46 main:574] : INFO : Epoch 1681 | loss: 0.0311504 | val_loss: 0.031154 | Time: 2097.46 ms [2022-04-21 10:37:49 main:574] : INFO : Epoch 1682 | loss: 0.0311496 | val_loss: 0.0311534 | Time: 2509.67 ms [2022-04-21 10:37:51 main:574] : INFO : Epoch 1683 | loss: 0.0311481 | val_loss: 0.0311521 | Time: 2086.01 ms [2022-04-21 10:37:54 main:574] : INFO : Epoch 1684 | loss: 0.0311482 | val_loss: 0.0311526 | Time: 2600.37 ms [2022-04-21 10:37:56 main:574] : INFO : Epoch 1685 | loss: 0.0311483 | val_loss: 0.0311529 | Time: 2100.93 ms [2022-04-21 10:37:58 main:574] : INFO : Epoch 1686 | loss: 0.0311473 | val_loss: 0.0311534 | Time: 2400.16 ms [2022-04-21 10:38:00 main:574] : INFO : Epoch 1687 | loss: 0.031149 | val_loss: 0.0311515 | Time: 2360.11 ms [2022-04-21 10:38:03 main:574] : INFO : Epoch 1688 | loss: 0.0311486 | val_loss: 0.0311519 | Time: 2318.93 ms [2022-04-21 10:38:05 main:574] : INFO : Epoch 1689 | loss: 0.0311494 | val_loss: 0.0311623 | Time: 2396.05 ms [2022-04-21 10:38:07 main:574] : INFO : Epoch 1690 | loss: 0.0311584 | val_loss: 0.0311628 | Time: 2152.57 ms [2022-04-21 10:38:10 main:574] : INFO : Epoch 1691 | loss: 0.0311545 | val_loss: 0.0311523 | Time: 2477.63 ms [2022-04-21 10:38:12 main:574] : INFO : Epoch 1692 | loss: 0.0311605 | val_loss: 0.0311613 | Time: 2323.19 ms [2022-04-21 10:38:15 main:574] : INFO : Epoch 1693 | loss: 0.0311687 | val_loss: 0.0311652 | Time: 2480.09 ms [2022-04-21 10:38:17 main:574] : INFO : Epoch 1694 | loss: 0.0311676 | val_loss: 0.0311625 | Time: 2250.17 ms [2022-04-21 10:38:19 main:574] : INFO : Epoch 1695 | loss: 0.0311664 | val_loss: 0.0311666 | Time: 2539.03 ms [2022-04-21 10:38:22 main:574] : INFO : Epoch 1696 | loss: 0.0311695 | val_loss: 0.0311679 | Time: 2256.13 ms [2022-04-21 10:38:24 main:574] : INFO : Epoch 1697 | loss: 0.03117 | val_loss: 0.0311718 | Time: 2789.25 ms [2022-04-21 10:38:27 main:574] : INFO : Epoch 1698 | loss: 0.0311757 | val_loss: 0.0311743 | Time: 2414.9 ms [2022-04-21 10:38:29 main:574] : INFO : Epoch 1699 | loss: 0.0311739 | val_loss: 0.0311701 | Time: 2512.97 ms [2022-04-21 10:38:32 main:574] : INFO : Epoch 1700 | loss: 0.0311701 | val_loss: 0.0311683 | Time: 2180.85 ms [2022-04-21 10:38:34 main:574] : INFO : Epoch 1701 | loss: 0.0311715 | val_loss: 0.0311808 | Time: 2561.07 ms [2022-04-21 10:38:36 main:574] : INFO : Epoch 1702 | loss: 0.0311679 | val_loss: 0.0311667 | Time: 2112.4 ms [2022-04-21 10:38:39 main:574] : INFO : Epoch 1703 | loss: 0.0311638 | val_loss: 0.0311634 | Time: 2729.15 ms [2022-04-21 10:38:41 main:574] : INFO : Epoch 1704 | loss: 0.0311623 | val_loss: 0.0311633 | Time: 2119.74 ms [2022-04-21 10:38:44 main:574] : INFO : Epoch 1705 | loss: 0.0311626 | val_loss: 0.0311617 | Time: 2602.94 ms [2022-04-21 10:38:46 main:574] : INFO : Epoch 1706 | loss: 0.0311605 | val_loss: 0.0311636 | Time: 2223.71 ms [2022-04-21 10:38:48 main:574] : INFO : Epoch 1707 | loss: 0.0311595 | val_loss: 0.0311606 | Time: 2495.24 ms [2022-04-21 10:38:51 main:574] : INFO : Epoch 1708 | loss: 0.0311573 | val_loss: 0.031161 | Time: 2247.16 ms [2022-04-21 10:38:53 main:574] : INFO : Epoch 1709 | loss: 0.0311578 | val_loss: 0.0311623 | Time: 2359.44 ms [2022-04-21 10:38:55 main:574] : INFO : Epoch 1710 | loss: 0.0311582 | val_loss: 0.0311609 | Time: 2371.68 ms [2022-04-21 10:38:58 main:574] : INFO : Epoch 1711 | loss: 0.0311562 | val_loss: 0.0311593 | Time: 2298.49 ms [2022-04-21 10:39:00 main:574] : INFO : Epoch 1712 | loss: 0.0311572 | val_loss: 0.0311599 | Time: 2402.36 ms [2022-04-21 10:39:02 main:574] : INFO : Epoch 1713 | loss: 0.0311562 | val_loss: 0.0311603 | Time: 2248.81 ms [2022-04-21 10:39:05 main:574] : INFO : Epoch 1714 | loss: 0.0311562 | val_loss: 0.0311627 | Time: 2547.19 ms [2022-04-21 10:39:07 main:574] : INFO : Epoch 1715 | loss: 0.0311565 | val_loss: 0.0311646 | Time: 2300.45 ms [2022-04-21 10:39:10 main:574] : INFO : Epoch 1716 | loss: 0.0311571 | val_loss: 0.0311617 | Time: 2454.74 ms [2022-04-21 10:39:12 main:574] : INFO : Epoch 1717 | loss: 0.0311572 | val_loss: 0.0311628 | Time: 2115.58 ms [2022-04-21 10:39:14 main:574] : INFO : Epoch 1718 | loss: 0.0311572 | val_loss: 0.0311602 | Time: 2631.79 ms [2022-04-21 10:39:17 main:574] : INFO : Epoch 1719 | loss: 0.0311541 | val_loss: 0.0311607 | Time: 2175.21 ms [2022-04-21 10:39:19 main:574] : INFO : Epoch 1720 | loss: 0.0311542 | val_loss: 0.0311686 | Time: 2474.66 ms [2022-04-21 10:39:21 main:574] : INFO : Epoch 1721 | loss: 0.0311544 | val_loss: 0.0311605 | Time: 2129.68 ms [2022-04-21 10:39:24 main:574] : INFO : Epoch 1722 | loss: 0.0311521 | val_loss: 0.0311588 | Time: 2575.84 ms [2022-04-21 10:39:26 main:574] : INFO : Epoch 1723 | loss: 0.0311533 | val_loss: 0.0311603 | Time: 2239 ms [2022-04-21 10:39:29 main:574] : INFO : Epoch 1724 | loss: 0.0311548 | val_loss: 0.0311645 | Time: 2554.96 ms [2022-04-21 10:39:31 main:574] : INFO : Epoch 1725 | loss: 0.0311525 | val_loss: 0.0311587 | Time: 2480.96 ms [2022-04-21 10:39:34 main:574] : INFO : Epoch 1726 | loss: 0.0311517 | val_loss: 0.0311621 | Time: 2540.42 ms [2022-04-21 10:39:36 main:574] : INFO : Epoch 1727 | loss: 0.0311521 | val_loss: 0.0311588 | Time: 2320.42 ms [2022-04-21 10:39:38 main:574] : INFO : Epoch 1728 | loss: 0.0311526 | val_loss: 0.0311579 | Time: 2434.69 ms [2022-04-21 10:39:41 main:574] : INFO : Epoch 1729 | loss: 0.0311541 | val_loss: 0.0311608 | Time: 2274.27 ms [2022-04-21 10:39:43 main:574] : INFO : Epoch 1730 | loss: 0.0311518 | val_loss: 0.0311597 | Time: 2270.66 ms [2022-04-21 10:39:46 main:574] : INFO : Epoch 1731 | loss: 0.0311529 | val_loss: 0.0311625 | Time: 2561.77 ms [2022-04-21 10:39:48 main:574] : INFO : Epoch 1732 | loss: 0.0311533 | val_loss: 0.0311571 | Time: 2200.51 ms [2022-04-21 10:39:50 main:574] : INFO : Epoch 1733 | loss: 0.0311536 | val_loss: 0.0311568 | Time: 2569.49 ms [2022-04-21 10:39:52 main:574] : INFO : Epoch 1734 | loss: 0.0311538 | val_loss: 0.0311618 | Time: 2183.57 ms [2022-04-21 10:39:55 main:574] : INFO : Epoch 1735 | loss: 0.0311558 | val_loss: 0.0311717 | Time: 2575.4 ms [2022-04-21 10:39:57 main:574] : INFO : Epoch 1736 | loss: 0.0311536 | val_loss: 0.0311597 | Time: 2172.78 ms [2022-04-21 10:40:00 main:574] : INFO : Epoch 1737 | loss: 0.0311511 | val_loss: 0.0311592 | Time: 2388.27 ms [2022-04-21 10:40:02 main:574] : INFO : Epoch 1738 | loss: 0.0311514 | val_loss: 0.031159 | Time: 2096.78 ms [2022-04-21 10:40:04 main:574] : INFO : Epoch 1739 | loss: 0.0311498 | val_loss: 0.0311601 | Time: 2457.56 ms [2022-04-21 10:40:06 main:574] : INFO : Epoch 1740 | loss: 0.0311522 | val_loss: 0.0311587 | Time: 2132.02 ms [2022-04-21 10:40:09 main:574] : INFO : Epoch 1741 | loss: 0.0311493 | val_loss: 0.0311593 | Time: 2553.31 ms [2022-04-21 10:40:11 main:574] : INFO : Epoch 1742 | loss: 0.0311489 | val_loss: 0.0311584 | Time: 2249.65 ms [2022-04-21 10:40:14 main:574] : INFO : Epoch 1743 | loss: 0.031149 | val_loss: 0.0311586 | Time: 2399.36 ms [2022-04-21 10:40:16 main:574] : INFO : Epoch 1744 | loss: 0.0311497 | val_loss: 0.0311572 | Time: 2382.93 ms [2022-04-21 10:40:18 main:574] : INFO : Epoch 1745 | loss: 0.0311508 | val_loss: 0.0311612 | Time: 2390.1 ms [2022-04-21 10:40:21 main:574] : INFO : Epoch 1746 | loss: 0.0311524 | val_loss: 0.0311572 | Time: 2480.9 ms [2022-04-21 10:40:23 main:574] : INFO : Epoch 1747 | loss: 0.0311494 | val_loss: 0.0311594 | Time: 2290.63 ms [2022-04-21 10:40:26 main:574] : INFO : Epoch 1748 | loss: 0.0311506 | val_loss: 0.0311578 | Time: 2528.24 ms [2022-04-21 10:40:28 main:574] : INFO : Epoch 1749 | loss: 0.0311488 | val_loss: 0.0311586 | Time: 2256.83 ms [2022-04-21 10:40:30 main:574] : INFO : Epoch 1750 | loss: 0.0311495 | val_loss: 0.0311576 | Time: 2506.4 ms [2022-04-21 10:40:32 main:574] : INFO : Epoch 1751 | loss: 0.0311476 | val_loss: 0.0311603 | Time: 2099.43 ms [2022-04-21 10:40:35 main:574] : INFO : Epoch 1752 | loss: 0.0311503 | val_loss: 0.0311679 | Time: 2763.15 ms [2022-04-21 10:40:38 main:574] : INFO : Epoch 1753 | loss: 0.0311517 | val_loss: 0.031167 | Time: 2472.13 ms [2022-04-21 10:40:40 main:574] : INFO : Epoch 1754 | loss: 0.0311507 | val_loss: 0.031157 | Time: 2641.79 ms [2022-04-21 10:40:43 main:574] : INFO : Epoch 1755 | loss: 0.0311499 | val_loss: 0.0311615 | Time: 2128.38 ms [2022-04-21 10:40:45 main:574] : INFO : Epoch 1756 | loss: 0.0311534 | val_loss: 0.0311624 | Time: 2515.33 ms [2022-04-21 10:40:47 main:574] : INFO : Epoch 1757 | loss: 0.0311482 | val_loss: 0.0311563 | Time: 2134.3 ms [2022-04-21 10:40:50 main:574] : INFO : Epoch 1758 | loss: 0.031147 | val_loss: 0.0311562 | Time: 2548.83 ms [2022-04-21 10:40:52 main:574] : INFO : Epoch 1759 | loss: 0.0311473 | val_loss: 0.0311583 | Time: 2118.89 ms [2022-04-21 10:40:54 main:574] : INFO : Epoch 1760 | loss: 0.0311467 | val_loss: 0.0311584 | Time: 2459.78 ms [2022-04-21 10:40:57 main:574] : INFO : Epoch 1761 | loss: 0.0311466 | val_loss: 0.0311588 | Time: 2474.1 ms [2022-04-21 10:40:59 main:574] : INFO : Epoch 1762 | loss: 0.0311508 | val_loss: 0.0311625 | Time: 2478.49 ms [2022-04-21 10:41:02 main:574] : INFO : Epoch 1763 | loss: 0.0311547 | val_loss: 0.0311641 | Time: 2214.64 ms [2022-04-21 10:41:04 main:574] : INFO : Epoch 1764 | loss: 0.0311514 | val_loss: 0.0311583 | Time: 2376.64 ms [2022-04-21 10:41:06 main:574] : INFO : Epoch 1765 | loss: 0.0311494 | val_loss: 0.0311576 | Time: 2348.01 ms [2022-04-21 10:41:09 main:574] : INFO : Epoch 1766 | loss: 0.0311487 | val_loss: 0.0311558 | Time: 2356.23 ms [2022-04-21 10:41:11 main:574] : INFO : Epoch 1767 | loss: 0.0311474 | val_loss: 0.0311569 | Time: 2432.45 ms [2022-04-21 10:41:13 main:574] : INFO : Epoch 1768 | loss: 0.0311472 | val_loss: 0.0311559 | Time: 2189.5 ms [2022-04-21 10:41:16 main:574] : INFO : Epoch 1769 | loss: 0.0311508 | val_loss: 0.031166 | Time: 2637.32 ms [2022-04-21 10:41:18 main:574] : INFO : Epoch 1770 | loss: 0.0311523 | val_loss: 0.0311582 | Time: 2186.61 ms [2022-04-21 10:41:21 main:574] : INFO : Epoch 1771 | loss: 0.0311537 | val_loss: 0.0311614 | Time: 2554.92 ms [2022-04-21 10:41:23 main:574] : INFO : Epoch 1772 | loss: 0.0311527 | val_loss: 0.0311588 | Time: 2567.82 ms [2022-04-21 10:41:26 main:574] : INFO : Epoch 1773 | loss: 0.0311519 | val_loss: 0.0311589 | Time: 2494.41 ms [2022-04-21 10:41:28 main:574] : INFO : Epoch 1774 | loss: 0.0311525 | val_loss: 0.0311588 | Time: 2249.02 ms [2022-04-21 10:41:31 main:574] : INFO : Epoch 1775 | loss: 0.0311534 | val_loss: 0.0311587 | Time: 2724.74 ms [2022-04-21 10:41:33 main:574] : INFO : Epoch 1776 | loss: 0.0311528 | val_loss: 0.031158 | Time: 2276.07 ms [2022-04-21 10:41:36 main:574] : INFO : Epoch 1777 | loss: 0.0311517 | val_loss: 0.0311601 | Time: 2672.57 ms [2022-04-21 10:41:38 main:574] : INFO : Epoch 1778 | loss: 0.0311508 | val_loss: 0.0311573 | Time: 2079.27 ms [2022-04-21 10:41:40 main:574] : INFO : Epoch 1779 | loss: 0.0311505 | val_loss: 0.0311563 | Time: 2499.96 ms [2022-04-21 10:41:43 main:574] : INFO : Epoch 1780 | loss: 0.0311504 | val_loss: 0.0311558 | Time: 2312.7 ms [2022-04-21 10:41:45 main:574] : INFO : Epoch 1781 | loss: 0.0311506 | val_loss: 0.0311624 | Time: 2687.25 ms [2022-04-21 10:41:47 main:574] : INFO : Epoch 1782 | loss: 0.0311485 | val_loss: 0.0311533 | Time: 2154.02 ms [2022-04-21 10:41:50 main:574] : INFO : Epoch 1783 | loss: 0.0311464 | val_loss: 0.031152 | Time: 2628.74 ms [2022-04-21 10:41:52 main:574] : INFO : Epoch 1784 | loss: 0.0311466 | val_loss: 0.0311542 | Time: 2072.51 ms [2022-04-21 10:41:55 main:574] : INFO : Epoch 1785 | loss: 0.0311473 | val_loss: 0.0311518 | Time: 2788.67 ms [2022-04-21 10:41:57 main:574] : INFO : Epoch 1786 | loss: 0.031147 | val_loss: 0.0311543 | Time: 2068.27 ms [2022-04-21 10:42:00 main:574] : INFO : Epoch 1787 | loss: 0.0311486 | val_loss: 0.0311588 | Time: 2577.91 ms [2022-04-21 10:42:02 main:574] : INFO : Epoch 1788 | loss: 0.0311552 | val_loss: 0.0311557 | Time: 2259.64 ms [2022-04-21 10:42:04 main:574] : INFO : Epoch 1789 | loss: 0.0311524 | val_loss: 0.0311573 | Time: 2531.19 ms [2022-04-21 10:42:07 main:574] : INFO : Epoch 1790 | loss: 0.0311508 | val_loss: 0.031156 | Time: 2262.49 ms [2022-04-21 10:42:09 main:574] : INFO : Epoch 1791 | loss: 0.0311505 | val_loss: 0.0311562 | Time: 2371.3 ms [2022-04-21 10:42:11 main:574] : INFO : Epoch 1792 | loss: 0.0311497 | val_loss: 0.0311615 | Time: 2403.9 ms [2022-04-21 10:42:14 main:574] : INFO : Epoch 1793 | loss: 0.0311513 | val_loss: 0.0311563 | Time: 2603.55 ms [2022-04-21 10:42:16 main:574] : INFO : Epoch 1794 | loss: 0.0311478 | val_loss: 0.0311547 | Time: 2453.6 ms [2022-04-21 10:42:19 main:574] : INFO : Epoch 1795 | loss: 0.0311476 | val_loss: 0.031159 | Time: 2218.95 ms [2022-04-21 10:42:21 main:574] : INFO : Epoch 1796 | loss: 0.0311503 | val_loss: 0.031161 | Time: 2538.77 ms [2022-04-21 10:42:23 main:574] : INFO : Epoch 1797 | loss: 0.0311502 | val_loss: 0.0311559 | Time: 2176.04 ms [2022-04-21 10:42:26 main:574] : INFO : Epoch 1798 | loss: 0.0311479 | val_loss: 0.0311563 | Time: 2540.29 ms [2022-04-21 10:42:28 main:574] : INFO : Epoch 1799 | loss: 0.0311498 | val_loss: 0.0311599 | Time: 2133.43 ms [2022-04-21 10:42:31 main:574] : INFO : Epoch 1800 | loss: 0.0311523 | val_loss: 0.0311568 | Time: 2442.64 ms [2022-04-21 10:42:33 main:574] : INFO : Epoch 1801 | loss: 0.0311524 | val_loss: 0.0311572 | Time: 2213.15 ms [2022-04-21 10:42:35 main:574] : INFO : Epoch 1802 | loss: 0.0311488 | val_loss: 0.0311551 | Time: 2613.14 ms [2022-04-21 10:42:38 main:574] : INFO : Epoch 1803 | loss: 0.0311467 | val_loss: 0.0311594 | Time: 2190.47 ms [2022-04-21 10:42:40 main:574] : INFO : Epoch 1804 | loss: 0.0311472 | val_loss: 0.0311584 | Time: 2631.26 ms [2022-04-21 10:42:42 main:574] : INFO : Epoch 1805 | loss: 0.0311457 | val_loss: 0.0311524 | Time: 2199.95 ms [2022-04-21 10:42:45 main:574] : INFO : Epoch 1806 | loss: 0.0311457 | val_loss: 0.031154 | Time: 2662.69 ms [2022-04-21 10:42:47 main:574] : INFO : Epoch 1807 | loss: 0.0311455 | val_loss: 0.0311551 | Time: 2152.45 ms [2022-04-21 10:42:50 main:574] : INFO : Epoch 1808 | loss: 0.031145 | val_loss: 0.0311595 | Time: 2795.75 ms [2022-04-21 10:42:52 main:574] : INFO : Epoch 1809 | loss: 0.0311439 | val_loss: 0.0311544 | Time: 2351.27 ms [2022-04-21 10:42:55 main:574] : INFO : Epoch 1810 | loss: 0.031146 | val_loss: 0.031156 | Time: 2530.99 ms [2022-04-21 10:42:57 main:574] : INFO : Epoch 1811 | loss: 0.0311454 | val_loss: 0.031153 | Time: 2102.36 ms [2022-04-21 10:42:59 main:574] : INFO : Epoch 1812 | loss: 0.031146 | val_loss: 0.0311524 | Time: 2375.56 ms [2022-04-21 10:43:02 main:574] : INFO : Epoch 1813 | loss: 0.0311482 | val_loss: 0.0311544 | Time: 2325.42 ms [2022-04-21 10:43:04 main:574] : INFO : Epoch 1814 | loss: 0.031146 | val_loss: 0.0311584 | Time: 2303.78 ms [2022-04-21 10:43:07 main:574] : INFO : Epoch 1815 | loss: 0.0311467 | val_loss: 0.0311553 | Time: 2501.56 ms [2022-04-21 10:43:09 main:574] : INFO : Epoch 1816 | loss: 0.0311485 | val_loss: 0.0311581 | Time: 2307.55 ms [2022-04-21 10:43:11 main:574] : INFO : Epoch 1817 | loss: 0.031148 | val_loss: 0.0311548 | Time: 2454.81 ms [2022-04-21 10:43:14 main:574] : INFO : Epoch 1818 | loss: 0.0311459 | val_loss: 0.0311573 | Time: 2209.23 ms [2022-04-21 10:43:16 main:574] : INFO : Epoch 1819 | loss: 0.0311471 | val_loss: 0.0311546 | Time: 2534.36 ms [2022-04-21 10:43:18 main:574] : INFO : Epoch 1820 | loss: 0.0311463 | val_loss: 0.0311562 | Time: 2108.77 ms [2022-04-21 10:43:21 main:574] : INFO : Epoch 1821 | loss: 0.03115 | val_loss: 0.0311593 | Time: 2475.19 ms [2022-04-21 10:43:23 main:574] : INFO : Epoch 1822 | loss: 0.0311506 | val_loss: 0.0311608 | Time: 2123.69 ms [2022-04-21 10:43:26 main:574] : INFO : Epoch 1823 | loss: 0.0311508 | val_loss: 0.0311644 | Time: 2730.41 ms [2022-04-21 10:43:28 main:574] : INFO : Epoch 1824 | loss: 0.0311529 | val_loss: 0.0311559 | Time: 2085.98 ms [2022-04-21 10:43:30 main:574] : INFO : Epoch 1825 | loss: 0.0311489 | val_loss: 0.0311574 | Time: 2609.12 ms [2022-04-21 10:43:32 main:574] : INFO : Epoch 1826 | loss: 0.0311487 | val_loss: 0.0311558 | Time: 2112 ms [2022-04-21 10:43:35 main:574] : INFO : Epoch 1827 | loss: 0.0311482 | val_loss: 0.0311562 | Time: 2654.23 ms [2022-04-21 10:43:37 main:574] : INFO : Epoch 1828 | loss: 0.0311459 | val_loss: 0.0311543 | Time: 2433.12 ms [2022-04-21 10:43:40 main:574] : INFO : Epoch 1829 | loss: 0.0311455 | val_loss: 0.0311502 | Time: 2610.11 ms [2022-04-21 10:43:42 main:574] : INFO : Epoch 1830 | loss: 0.0311436 | val_loss: 0.031151 | Time: 2234.86 ms [2022-04-21 10:43:45 main:574] : INFO : Epoch 1831 | loss: 0.0311444 | val_loss: 0.0311521 | Time: 2529.08 ms [2022-04-21 10:43:47 main:574] : INFO : Epoch 1832 | loss: 0.0311455 | val_loss: 0.0311512 | Time: 2260.82 ms [2022-04-21 10:43:49 main:574] : INFO : Epoch 1833 | loss: 0.0311451 | val_loss: 0.0311531 | Time: 2302.48 ms [2022-04-21 10:43:52 main:574] : INFO : Epoch 1834 | loss: 0.0311483 | val_loss: 0.0311535 | Time: 2391.38 ms [2022-04-21 10:43:54 main:574] : INFO : Epoch 1835 | loss: 0.0311481 | val_loss: 0.0311528 | Time: 2434.69 ms [2022-04-21 10:43:57 main:574] : INFO : Epoch 1836 | loss: 0.0311505 | val_loss: 0.0311565 | Time: 2572.78 ms [2022-04-21 10:43:59 main:574] : INFO : Epoch 1837 | loss: 0.0311496 | val_loss: 0.0311619 | Time: 2211.31 ms [2022-04-21 10:44:01 main:574] : INFO : Epoch 1838 | loss: 0.031146 | val_loss: 0.031154 | Time: 2451.67 ms [2022-04-21 10:44:04 main:574] : INFO : Epoch 1839 | loss: 0.0311437 | val_loss: 0.0311537 | Time: 2253.93 ms [2022-04-21 10:44:06 main:574] : INFO : Epoch 1840 | loss: 0.0311443 | val_loss: 0.0311525 | Time: 2472.44 ms [2022-04-21 10:44:08 main:574] : INFO : Epoch 1841 | loss: 0.0311458 | val_loss: 0.031154 | Time: 2185.6 ms [2022-04-21 10:44:11 main:574] : INFO : Epoch 1842 | loss: 0.0311476 | val_loss: 0.0311584 | Time: 2519.41 ms [2022-04-21 10:44:13 main:574] : INFO : Epoch 1843 | loss: 0.0311475 | val_loss: 0.0311564 | Time: 2307.5 ms [2022-04-21 10:44:16 main:574] : INFO : Epoch 1844 | loss: 0.031147 | val_loss: 0.0311538 | Time: 2642.48 ms [2022-04-21 10:44:18 main:574] : INFO : Epoch 1845 | loss: 0.0311519 | val_loss: 0.0311574 | Time: 2263.22 ms [2022-04-21 10:44:21 main:574] : INFO : Epoch 1846 | loss: 0.0311506 | val_loss: 0.0311551 | Time: 2664.44 ms [2022-04-21 10:44:23 main:574] : INFO : Epoch 1847 | loss: 0.0311509 | val_loss: 0.0311621 | Time: 2171.25 ms [2022-04-21 10:44:25 main:574] : INFO : Epoch 1848 | loss: 0.0311495 | val_loss: 0.0311528 | Time: 2459.87 ms [2022-04-21 10:44:28 main:574] : INFO : Epoch 1849 | loss: 0.0311476 | val_loss: 0.0311529 | Time: 2103.2 ms [2022-04-21 10:44:30 main:574] : INFO : Epoch 1850 | loss: 0.0311478 | val_loss: 0.0311549 | Time: 2479.95 ms [2022-04-21 10:44:32 main:574] : INFO : Epoch 1851 | loss: 0.0311468 | val_loss: 0.0311548 | Time: 2285.56 ms [2022-04-21 10:44:35 main:574] : INFO : Epoch 1852 | loss: 0.0311454 | val_loss: 0.0311557 | Time: 2302.84 ms [2022-04-21 10:44:37 main:574] : INFO : Epoch 1853 | loss: 0.0311462 | val_loss: 0.0311544 | Time: 2369.35 ms [2022-04-21 10:44:39 main:574] : INFO : Epoch 1854 | loss: 0.0311461 | val_loss: 0.0311538 | Time: 2182.34 ms [2022-04-21 10:44:42 main:574] : INFO : Epoch 1855 | loss: 0.0311451 | val_loss: 0.0311549 | Time: 2609.67 ms [2022-04-21 10:44:44 main:574] : INFO : Epoch 1856 | loss: 0.031148 | val_loss: 0.0311535 | Time: 2270.24 ms [2022-04-21 10:44:47 main:574] : INFO : Epoch 1857 | loss: 0.0311465 | val_loss: 0.0311541 | Time: 2511.87 ms [2022-04-21 10:44:49 main:574] : INFO : Epoch 1858 | loss: 0.031148 | val_loss: 0.0311593 | Time: 2312.07 ms [2022-04-21 10:44:51 main:574] : INFO : Epoch 1859 | loss: 0.0311502 | val_loss: 0.0311581 | Time: 2442.52 ms [2022-04-21 10:44:53 main:574] : INFO : Epoch 1860 | loss: 0.0311459 | val_loss: 0.0311564 | Time: 2028.02 ms [2022-04-21 10:44:56 main:574] : INFO : Epoch 1861 | loss: 0.031146 | val_loss: 0.0311564 | Time: 2561.73 ms [2022-04-21 10:44:58 main:574] : INFO : Epoch 1862 | loss: 0.0311456 | val_loss: 0.0311555 | Time: 2114.31 ms [2022-04-21 10:45:01 main:574] : INFO : Epoch 1863 | loss: 0.0311481 | val_loss: 0.031157 | Time: 2693.36 ms [2022-04-21 10:45:03 main:574] : INFO : Epoch 1864 | loss: 0.0311483 | val_loss: 0.0311568 | Time: 2221.13 ms [2022-04-21 10:45:06 main:574] : INFO : Epoch 1865 | loss: 0.0311453 | val_loss: 0.0311567 | Time: 2542.91 ms [2022-04-21 10:45:08 main:574] : INFO : Epoch 1866 | loss: 0.0311452 | val_loss: 0.0311598 | Time: 2181.82 ms [2022-04-21 10:45:10 main:574] : INFO : Epoch 1867 | loss: 0.0311501 | val_loss: 0.0311613 | Time: 2477.11 ms [2022-04-21 10:45:13 main:574] : INFO : Epoch 1868 | loss: 0.0311468 | val_loss: 0.031159 | Time: 2304.8 ms [2022-04-21 10:45:15 main:574] : INFO : Epoch 1869 | loss: 0.0311447 | val_loss: 0.0311597 | Time: 2341.4 ms [2022-04-21 10:45:17 main:574] : INFO : Epoch 1870 | loss: 0.031145 | val_loss: 0.0311576 | Time: 2408.07 ms [2022-04-21 10:45:20 main:574] : INFO : Epoch 1871 | loss: 0.031144 | val_loss: 0.0311663 | Time: 2291.28 ms [2022-04-21 10:45:22 main:574] : INFO : Epoch 1872 | loss: 0.0311437 | val_loss: 0.0311581 | Time: 2453.23 ms [2022-04-21 10:45:24 main:574] : INFO : Epoch 1873 | loss: 0.0311445 | val_loss: 0.0311575 | Time: 2364.75 ms [2022-04-21 10:45:27 main:574] : INFO : Epoch 1874 | loss: 0.0311441 | val_loss: 0.0311549 | Time: 2493.05 ms [2022-04-21 10:45:29 main:574] : INFO : Epoch 1875 | loss: 0.0311431 | val_loss: 0.0311571 | Time: 2338.92 ms [2022-04-21 10:45:32 main:574] : INFO : Epoch 1876 | loss: 0.0311431 | val_loss: 0.0311588 | Time: 2516.1 ms [2022-04-21 10:45:34 main:574] : INFO : Epoch 1877 | loss: 0.0311479 | val_loss: 0.0311574 | Time: 2156.43 ms [2022-04-21 10:45:37 main:574] : INFO : Epoch 1878 | loss: 0.0311457 | val_loss: 0.0311559 | Time: 2553.33 ms [2022-04-21 10:45:39 main:574] : INFO : Epoch 1879 | loss: 0.0311458 | val_loss: 0.0311579 | Time: 2273 ms [2022-04-21 10:45:41 main:574] : INFO : Epoch 1880 | loss: 0.0311458 | val_loss: 0.0311575 | Time: 2584.25 ms [2022-04-21 10:45:44 main:574] : INFO : Epoch 1881 | loss: 0.0311455 | val_loss: 0.0311562 | Time: 2162.06 ms [2022-04-21 10:45:46 main:574] : INFO : Epoch 1882 | loss: 0.0311477 | val_loss: 0.031159 | Time: 2480.47 ms [2022-04-21 10:45:48 main:574] : INFO : Epoch 1883 | loss: 0.0311456 | val_loss: 0.0311551 | Time: 2218.17 ms [2022-04-21 10:45:51 main:574] : INFO : Epoch 1884 | loss: 0.0311489 | val_loss: 0.0311578 | Time: 2641.36 ms [2022-04-21 10:45:53 main:574] : INFO : Epoch 1885 | loss: 0.0311487 | val_loss: 0.0311648 | Time: 2146.29 ms [2022-04-21 10:45:56 main:574] : INFO : Epoch 1886 | loss: 0.0311468 | val_loss: 0.0311575 | Time: 2459.24 ms [2022-04-21 10:45:58 main:574] : INFO : Epoch 1887 | loss: 0.0311459 | val_loss: 0.031156 | Time: 2295.31 ms [2022-04-21 10:46:00 main:574] : INFO : Epoch 1888 | loss: 0.031145 | val_loss: 0.0311571 | Time: 2599.72 ms [2022-04-21 10:46:03 main:574] : INFO : Epoch 1889 | loss: 0.0311432 | val_loss: 0.0311592 | Time: 2285.36 ms [2022-04-21 10:46:05 main:574] : INFO : Epoch 1890 | loss: 0.0311452 | val_loss: 0.0311577 | Time: 2659.28 ms [2022-04-21 10:46:08 main:574] : INFO : Epoch 1891 | loss: 0.0311472 | val_loss: 0.0311573 | Time: 2410.36 ms [2022-04-21 10:46:10 main:574] : INFO : Epoch 1892 | loss: 0.0311552 | val_loss: 0.0311606 | Time: 2459.23 ms [2022-04-21 10:46:13 main:574] : INFO : Epoch 1893 | loss: 0.0311536 | val_loss: 0.0311575 | Time: 2363.75 ms [2022-04-21 10:46:15 main:574] : INFO : Epoch 1894 | loss: 0.031152 | val_loss: 0.0311611 | Time: 2416.76 ms [2022-04-21 10:46:18 main:574] : INFO : Epoch 1895 | loss: 0.0311536 | val_loss: 0.031158 | Time: 2467.67 ms [2022-04-21 10:46:20 main:574] : INFO : Epoch 1896 | loss: 0.0311538 | val_loss: 0.0311624 | Time: 2190.36 ms [2022-04-21 10:46:22 main:574] : INFO : Epoch 1897 | loss: 0.0311535 | val_loss: 0.0311581 | Time: 2575.61 ms [2022-04-21 10:46:24 main:574] : INFO : Epoch 1898 | loss: 0.0311522 | val_loss: 0.0311583 | Time: 2091.24 ms [2022-04-21 10:46:27 main:574] : INFO : Epoch 1899 | loss: 0.0311514 | val_loss: 0.0311582 | Time: 2515.5 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1050) [2022-04-21 11:38:37 main:435] : INFO : Set logging level to 1 [2022-04-21 11:38:37 main:441] : INFO : Running in BOINC Client mode [2022-04-21 11:38:37 main:444] : INFO : Resolving all filenames [2022-04-21 11:38:37 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-21 11:38:37 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-21 11:38:37 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-21 11:38:37 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-21 11:38:37 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-21 11:38:37 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-21 11:38:37 main:474] : INFO : Configuration: [2022-04-21 11:38:37 main:475] : INFO : Model type: GRU [2022-04-21 11:38:37 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-21 11:38:37 main:477] : INFO : Max Epochs: 2048 [2022-04-21 11:38:37 main:478] : INFO : Batch Size: 128 [2022-04-21 11:38:37 main:479] : INFO : Learning Rate: 0.01 [2022-04-21 11:38:37 main:480] : INFO : Patience: 10 [2022-04-21 11:38:37 main:481] : INFO : Hidden Width: 12 [2022-04-21 11:38:37 main:482] : INFO : # Recurrent Layers: 4 [2022-04-21 11:38:37 main:483] : INFO : # Backend Layers: 4 [2022-04-21 11:38:37 main:484] : INFO : # Threads: 1 [2022-04-21 11:38:37 main:486] : INFO : Preparing Dataset [2022-04-21 11:38:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-21 11:38:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-21 11:38:40 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-21 11:38:40 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-21 11:38:40 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-21 11:38:40 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-21 11:38:40 main:494] : INFO : Creating Model [2022-04-21 11:38:40 main:507] : INFO : Preparing config file [2022-04-21 11:38:40 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-21 11:38:40 main:512] : INFO : Loading config [2022-04-21 11:38:40 main:514] : INFO : Loading state [2022-04-21 11:38:40 main:559] : INFO : Loading DataLoader into Memory [2022-04-21 11:38:40 main:562] : INFO : Starting Training [2022-04-21 11:38:43 main:574] : INFO : Epoch 1868 | loss: 0.0312639 | val_loss: 0.0311999 | Time: 2440.23 ms [2022-04-21 11:38:45 main:574] : INFO : Epoch 1869 | loss: 0.0311718 | val_loss: 0.031181 | Time: 2281.14 ms [2022-04-21 11:38:47 main:574] : INFO : Epoch 1870 | loss: 0.0311561 | val_loss: 0.0311579 | Time: 2174.06 ms [2022-04-21 11:38:50 main:574] : INFO : Epoch 1871 | loss: 0.0311484 | val_loss: 0.0311544 | Time: 2628.94 ms [2022-04-21 11:38:52 main:574] : INFO : Epoch 1872 | loss: 0.0311466 | val_loss: 0.0311557 | Time: 2163.13 ms [2022-04-21 11:38:54 main:574] : INFO : Epoch 1873 | loss: 0.0311457 | val_loss: 0.0311567 | Time: 2226.39 ms [2022-04-21 11:38:56 main:574] : INFO : Epoch 1874 | loss: 0.0311465 | val_loss: 0.0311533 | Time: 2028.04 ms [2022-04-21 11:38:59 main:574] : INFO : Epoch 1875 | loss: 0.0311475 | val_loss: 0.0311609 | Time: 2266.92 ms [2022-04-21 11:39:01 main:574] : INFO : Epoch 1876 | loss: 0.0311529 | val_loss: 0.0311599 | Time: 2009.17 ms [2022-04-21 11:39:03 main:574] : INFO : Epoch 1877 | loss: 0.0311498 | val_loss: 0.0311563 | Time: 2281.66 ms [2022-04-21 11:39:05 main:574] : INFO : Epoch 1878 | loss: 0.0311512 | val_loss: 0.0311587 | Time: 2224.53 ms [2022-04-21 11:39:07 main:574] : INFO : Epoch 1879 | loss: 0.0311525 | val_loss: 0.0311622 | Time: 2204.09 ms [2022-04-21 11:39:10 main:574] : INFO : Epoch 1880 | loss: 0.0311531 | val_loss: 0.0311594 | Time: 2275.28 ms [2022-04-21 11:39:12 main:574] : INFO : Epoch 1881 | loss: 0.0311472 | val_loss: 0.0311571 | Time: 1998.77 ms [2022-04-21 11:39:14 main:574] : INFO : Epoch 1882 | loss: 0.0311456 | val_loss: 0.0311568 | Time: 2426.75 ms [2022-04-21 11:39:16 main:574] : INFO : Epoch 1883 | loss: 0.0311448 | val_loss: 0.031155 | Time: 1985.11 ms [2022-04-21 11:39:18 main:574] : INFO : Epoch 1884 | loss: 0.031147 | val_loss: 0.0311584 | Time: 2307.4 ms [2022-04-21 11:39:21 main:574] : INFO : Epoch 1885 | loss: 0.0311471 | val_loss: 0.0311584 | Time: 2140.39 ms [2022-04-21 11:39:23 main:574] : INFO : Epoch 1886 | loss: 0.0311472 | val_loss: 0.0311613 | Time: 2286.74 ms [2022-04-21 11:39:25 main:574] : INFO : Epoch 1887 | loss: 0.0311499 | val_loss: 0.031155 | Time: 2322.87 ms [2022-04-21 11:39:27 main:574] : INFO : Epoch 1888 | loss: 0.0311507 | val_loss: 0.0311611 | Time: 1907.84 ms [2022-04-21 11:39:29 main:574] : INFO : Epoch 1889 | loss: 0.0311528 | val_loss: 0.03116 | Time: 2359.76 ms [2022-04-21 11:39:32 main:574] : INFO : Epoch 1890 | loss: 0.031155 | val_loss: 0.0311592 | Time: 2114.46 ms [2022-04-21 11:39:34 main:574] : INFO : Epoch 1891 | loss: 0.0311535 | val_loss: 0.0311601 | Time: 2638.75 ms [2022-04-21 11:39:36 main:574] : INFO : Epoch 1892 | loss: 0.0311571 | val_loss: 0.0311618 | Time: 2063.66 ms [2022-04-21 11:39:39 main:574] : INFO : Epoch 1893 | loss: 0.0311569 | val_loss: 0.031167 | Time: 2349.14 ms [2022-04-21 11:39:41 main:574] : INFO : Epoch 1894 | loss: 0.031156 | val_loss: 0.0311633 | Time: 2109.83 ms [2022-04-21 11:39:43 main:574] : INFO : Epoch 1895 | loss: 0.031158 | val_loss: 0.0311713 | Time: 2367.92 ms [2022-04-21 11:39:45 main:574] : INFO : Epoch 1896 | loss: 0.0311575 | val_loss: 0.0311646 | Time: 2179.11 ms [2022-04-21 11:39:47 main:574] : INFO : Epoch 1897 | loss: 0.0311536 | val_loss: 0.0311646 | Time: 2133.27 ms [2022-04-21 11:39:50 main:574] : INFO : Epoch 1898 | loss: 0.0311563 | val_loss: 0.031167 | Time: 2345.04 ms [2022-04-21 11:39:52 main:574] : INFO : Epoch 1899 | loss: 0.0311585 | val_loss: 0.0311627 | Time: 2085.81 ms [2022-04-21 11:39:54 main:574] : INFO : Epoch 1900 | loss: 0.0311578 | val_loss: 0.0311636 | Time: 2515.54 ms [2022-04-21 11:39:57 main:574] : INFO : Epoch 1901 | loss: 0.0311531 | val_loss: 0.0311652 | Time: 2180.57 ms [2022-04-21 11:39:59 main:574] : INFO : Epoch 1902 | loss: 0.0311529 | val_loss: 0.0311591 | Time: 2468.31 ms [2022-04-21 11:40:01 main:574] : INFO : Epoch 1903 | loss: 0.0311508 | val_loss: 0.0311611 | Time: 1996.69 ms [2022-04-21 11:40:04 main:574] : INFO : Epoch 1904 | loss: 0.0311508 | val_loss: 0.0311597 | Time: 2601.98 ms [2022-04-21 11:40:06 main:574] : INFO : Epoch 1905 | loss: 0.0311566 | val_loss: 0.0311704 | Time: 2189.22 ms [2022-04-21 11:40:08 main:574] : INFO : Epoch 1906 | loss: 0.0311642 | val_loss: 0.031168 | Time: 2461.73 ms [2022-04-21 11:40:11 main:574] : INFO : Epoch 1907 | loss: 0.0311612 | val_loss: 0.0311701 | Time: 2321.41 ms [2022-04-21 11:40:13 main:574] : INFO : Epoch 1908 | loss: 0.0311599 | val_loss: 0.0311681 | Time: 2409.85 ms [2022-04-21 11:40:15 main:574] : INFO : Epoch 1909 | loss: 0.0311572 | val_loss: 0.0311666 | Time: 2405.12 ms [2022-04-21 11:40:18 main:574] : INFO : Epoch 1910 | loss: 0.0311556 | val_loss: 0.031163 | Time: 2235.94 ms [2022-04-21 11:40:20 main:574] : INFO : Epoch 1911 | loss: 0.0311566 | val_loss: 0.0311649 | Time: 2510.3 ms [2022-04-21 11:40:22 main:574] : INFO : Epoch 1912 | loss: 0.0311551 | val_loss: 0.0311595 | Time: 2149.85 ms [2022-04-21 11:40:25 main:574] : INFO : Epoch 1913 | loss: 0.0311533 | val_loss: 0.0311613 | Time: 2553.24 ms [2022-04-21 11:40:27 main:574] : INFO : Epoch 1914 | loss: 0.0311554 | val_loss: 0.0311611 | Time: 2173.57 ms [2022-04-21 11:40:30 main:574] : INFO : Epoch 1915 | loss: 0.0311558 | val_loss: 0.0311608 | Time: 2480.96 ms [2022-04-21 11:40:32 main:574] : INFO : Epoch 1916 | loss: 0.0311552 | val_loss: 0.0311621 | Time: 2290.29 ms [2022-04-21 11:40:35 main:574] : INFO : Epoch 1917 | loss: 0.0311524 | val_loss: 0.0311625 | Time: 3479.02 ms [2022-04-21 11:40:38 main:574] : INFO : Epoch 1918 | loss: 0.0311514 | val_loss: 0.0311611 | Time: 2661.06 ms [2022-04-21 11:40:41 main:574] : INFO : Epoch 1919 | loss: 0.0311509 | val_loss: 0.0311618 | Time: 2781.2 ms [2022-04-21 11:40:43 main:574] : INFO : Epoch 1920 | loss: 0.0311513 | val_loss: 0.0311632 | Time: 2577.54 ms [2022-04-21 11:40:46 main:574] : INFO : Epoch 1921 | loss: 0.0311497 | val_loss: 0.0311614 | Time: 2485.27 ms [2022-04-21 11:40:49 main:574] : INFO : Epoch 1922 | loss: 0.0311513 | val_loss: 0.0311597 | Time: 2799.79 ms [2022-04-21 11:40:51 main:574] : INFO : Epoch 1923 | loss: 0.0311585 | val_loss: 0.0311593 | Time: 2347.96 ms [2022-04-21 11:40:54 main:574] : INFO : Epoch 1924 | loss: 0.0311553 | val_loss: 0.0311594 | Time: 2706.14 ms [2022-04-21 11:40:56 main:574] : INFO : Epoch 1925 | loss: 0.0311534 | val_loss: 0.0311587 | Time: 2265.25 ms [2022-04-21 11:40:59 main:574] : INFO : Epoch 1926 | loss: 0.0311535 | val_loss: 0.0311594 | Time: 2674.66 ms [2022-04-21 11:41:01 main:574] : INFO : Epoch 1927 | loss: 0.031153 | val_loss: 0.0311581 | Time: 2530.92 ms [2022-04-21 11:41:04 main:574] : INFO : Epoch 1928 | loss: 0.0311505 | val_loss: 0.0311568 | Time: 2952.39 ms [2022-04-21 11:41:06 main:574] : INFO : Epoch 1929 | loss: 0.0311529 | val_loss: 0.0311591 | Time: 2134.26 ms [2022-04-21 11:41:09 main:574] : INFO : Epoch 1930 | loss: 0.0311549 | val_loss: 0.0311576 | Time: 2984.51 ms [2022-04-21 11:41:12 main:574] : INFO : Epoch 1931 | loss: 0.0311545 | val_loss: 0.0311687 | Time: 2357.9 ms [2022-04-21 11:41:15 main:574] : INFO : Epoch 1932 | loss: 0.0311526 | val_loss: 0.0311601 | Time: 2890.41 ms [2022-04-21 11:41:17 main:574] : INFO : Epoch 1933 | loss: 0.0311509 | val_loss: 0.0311592 | Time: 2510.26 ms [2022-04-21 11:41:20 main:574] : INFO : Epoch 1934 | loss: 0.0311489 | val_loss: 0.0311596 | Time: 2806.18 ms [2022-04-21 11:41:22 main:574] : INFO : Epoch 1935 | loss: 0.0311489 | val_loss: 0.0311626 | Time: 2189.16 ms [2022-04-21 11:41:25 main:574] : INFO : Epoch 1936 | loss: 0.0311498 | val_loss: 0.0311564 | Time: 2817.49 ms [2022-04-21 11:41:28 main:574] : INFO : Epoch 1937 | loss: 0.0311474 | val_loss: 0.0311576 | Time: 2621.84 ms [2022-04-21 11:41:30 main:574] : INFO : Epoch 1938 | loss: 0.0311465 | val_loss: 0.0311584 | Time: 2801.35 ms [2022-04-21 11:41:33 main:574] : INFO : Epoch 1939 | loss: 0.0311483 | val_loss: 0.0311579 | Time: 2504.27 ms [2022-04-21 11:41:36 main:574] : INFO : Epoch 1940 | loss: 0.031146 | val_loss: 0.0311583 | Time: 2765.11 ms [2022-04-21 11:41:38 main:574] : INFO : Epoch 1941 | loss: 0.031146 | val_loss: 0.0311572 | Time: 2617.37 ms [2022-04-21 11:41:41 main:574] : INFO : Epoch 1942 | loss: 0.0311455 | val_loss: 0.0311571 | Time: 2690.18 ms [2022-04-21 11:41:44 main:574] : INFO : Epoch 1943 | loss: 0.0311444 | val_loss: 0.0311571 | Time: 2769.38 ms [2022-04-21 11:41:46 main:574] : INFO : Epoch 1944 | loss: 0.0311448 | val_loss: 0.0311596 | Time: 2439.13 ms [2022-04-21 11:41:49 main:574] : INFO : Epoch 1945 | loss: 0.0311472 | val_loss: 0.0311585 | Time: 2673.01 ms [2022-04-21 11:41:51 main:574] : INFO : Epoch 1946 | loss: 0.0311446 | val_loss: 0.0311567 | Time: 2432.91 ms [2022-04-21 11:41:54 main:574] : INFO : Epoch 1947 | loss: 0.0311454 | val_loss: 0.03116 | Time: 2701.5 ms [2022-04-21 11:41:56 main:574] : INFO : Epoch 1948 | loss: 0.0311452 | val_loss: 0.0311552 | Time: 2414.17 ms [2022-04-21 11:41:59 main:574] : INFO : Epoch 1949 | loss: 0.0311483 | val_loss: 0.0311638 | Time: 2874.59 ms [2022-04-21 11:42:02 main:574] : INFO : Epoch 1950 | loss: 0.0311451 | val_loss: 0.031158 | Time: 2227.95 ms [2022-04-21 11:42:04 main:574] : INFO : Epoch 1951 | loss: 0.0311437 | val_loss: 0.0311565 | Time: 2973.17 ms [2022-04-21 11:42:07 main:574] : INFO : Epoch 1952 | loss: 0.0311431 | val_loss: 0.0311595 | Time: 2473.48 ms [2022-04-21 11:42:10 main:574] : INFO : Epoch 1953 | loss: 0.0311462 | val_loss: 0.0311565 | Time: 3188.46 ms [2022-04-21 11:42:12 main:574] : INFO : Epoch 1954 | loss: 0.0311484 | val_loss: 0.0311647 | Time: 2193.83 ms [2022-04-21 11:42:15 main:574] : INFO : Epoch 1955 | loss: 0.0311449 | val_loss: 0.0311593 | Time: 2714.34 ms [2022-04-21 11:42:17 main:574] : INFO : Epoch 1956 | loss: 0.0311428 | val_loss: 0.031165 | Time: 2312.76 ms [2022-04-21 11:42:20 main:574] : INFO : Epoch 1957 | loss: 0.0311458 | val_loss: 0.0311548 | Time: 2833.65 ms [2022-04-21 11:42:23 main:574] : INFO : Epoch 1958 | loss: 0.0311444 | val_loss: 0.0311634 | Time: 2392.76 ms [2022-04-21 11:42:25 main:574] : INFO : Epoch 1959 | loss: 0.0311426 | val_loss: 0.0311553 | Time: 2781.37 ms [2022-04-21 11:42:28 main:574] : INFO : Epoch 1960 | loss: 0.0311414 | val_loss: 0.0311566 | Time: 2519.04 ms [2022-04-21 11:42:31 main:574] : INFO : Epoch 1961 | loss: 0.0311409 | val_loss: 0.0311575 | Time: 2831.72 ms [2022-04-21 11:42:33 main:574] : INFO : Epoch 1962 | loss: 0.0311443 | val_loss: 0.0311756 | Time: 2236.05 ms [2022-04-21 11:42:36 main:574] : INFO : Epoch 1963 | loss: 0.0311466 | val_loss: 0.0311623 | Time: 2835.79 ms [2022-04-21 11:42:38 main:574] : INFO : Epoch 1964 | loss: 0.0311422 | val_loss: 0.0311555 | Time: 2613.39 ms [2022-04-21 11:42:41 main:574] : INFO : Epoch 1965 | loss: 0.0311406 | val_loss: 0.031158 | Time: 2717.79 ms [2022-04-21 11:42:44 main:574] : INFO : Epoch 1966 | loss: 0.0311402 | val_loss: 0.0311545 | Time: 2595.19 ms [2022-04-21 11:42:46 main:574] : INFO : Epoch 1967 | loss: 0.0311414 | val_loss: 0.0311582 | Time: 2397.14 ms [2022-04-21 11:42:49 main:574] : INFO : Epoch 1968 | loss: 0.0311407 | val_loss: 0.0311569 | Time: 2479.41 ms [2022-04-21 11:42:51 main:574] : INFO : Epoch 1969 | loss: 0.0311413 | val_loss: 0.031158 | Time: 2640.21 ms [2022-04-21 11:42:54 main:574] : INFO : Epoch 1970 | loss: 0.0311423 | val_loss: 0.0311596 | Time: 2610.05 ms [2022-04-21 11:42:57 main:574] : INFO : Epoch 1971 | loss: 0.0311444 | val_loss: 0.031163 | Time: 2564.25 ms [2022-04-21 11:42:59 main:574] : INFO : Epoch 1972 | loss: 0.0311434 | val_loss: 0.0311632 | Time: 2635.22 ms [2022-04-21 11:43:02 main:574] : INFO : Epoch 1973 | loss: 0.031141 | val_loss: 0.031158 | Time: 2403.58 ms [2022-04-21 11:43:04 main:574] : INFO : Epoch 1974 | loss: 0.0311417 | val_loss: 0.0311614 | Time: 2710.55 ms [2022-04-21 11:43:07 main:574] : INFO : Epoch 1975 | loss: 0.0311441 | val_loss: 0.031159 | Time: 2413.52 ms [2022-04-21 11:43:09 main:574] : INFO : Epoch 1976 | loss: 0.0311428 | val_loss: 0.0311613 | Time: 2670.85 ms [2022-04-21 11:43:12 main:574] : INFO : Epoch 1977 | loss: 0.0311418 | val_loss: 0.0311572 | Time: 2460.18 ms [2022-04-21 11:43:15 main:574] : INFO : Epoch 1978 | loss: 0.0311394 | val_loss: 0.0311583 | Time: 3183.71 ms [2022-04-21 11:43:17 main:574] : INFO : Epoch 1979 | loss: 0.0311418 | val_loss: 0.0311554 | Time: 2303.36 ms [2022-04-21 11:43:20 main:574] : INFO : Epoch 1980 | loss: 0.0311418 | val_loss: 0.0311608 | Time: 2743.68 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1050) [2022-04-21 12:04:51 main:435] : INFO : Set logging level to 1 [2022-04-21 12:04:51 main:441] : INFO : Running in BOINC Client mode [2022-04-21 12:04:51 main:444] : INFO : Resolving all filenames [2022-04-21 12:04:51 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-21 12:04:51 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-21 12:04:51 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-21 12:04:51 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-21 12:04:51 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-21 12:04:51 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-21 12:04:51 main:474] : INFO : Configuration: [2022-04-21 12:04:51 main:475] : INFO : Model type: GRU [2022-04-21 12:04:51 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-21 12:04:51 main:477] : INFO : Max Epochs: 2048 [2022-04-21 12:04:51 main:478] : INFO : Batch Size: 128 [2022-04-21 12:04:51 main:479] : INFO : Learning Rate: 0.01 [2022-04-21 12:04:51 main:480] : INFO : Patience: 10 [2022-04-21 12:04:51 main:481] : INFO : Hidden Width: 12 [2022-04-21 12:04:51 main:482] : INFO : # Recurrent Layers: 4 [2022-04-21 12:04:51 main:483] : INFO : # Backend Layers: 4 [2022-04-21 12:04:51 main:484] : INFO : # Threads: 1 [2022-04-21 12:04:51 main:486] : INFO : Preparing Dataset [2022-04-21 12:04:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-21 12:04:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-21 12:04:54 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-21 12:04:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-21 12:04:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-21 12:04:54 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-21 12:04:54 main:494] : INFO : Creating Model [2022-04-21 12:04:54 main:507] : INFO : Preparing config file [2022-04-21 12:04:54 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-21 12:04:54 main:512] : INFO : Loading config [2022-04-21 12:04:54 main:514] : INFO : Loading state [2022-04-21 12:04:56 main:559] : INFO : Loading DataLoader into Memory [2022-04-21 12:04:56 main:562] : INFO : Starting Training [2022-04-21 12:04:58 main:574] : INFO : Epoch 1948 | loss: 0.0312212 | val_loss: 0.031173 | Time: 2448.9 ms [2022-04-21 12:05:00 main:574] : INFO : Epoch 1949 | loss: 0.0311593 | val_loss: 0.0311578 | Time: 2530.47 ms [2022-04-21 12:05:03 main:574] : INFO : Epoch 1950 | loss: 0.0311509 | val_loss: 0.0311569 | Time: 2237.85 ms [2022-04-21 12:05:05 main:574] : INFO : Epoch 1951 | loss: 0.0311508 | val_loss: 0.0311609 | Time: 2599.95 ms [2022-04-21 12:05:08 main:574] : INFO : Epoch 1952 | loss: 0.0311527 | val_loss: 0.0311602 | Time: 2371.04 ms [2022-04-21 12:05:10 main:574] : INFO : Epoch 1953 | loss: 0.0311538 | val_loss: 0.0311596 | Time: 2373.87 ms [2022-04-21 12:05:13 main:574] : INFO : Epoch 1954 | loss: 0.0311515 | val_loss: 0.0311642 | Time: 2495.29 ms [2022-04-21 12:05:15 main:574] : INFO : Epoch 1955 | loss: 0.0311539 | val_loss: 0.0311664 | Time: 2281.66 ms [2022-04-21 12:05:17 main:574] : INFO : Epoch 1956 | loss: 0.0311521 | val_loss: 0.0311575 | Time: 2496.19 ms [2022-04-21 12:05:20 main:574] : INFO : Epoch 1957 | loss: 0.031151 | val_loss: 0.0311564 | Time: 2161.52 ms [2022-04-21 12:05:22 main:574] : INFO : Epoch 1958 | loss: 0.0311503 | val_loss: 0.0311595 | Time: 2506.11 ms [2022-04-21 12:05:24 main:574] : INFO : Epoch 1959 | loss: 0.0311493 | val_loss: 0.0311557 | Time: 2180.7 ms [2022-04-21 12:05:27 main:574] : INFO : Epoch 1960 | loss: 0.0311501 | val_loss: 0.0311579 | Time: 2578.21 ms [2022-04-21 12:05:29 main:574] : INFO : Epoch 1961 | loss: 0.0311495 | val_loss: 0.0311595 | Time: 2049.67 ms [2022-04-21 12:05:31 main:574] : INFO : Epoch 1962 | loss: 0.0311546 | val_loss: 0.0311612 | Time: 2388.81 ms [2022-04-21 12:05:33 main:574] : INFO : Epoch 1963 | loss: 0.0311547 | val_loss: 0.0311586 | Time: 1980.58 ms [2022-04-21 12:05:36 main:574] : INFO : Epoch 1964 | loss: 0.031154 | val_loss: 0.0311602 | Time: 2559.55 ms [2022-04-21 12:05:38 main:574] : INFO : Epoch 1965 | loss: 0.0311537 | val_loss: 0.0311572 | Time: 2193.97 ms [2022-04-21 12:05:41 main:574] : INFO : Epoch 1966 | loss: 0.0311515 | val_loss: 0.0311578 | Time: 2526.87 ms [2022-04-21 12:05:43 main:574] : INFO : Epoch 1967 | loss: 0.0311509 | val_loss: 0.0311598 | Time: 2266.95 ms [2022-04-21 12:05:46 main:574] : INFO : Epoch 1968 | loss: 0.03115 | val_loss: 0.0311599 | Time: 2827.65 ms [2022-04-21 12:05:48 main:574] : INFO : Epoch 1969 | loss: 0.0311511 | val_loss: 0.031163 | Time: 2292.54 ms [2022-04-21 12:05:50 main:574] : INFO : Epoch 1970 | loss: 0.0311488 | val_loss: 0.0311591 | Time: 2316.52 ms [2022-04-21 12:05:53 main:574] : INFO : Epoch 1971 | loss: 0.0311496 | val_loss: 0.0311605 | Time: 2399.21 ms [2022-04-21 12:05:55 main:574] : INFO : Epoch 1972 | loss: 0.0311514 | val_loss: 0.0311596 | Time: 2078.44 ms [2022-04-21 12:05:57 main:574] : INFO : Epoch 1973 | loss: 0.0311512 | val_loss: 0.0311584 | Time: 2523.94 ms [2022-04-21 12:06:00 main:574] : INFO : Epoch 1974 | loss: 0.0311495 | val_loss: 0.0311593 | Time: 2250.34 ms [2022-04-21 12:06:02 main:574] : INFO : Epoch 1975 | loss: 0.0311508 | val_loss: 0.0311592 | Time: 2551.36 ms [2022-04-21 12:06:04 main:574] : INFO : Epoch 1976 | loss: 0.0311554 | val_loss: 0.0311621 | Time: 2024.08 ms [2022-04-21 12:06:07 main:574] : INFO : Epoch 1977 | loss: 0.0311565 | val_loss: 0.0311598 | Time: 2567.11 ms [2022-04-21 12:06:09 main:574] : INFO : Epoch 1978 | loss: 0.031155 | val_loss: 0.03116 | Time: 2280 ms [2022-04-21 12:06:12 main:574] : INFO : Epoch 1979 | loss: 0.0311561 | val_loss: 0.0311549 | Time: 2668.58 ms [2022-04-21 12:06:14 main:574] : INFO : Epoch 1980 | loss: 0.0311548 | val_loss: 0.0311602 | Time: 2274.26 ms [2022-04-21 12:06:17 main:574] : INFO : Epoch 1981 | loss: 0.0311598 | val_loss: 0.0311692 | Time: 2788.12 ms [2022-04-21 12:06:19 main:574] : INFO : Epoch 1982 | loss: 0.0311673 | val_loss: 0.031168 | Time: 2159.15 ms [2022-04-21 12:06:21 main:574] : INFO : Epoch 1983 | loss: 0.0311638 | val_loss: 0.0311628 | Time: 2530.73 ms [2022-04-21 12:06:23 main:574] : INFO : Epoch 1984 | loss: 0.0311618 | val_loss: 0.0311613 | Time: 2064.07 ms [2022-04-21 12:06:26 main:574] : INFO : Epoch 1985 | loss: 0.0311612 | val_loss: 0.0311658 | Time: 2651.75 ms [2022-04-21 12:06:28 main:574] : INFO : Epoch 1986 | loss: 0.0311674 | val_loss: 0.0311676 | Time: 2145.95 ms [2022-04-21 12:06:31 main:574] : INFO : Epoch 1987 | loss: 0.0311675 | val_loss: 0.0311655 | Time: 2460.3 ms [2022-04-21 12:06:33 main:574] : INFO : Epoch 1988 | loss: 0.0311679 | val_loss: 0.0311696 | Time: 2324.75 ms [2022-04-21 12:06:35 main:574] : INFO : Epoch 1989 | loss: 0.0311683 | val_loss: 0.0311645 | Time: 2271.76 ms [2022-04-21 12:06:38 main:574] : INFO : Epoch 1990 | loss: 0.031165 | val_loss: 0.031164 | Time: 2422.48 ms [2022-04-21 12:06:40 main:574] : INFO : Epoch 1991 | loss: 0.0311667 | val_loss: 0.0311661 | Time: 2117.44 ms [2022-04-21 12:06:43 main:574] : INFO : Epoch 1992 | loss: 0.0311655 | val_loss: 0.031167 | Time: 2603.85 ms [2022-04-21 12:06:45 main:574] : INFO : Epoch 1993 | loss: 0.0311656 | val_loss: 0.0311668 | Time: 2098.9 ms [2022-04-21 12:06:47 main:574] : INFO : Epoch 1994 | loss: 0.0311635 | val_loss: 0.0311646 | Time: 2646.33 ms [2022-04-21 12:06:50 main:574] : INFO : Epoch 1995 | loss: 0.0311631 | val_loss: 0.0311646 | Time: 2474.48 ms [2022-04-21 12:06:53 main:574] : INFO : Epoch 1996 | loss: 0.0311637 | val_loss: 0.0311647 | Time: 3425.19 ms [2022-04-21 12:06:56 main:574] : INFO : Epoch 1997 | loss: 0.0311654 | val_loss: 0.0311619 | Time: 2578.13 ms [2022-04-21 12:06:58 main:574] : INFO : Epoch 1998 | loss: 0.0311654 | val_loss: 0.0311633 | Time: 2512.03 ms [2022-04-21 12:07:01 main:574] : INFO : Epoch 1999 | loss: 0.0311616 | val_loss: 0.0311621 | Time: 2589.82 ms [2022-04-21 12:07:03 main:574] : INFO : Epoch 2000 | loss: 0.0311604 | val_loss: 0.031163 | Time: 2450.54 ms [2022-04-21 12:07:06 main:574] : INFO : Epoch 2001 | loss: 0.0311609 | val_loss: 0.0311644 | Time: 2761.38 ms [2022-04-21 12:07:09 main:574] : INFO : Epoch 2002 | loss: 0.0311633 | val_loss: 0.0311651 | Time: 2746.5 ms [2022-04-21 12:07:12 main:574] : INFO : Epoch 2003 | loss: 0.0311622 | val_loss: 0.0311701 | Time: 2868.04 ms [2022-04-21 12:07:14 main:574] : INFO : Epoch 2004 | loss: 0.0311611 | val_loss: 0.0311656 | Time: 2275.95 ms [2022-04-21 12:07:17 main:574] : INFO : Epoch 2005 | loss: 0.0311623 | val_loss: 0.0311711 | Time: 3090.62 ms [2022-04-21 12:07:20 main:574] : INFO : Epoch 2006 | loss: 0.0311638 | val_loss: 0.0311628 | Time: 2730.81 ms [2022-04-21 12:07:23 main:574] : INFO : Epoch 2007 | loss: 0.0311704 | val_loss: 0.0311688 | Time: 3266.05 ms [2022-04-21 12:07:26 main:574] : INFO : Epoch 2008 | loss: 0.0311721 | val_loss: 0.0311671 | Time: 2695.88 ms [2022-04-21 12:07:28 main:574] : INFO : Epoch 2009 | loss: 0.0311695 | val_loss: 0.031166 | Time: 2474.59 ms [2022-04-21 12:07:31 main:574] : INFO : Epoch 2010 | loss: 0.0311698 | val_loss: 0.031166 | Time: 2599.27 ms [2022-04-21 12:07:33 main:574] : INFO : Epoch 2011 | loss: 0.0311678 | val_loss: 0.0311656 | Time: 2470.77 ms [2022-04-21 12:07:36 main:574] : INFO : Epoch 2012 | loss: 0.031168 | val_loss: 0.0311676 | Time: 2664.79 ms [2022-04-21 12:07:38 main:574] : INFO : Epoch 2013 | loss: 0.031167 | val_loss: 0.0311644 | Time: 2375.26 ms [2022-04-21 12:07:41 main:574] : INFO : Epoch 2014 | loss: 0.0311666 | val_loss: 0.0311644 | Time: 2743.44 ms [2022-04-21 12:07:44 main:574] : INFO : Epoch 2015 | loss: 0.0311664 | val_loss: 0.0311647 | Time: 2403.96 ms [2022-04-21 12:07:46 main:574] : INFO : Epoch 2016 | loss: 0.0311659 | val_loss: 0.031164 | Time: 2701.12 ms [2022-04-21 12:07:49 main:574] : INFO : Epoch 2017 | loss: 0.0311654 | val_loss: 0.0311669 | Time: 2352.15 ms [2022-04-21 12:07:51 main:574] : INFO : Epoch 2018 | loss: 0.0311658 | val_loss: 0.0311666 | Time: 2782.06 ms [2022-04-21 12:07:54 main:574] : INFO : Epoch 2019 | loss: 0.0311655 | val_loss: 0.0311659 | Time: 2331.98 ms [2022-04-21 12:07:56 main:574] : INFO : Epoch 2020 | loss: 0.0311648 | val_loss: 0.031166 | Time: 2693.05 ms [2022-04-21 12:07:59 main:574] : INFO : Epoch 2021 | loss: 0.0311677 | val_loss: 0.0311669 | Time: 2257.29 ms [2022-04-21 12:08:01 main:574] : INFO : Epoch 2022 | loss: 0.031166 | val_loss: 0.0311678 | Time: 2700.92 ms [2022-04-21 12:08:04 main:574] : INFO : Epoch 2023 | loss: 0.0311649 | val_loss: 0.0311672 | Time: 2283.15 ms [2022-04-21 12:08:06 main:574] : INFO : Epoch 2024 | loss: 0.0311638 | val_loss: 0.0311666 | Time: 2654.51 ms [2022-04-21 12:08:09 main:574] : INFO : Epoch 2025 | loss: 0.031164 | val_loss: 0.0311666 | Time: 2368.56 ms [2022-04-21 12:08:11 main:574] : INFO : Epoch 2026 | loss: 0.0311636 | val_loss: 0.0311647 | Time: 2564.3 ms [2022-04-21 12:08:14 main:574] : INFO : Epoch 2027 | loss: 0.0311621 | val_loss: 0.031165 | Time: 2380.52 ms [2022-04-21 12:08:16 main:574] : INFO : Epoch 2028 | loss: 0.031162 | val_loss: 0.031165 | Time: 2622.22 ms [2022-04-21 12:08:19 main:574] : INFO : Epoch 2029 | loss: 0.031163 | val_loss: 0.0311657 | Time: 2438.81 ms [2022-04-21 12:08:22 main:574] : INFO : Epoch 2030 | loss: 0.0311639 | val_loss: 0.0311663 | Time: 2846.55 ms [2022-04-21 12:08:24 main:574] : INFO : Epoch 2031 | loss: 0.0311623 | val_loss: 0.0311644 | Time: 2284.04 ms [2022-04-21 12:08:27 main:574] : INFO : Epoch 2032 | loss: 0.0311613 | val_loss: 0.0311648 | Time: 2994.71 ms [2022-04-21 12:08:29 main:574] : INFO : Epoch 2033 | loss: 0.0311606 | val_loss: 0.0311632 | Time: 2231.32 ms [2022-04-21 12:08:32 main:574] : INFO : Epoch 2034 | loss: 0.0311603 | val_loss: 0.031163 | Time: 2823.41 ms [2022-04-21 12:08:34 main:574] : INFO : Epoch 2035 | loss: 0.0311622 | val_loss: 0.0311671 | Time: 2254.5 ms [2022-04-21 12:08:37 main:574] : INFO : Epoch 2036 | loss: 0.0311645 | val_loss: 0.0311646 | Time: 2924.23 ms [2022-04-21 12:08:39 main:574] : INFO : Epoch 2037 | loss: 0.0311623 | val_loss: 0.0311656 | Time: 2274.57 ms [2022-04-21 12:08:42 main:574] : INFO : Epoch 2038 | loss: 0.0311613 | val_loss: 0.0311631 | Time: 2710.99 ms [2022-04-21 12:08:44 main:574] : INFO : Epoch 2039 | loss: 0.0311635 | val_loss: 0.0311637 | Time: 2207.14 ms [2022-04-21 12:08:47 main:574] : INFO : Epoch 2040 | loss: 0.0311638 | val_loss: 0.0311642 | Time: 2784.32 ms [2022-04-21 12:08:49 main:574] : INFO : Epoch 2041 | loss: 0.0311636 | val_loss: 0.0311637 | Time: 2291.12 ms [2022-04-21 12:08:52 main:574] : INFO : Epoch 2042 | loss: 0.0311623 | val_loss: 0.0311604 | Time: 2766.78 ms [2022-04-21 12:08:55 main:574] : INFO : Epoch 2043 | loss: 0.0311636 | val_loss: 0.0311633 | Time: 2330.48 ms [2022-04-21 12:08:57 main:574] : INFO : Epoch 2044 | loss: 0.0311639 | val_loss: 0.0311644 | Time: 2847.55 ms [2022-04-21 12:09:00 main:574] : INFO : Epoch 2045 | loss: 0.0311647 | val_loss: 0.0311629 | Time: 2297.99 ms [2022-04-21 12:09:02 main:574] : INFO : Epoch 2046 | loss: 0.0311636 | val_loss: 0.0311673 | Time: 2662.68 ms [2022-04-21 12:09:05 main:574] : INFO : Epoch 2047 | loss: 0.0311648 | val_loss: 0.0311619 | Time: 2309.07 ms [2022-04-21 12:09:08 main:574] : INFO : Epoch 2048 | loss: 0.0311628 | val_loss: 0.0311653 | Time: 2840.04 ms [2022-04-21 12:09:08 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311653 [2022-04-21 12:09:08 main:603] : INFO : Saving end state to config to file [2022-04-21 12:09:08 main:608] : INFO : Success, exiting.. 12:09:08 (32120): 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)