Task 5334061
| Name | ParityMachine-1622598718-22502-2_1 |
| Workunit | 3198305 |
| Created | 13 Jun 2021, 15:48:20 UTC |
| Sent | 13 Jun 2021, 17:18:20 UTC |
| Report deadline | 20 Jun 2021, 17:18:20 UTC |
| Received | 13 Jun 2021, 22:00:58 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 11931 |
| Run time | 2 hours 59 min 17 sec |
| CPU time | 2 hours 51 min 46 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 8,880.26 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.62 GB |
| Peak swap size | 3.65 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> main:574] : INFO : Epoch 1627 | loss: 0.00276867 | val_loss: 0.00287613 | Time: 5179.96 ms [2021-06-13 15:59:35 main:574] : INFO : Epoch 1628 | loss: 0.00276724 | val_loss: 0.00287305 | Time: 5195.43 ms [2021-06-13 15:59:40 main:574] : INFO : Epoch 1629 | loss: 0.00276387 | val_loss: 0.00287101 | Time: 5161.74 ms [2021-06-13 15:59:45 main:574] : INFO : Epoch 1630 | loss: 0.00276243 | val_loss: 0.00286861 | Time: 5255.86 ms [2021-06-13 15:59:51 main:574] : INFO : Epoch 1631 | loss: 0.00276156 | val_loss: 0.00287138 | Time: 5122.66 ms [2021-06-13 15:59:56 main:574] : INFO : Epoch 1632 | loss: 0.00276044 | val_loss: 0.00286561 | Time: 5007.51 ms [2021-06-13 16:00:01 main:574] : INFO : Epoch 1633 | loss: 0.00275694 | val_loss: 0.00286174 | Time: 5001.57 ms [2021-06-13 16:00:06 main:574] : INFO : Epoch 1634 | loss: 0.00275461 | val_loss: 0.00286112 | Time: 4969.72 ms [2021-06-13 16:00:11 main:574] : INFO : Epoch 1635 | loss: 0.00275316 | val_loss: 0.00285727 | Time: 5302.63 ms [2021-06-13 16:00:16 main:574] : INFO : Epoch 1636 | loss: 0.00275145 | val_loss: 0.00285976 | Time: 5129.29 ms [2021-06-13 16:00:21 main:574] : INFO : Epoch 1637 | loss: 0.00275188 | val_loss: 0.00285478 | Time: 5110.49 ms [2021-06-13 16:00:27 main:574] : INFO : Epoch 1638 | loss: 0.0027487 | val_loss: 0.00285473 | Time: 5091.8 ms [2021-06-13 16:00:32 main:574] : INFO : Epoch 1639 | loss: 0.00274681 | val_loss: 0.00285125 | Time: 5036.65 ms [2021-06-13 16:00:37 main:574] : INFO : Epoch 1640 | loss: 0.00274505 | val_loss: 0.00285089 | Time: 5138.82 ms [2021-06-13 16:00:42 main:574] : INFO : Epoch 1641 | loss: 0.00274508 | val_loss: 0.00285503 | Time: 5171.01 ms [2021-06-13 16:00:47 main:574] : INFO : Epoch 1642 | loss: 0.0027446 | val_loss: 0.00285067 | Time: 4952.99 ms [2021-06-13 16:00:52 main:574] : INFO : Epoch 1643 | loss: 0.00274228 | val_loss: 0.00284762 | Time: 4943.03 ms [2021-06-13 16:00:57 main:574] : INFO : Epoch 1644 | loss: 0.00274025 | val_loss: 0.00284557 | Time: 5168.31 ms [2021-06-13 16:01:03 main:574] : INFO : Epoch 1645 | loss: 0.00274004 | val_loss: 0.00284364 | Time: 5215.81 ms [2021-06-13 16:01:07 main:574] : INFO : Epoch 1646 | loss: 0.00273796 | val_loss: 0.00283915 | Time: 4897.32 ms [2021-06-13 16:01:12 main:574] : INFO : Epoch 1647 | loss: 0.002732 | val_loss: 0.00283447 | Time: 4833.68 ms [2021-06-13 16:01:18 main:574] : INFO : Epoch 1648 | loss: 0.0027287 | val_loss: 0.00282842 | Time: 5270.71 ms [2021-06-13 16:01:23 main:574] : INFO : Epoch 1649 | loss: 0.00272589 | val_loss: 0.00282454 | Time: 5207.4 ms [2021-06-13 16:01:28 main:574] : INFO : Epoch 1650 | loss: 0.00271923 | val_loss: 0.00281711 | Time: 4948.43 ms [2021-06-13 16:01:33 main:574] : INFO : Epoch 1651 | loss: 0.00271028 | val_loss: 0.00280808 | Time: 5086.73 ms [2021-06-13 16:01:38 main:574] : INFO : Epoch 1652 | loss: 0.00270138 | val_loss: 0.00279656 | Time: 4945.65 ms [2021-06-13 16:01:43 main:574] : INFO : Epoch 1653 | loss: 0.00269328 | val_loss: 0.00279495 | Time: 5194.75 ms [2021-06-13 16:01:49 main:574] : INFO : Epoch 1654 | loss: 0.00268364 | val_loss: 0.00277791 | Time: 5313.47 ms [2021-06-13 16:01:54 main:574] : INFO : Epoch 1655 | loss: 0.00267689 | val_loss: 0.00276837 | Time: 4966.49 ms [2021-06-13 16:01:59 main:574] : INFO : Epoch 1656 | loss: 0.00266944 | val_loss: 0.00276103 | Time: 5134.21 ms [2021-06-13 16:02:04 main:574] : INFO : Epoch 1657 | loss: 0.00266218 | val_loss: 0.0027545 | Time: 5114.91 ms [2021-06-13 16:02:09 main:574] : INFO : Epoch 1658 | loss: 0.00265804 | val_loss: 0.00275144 | Time: 5103.04 ms [2021-06-13 16:02:14 main:574] : INFO : Epoch 1659 | loss: 0.00265273 | val_loss: 0.00274204 | Time: 5153.26 ms [2021-06-13 16:02:19 main:574] : INFO : Epoch 1660 | loss: 0.00265143 | val_loss: 0.00273838 | Time: 5219.59 ms [2021-06-13 16:02:25 main:574] : INFO : Epoch 1661 | loss: 0.00264473 | val_loss: 0.00273234 | Time: 5090.11 ms [2021-06-13 16:02:30 main:574] : INFO : Epoch 1662 | loss: 0.00262327 | val_loss: 0.00270446 | Time: 5280.73 ms [2021-06-13 16:02:35 main:574] : INFO : Epoch 1663 | loss: 0.00261182 | val_loss: 0.00269535 | Time: 5015.56 ms [2021-06-13 16:02:40 main:574] : INFO : Epoch 1664 | loss: 0.00260632 | val_loss: 0.00269104 | Time: 5181.42 ms [2021-06-13 16:02:45 main:574] : INFO : Epoch 1665 | loss: 0.00260659 | val_loss: 0.00269203 | Time: 4821.79 ms [2021-06-13 16:02:50 main:574] : INFO : Epoch 1666 | loss: 0.00260502 | val_loss: 0.00269445 | Time: 4997.88 ms [2021-06-13 16:02:55 main:574] : INFO : Epoch 1667 | loss: 0.00260143 | val_loss: 0.00269277 | Time: 5139.71 ms [2021-06-13 16:03:01 main:574] : INFO : Epoch 1668 | loss: 0.00260113 | val_loss: 0.00268653 | Time: 5402.71 ms [2021-06-13 16:03:06 main:574] : INFO : Epoch 1669 | loss: 0.00259907 | val_loss: 0.00268608 | Time: 5240.51 ms [2021-06-13 16:03:11 main:574] : INFO : Epoch 1670 | loss: 0.00259821 | val_loss: 0.00268672 | Time: 5144.18 ms [2021-06-13 16:03:16 main:574] : INFO : Epoch 1671 | loss: 0.00259766 | val_loss: 0.00268393 | Time: 5130.23 ms [2021-06-13 16:03:22 main:574] : INFO : Epoch 1672 | loss: 0.0025956 | val_loss: 0.00268382 | Time: 5183.11 ms [2021-06-13 16:03:27 main:574] : INFO : Epoch 1673 | loss: 0.00259558 | val_loss: 0.00268561 | Time: 5147.97 ms [2021-06-13 16:03:32 main:574] : INFO : Epoch 1674 | loss: 0.00259426 | val_loss: 0.00268151 | Time: 5161.24 ms [2021-06-13 16:03:37 main:574] : INFO : Epoch 1675 | loss: 0.00259571 | val_loss: 0.00268433 | Time: 5128.07 ms [2021-06-13 16:03:42 main:574] : INFO : Epoch 1676 | loss: 0.0025955 | val_loss: 0.00268269 | Time: 5061.11 ms [2021-06-13 16:03:48 main:574] : INFO : Epoch 1677 | loss: 0.00259474 | val_loss: 0.00268188 | Time: 5205.64 ms [2021-06-13 16:03:53 main:574] : INFO : Epoch 1678 | loss: 0.00259043 | val_loss: 0.00267848 | Time: 5169.29 ms [2021-06-13 16:03:58 main:574] : INFO : Epoch 1679 | loss: 0.0025831 | val_loss: 0.00265873 | Time: 5335.41 ms [2021-06-13 16:04:03 main:574] : INFO : Epoch 1680 | loss: 0.00247916 | val_loss: 0.001984 | Time: 5221.05 ms [2021-06-13 16:04:08 main:574] : INFO : Epoch 1681 | loss: 0.022066 | val_loss: 0.0315328 | Time: 4996.28 ms [2021-06-13 16:04:14 main:574] : INFO : Epoch 1682 | loss: 0.0321791 | val_loss: 0.0311744 | Time: 5028.5 ms [2021-06-13 16:04:19 main:574] : INFO : Epoch 1683 | loss: 0.0299966 | val_loss: 0.0284982 | Time: 4998.3 ms [2021-06-13 16:04:24 main:574] : INFO : Epoch 1684 | loss: 0.0273708 | val_loss: 0.0256937 | Time: 5425.7 ms [2021-06-13 16:04:29 main:574] : INFO : Epoch 1685 | loss: 0.0286201 | val_loss: 0.0285552 | Time: 5112.47 ms [2021-06-13 16:04:34 main:574] : INFO : Epoch 1686 | loss: 0.0256454 | val_loss: 0.0195342 | Time: 4964.45 ms [2021-06-13 16:04:39 main:574] : INFO : Epoch 1687 | loss: 0.0183031 | val_loss: 0.0134634 | Time: 5142.52 ms [2021-06-13 16:04:45 main:574] : INFO : Epoch 1688 | loss: 0.0116601 | val_loss: 0.0104626 | Time: 5138.74 ms [2021-06-13 16:04:50 main:574] : INFO : Epoch 1689 | loss: 0.0102095 | val_loss: 0.0098921 | Time: 5105.12 ms [2021-06-13 16:04:55 main:574] : INFO : Epoch 1690 | loss: 0.00986644 | val_loss: 0.00971781 | Time: 5026.14 ms [2021-06-13 16:05:00 main:574] : INFO : Epoch 1691 | loss: 0.00971491 | val_loss: 0.00960799 | Time: 4974.2 ms [2021-06-13 16:05:05 main:574] : INFO : Epoch 1692 | loss: 0.00970666 | val_loss: 0.00959935 | Time: 5081.97 ms [2021-06-13 16:05:10 main:574] : INFO : Epoch 1693 | loss: 0.00949338 | val_loss: 0.0093226 | Time: 5368.05 ms [2021-06-13 16:05:16 main:574] : INFO : Epoch 1694 | loss: 0.00936199 | val_loss: 0.00923212 | Time: 5258.21 ms [2021-06-13 16:05:21 main:574] : INFO : Epoch 1695 | loss: 0.0092886 | val_loss: 0.00923737 | Time: 5013.91 ms [2021-06-13 16:05:26 main:574] : INFO : Epoch 1696 | loss: 0.0092314 | val_loss: 0.00912182 | Time: 5184.52 ms [2021-06-13 16:05:31 main:574] : INFO : Epoch 1697 | loss: 0.00919023 | val_loss: 0.00911212 | Time: 5078.53 ms [2021-06-13 16:05:36 main:574] : INFO : Epoch 1698 | loss: 0.00913831 | val_loss: 0.00904178 | Time: 5202.73 ms [2021-06-13 16:05:42 main:574] : INFO : Epoch 1699 | loss: 0.0090819 | val_loss: 0.00900764 | Time: 5412 ms [2021-06-13 16:05:47 main:574] : INFO : Epoch 1700 | loss: 0.00905351 | val_loss: 0.00895616 | Time: 5247.95 ms [2021-06-13 16:05:52 main:574] : INFO : Epoch 1701 | loss: 0.00901906 | val_loss: 0.00894392 | Time: 5260.95 ms [2021-06-13 16:05:58 main:574] : INFO : Epoch 1702 | loss: 0.00898125 | val_loss: 0.00893052 | Time: 5244.46 ms [2021-06-13 16:06:03 main:574] : INFO : Epoch 1703 | loss: 0.0089189 | val_loss: 0.00887584 | Time: 5063.87 ms [2021-06-13 16:06:08 main:574] : INFO : Epoch 1704 | loss: 0.0090235 | val_loss: 0.00881846 | Time: 5250.02 ms [2021-06-13 16:06:13 main:574] : INFO : Epoch 1705 | loss: 0.00880917 | val_loss: 0.00874777 | Time: 5222.67 ms [2021-06-13 16:06:18 main:574] : INFO : Epoch 1706 | loss: 0.00880563 | val_loss: 0.00869596 | Time: 5078.26 ms [2021-06-13 16:06:23 main:574] : INFO : Epoch 1707 | loss: 0.00870403 | val_loss: 0.00860579 | Time: 5087.28 ms [2021-06-13 16:06:29 main:574] : INFO : Epoch 1708 | loss: 0.00866189 | val_loss: 0.00857265 | Time: 5012.42 ms [2021-06-13 16:06:34 main:574] : INFO : Epoch 1709 | loss: 0.00883959 | val_loss: 0.00856537 | Time: 5214.37 ms [2021-06-13 16:06:39 main:574] : INFO : Epoch 1710 | loss: 0.00865445 | val_loss: 0.0085743 | Time: 5335.86 ms [2021-06-13 16:06:44 main:574] : INFO : Epoch 1711 | loss: 0.00861838 | val_loss: 0.00853398 | Time: 5231.43 ms [2021-06-13 16:06:50 main:574] : INFO : Epoch 1712 | loss: 0.00860994 | val_loss: 0.00861567 | Time: 5086.39 ms [2021-06-13 16:06:55 main:574] : INFO : Epoch 1713 | loss: 0.00860583 | val_loss: 0.00851857 | Time: 5174.93 ms [2021-06-13 16:07:00 main:574] : INFO : Epoch 1714 | loss: 0.00857997 | val_loss: 0.00855036 | Time: 5024.32 ms [2021-06-13 16:07:05 main:574] : INFO : Epoch 1715 | loss: 0.00859365 | val_loss: 0.00856651 | Time: 5232.33 ms [2021-06-13 16:07:10 main:574] : INFO : Epoch 1716 | loss: 0.00858675 | val_loss: 0.00851472 | Time: 5191.25 ms [2021-06-13 16:07:15 main:574] : INFO : Epoch 1717 | loss: 0.00856633 | val_loss: 0.00847204 | Time: 5038.59 ms [2021-06-13 16:07:21 main:574] : INFO : Epoch 1718 | loss: 0.00855441 | val_loss: 0.00848671 | Time: 5144.77 ms [2021-06-13 16:07:26 main:574] : INFO : Epoch 1719 | loss: 0.00855662 | val_loss: 0.00851226 | Time: 5166.34 ms [2021-06-13 16:07:31 main:574] : INFO : Epoch 1720 | loss: 0.0085323 | val_loss: 0.00847453 | Time: 5309.97 ms [2021-06-13 16:07:37 main:574] : INFO : Epoch 1721 | loss: 0.00853525 | val_loss: 0.00844883 | Time: 5448.15 ms [2021-06-13 16:07:42 main:574] : INFO : Epoch 1722 | loss: 0.00852218 | val_loss: 0.00845218 | Time: 5316.43 ms [2021-06-13 16:07:47 main:574] : INFO : Epoch 1723 | loss: 0.00852209 | val_loss: 0.00849483 | Time: 4908.15 ms [2021-06-13 16:07:52 main:574] : INFO : Epoch 1724 | loss: 0.00850924 | val_loss: 0.00842768 | Time: 4944.86 ms [2021-06-13 16:07:57 main:574] : INFO : Epoch 1725 | loss: 0.00845956 | val_loss: 0.00829167 | Time: 5226.61 ms [2021-06-13 16:08:03 main:574] : INFO : Epoch 1726 | loss: 0.00963048 | val_loss: 0.0140611 | Time: 5325.09 ms [2021-06-13 16:08:08 main:574] : INFO : Epoch 1727 | loss: 0.00759786 | val_loss: 0.00502369 | Time: 5299.73 ms [2021-06-13 16:08:13 main:574] : INFO : Epoch 1728 | loss: 0.00436777 | val_loss: 0.00396143 | Time: 4906.35 ms [2021-06-13 16:08:18 main:574] : INFO : Epoch 1729 | loss: 0.00359301 | val_loss: 0.0035448 | Time: 5101.95 ms [2021-06-13 16:08:23 main:574] : INFO : Epoch 1730 | loss: 0.00336822 | val_loss: 0.00342147 | Time: 5106.52 ms [2021-06-13 16:08:29 main:574] : INFO : Epoch 1731 | loss: 0.00326888 | val_loss: 0.00334187 | Time: 5244.36 ms [2021-06-13 16:08:34 main:574] : INFO : Epoch 1732 | loss: 0.00320367 | val_loss: 0.00329204 | Time: 5121.8 ms [2021-06-13 16:08:39 main:574] : INFO : Epoch 1733 | loss: 0.0031617 | val_loss: 0.00325252 | Time: 4970.99 ms [2021-06-13 16:08:44 main:574] : INFO : Epoch 1734 | loss: 0.00312052 | val_loss: 0.00321351 | Time: 5022.7 ms [2021-06-13 16:08:49 main:574] : INFO : Epoch 1735 | loss: 0.00308575 | val_loss: 0.00318076 | Time: 5166.98 ms [2021-06-13 16:08:54 main:574] : INFO : Epoch 1736 | loss: 0.00305652 | val_loss: 0.00315191 | Time: 5294.42 ms [2021-06-13 16:09:00 main:574] : INFO : Epoch 1737 | loss: 0.00302969 | val_loss: 0.00312526 | Time: 5290.11 ms [2021-06-13 16:09:05 main:574] : INFO : Epoch 1738 | loss: 0.00300729 | val_loss: 0.00310469 | Time: 5267.91 ms [2021-06-13 16:09:10 main:574] : INFO : Epoch 1739 | loss: 0.0029874 | val_loss: 0.00308877 | Time: 5088.11 ms [2021-06-13 16:09:15 main:574] : INFO : Epoch 1740 | loss: 0.00297023 | val_loss: 0.00307126 | Time: 5006.32 ms [2021-06-13 16:09:20 main:574] : INFO : Epoch 1741 | loss: 0.00295403 | val_loss: 0.00305534 | Time: 5213.68 ms [2021-06-13 16:09:26 main:574] : INFO : Epoch 1742 | loss: 0.00293955 | val_loss: 0.00303978 | Time: 5279.11 ms [2021-06-13 16:09:31 main:574] : INFO : Epoch 1743 | loss: 0.00292507 | val_loss: 0.0030253 | Time: 5150.29 ms [2021-06-13 16:09:36 main:574] : INFO : Epoch 1744 | loss: 0.00291093 | val_loss: 0.00300996 | Time: 5000.91 ms [2021-06-13 16:09:41 main:574] : INFO : Epoch 1745 | loss: 0.00289642 | val_loss: 0.00299578 | Time: 5141.85 ms [2021-06-13 16:09:46 main:574] : INFO : Epoch 1746 | loss: 0.00288366 | val_loss: 0.00298486 | Time: 5297.1 ms [2021-06-13 16:09:52 main:574] : INFO : Epoch 1747 | loss: 0.00287271 | val_loss: 0.00297415 | Time: 5181.53 ms [2021-06-13 16:09:57 main:574] : INFO : Epoch 1748 | loss: 0.00286294 | val_loss: 0.00296843 | Time: 5073.46 ms [2021-06-13 16:10:02 main:574] : INFO : Epoch 1749 | loss: 0.00285446 | val_loss: 0.00295812 | Time: 5029.66 ms [2021-06-13 16:10:07 main:574] : INFO : Epoch 1750 | loss: 0.00284736 | val_loss: 0.00295103 | Time: 4954.31 ms [2021-06-13 16:10:12 main:574] : INFO : Epoch 1751 | loss: 0.00284121 | val_loss: 0.00294571 | Time: 5129.74 ms [2021-06-13 16:10:17 main:574] : INFO : Epoch 1752 | loss: 0.00283524 | val_loss: 0.00293741 | Time: 5390.42 ms [2021-06-13 16:10:23 main:574] : INFO : Epoch 1753 | loss: 0.00282861 | val_loss: 0.0029323 | Time: 5151.19 ms [2021-06-13 16:10:28 main:574] : INFO : Epoch 1754 | loss: 0.002823 | val_loss: 0.00292806 | Time: 5186.96 ms [2021-06-13 16:10:33 main:574] : INFO : Epoch 1755 | loss: 0.00281827 | val_loss: 0.0029232 | Time: 5040.48 ms [2021-06-13 16:10:38 main:574] : INFO : Epoch 1756 | loss: 0.00281404 | val_loss: 0.0029185 | Time: 5081.98 ms [2021-06-13 16:10:43 main:574] : INFO : Epoch 1757 | loss: 0.00281023 | val_loss: 0.00291476 | Time: 5172.87 ms [2021-06-13 16:10:49 main:574] : INFO : Epoch 1758 | loss: 0.00280719 | val_loss: 0.00291127 | Time: 5228.28 ms [2021-06-13 16:10:54 main:574] : INFO : Epoch 1759 | loss: 0.00280335 | val_loss: 0.00290891 | Time: 5171.06 ms [2021-06-13 16:10:59 main:574] : INFO : Epoch 1760 | loss: 0.00280093 | val_loss: 0.00290669 | Time: 5237.22 ms [2021-06-13 16:11:04 main:574] : INFO : Epoch 1761 | loss: 0.00279831 | val_loss: 0.00290022 | Time: 5283.73 ms [2021-06-13 16:11:10 main:574] : INFO : Epoch 1762 | loss: 0.00279455 | val_loss: 0.00289856 | Time: 5126.22 ms [2021-06-13 16:11:15 main:574] : INFO : Epoch 1763 | loss: 0.00279126 | val_loss: 0.00289535 | Time: 5263.25 ms [2021-06-13 16:11:20 main:574] : INFO : Epoch 1764 | loss: 0.00278993 | val_loss: 0.00289662 | Time: 5201.6 ms [2021-06-13 16:11:25 main:574] : INFO : Epoch 1765 | loss: 0.00278799 | val_loss: 0.00289068 | Time: 5006.37 ms [2021-06-13 16:11:30 main:574] : INFO : Epoch 1766 | loss: 0.00278492 | val_loss: 0.00289274 | Time: 4989.4 ms [2021-06-13 16:11:36 main:574] : INFO : Epoch 1767 | loss: 0.00278243 | val_loss: 0.00288645 | Time: 5280.98 ms [2021-06-13 16:11:41 main:574] : INFO : Epoch 1768 | loss: 0.00277999 | val_loss: 0.00288475 | Time: 5221.63 ms [2021-06-13 16:11:46 main:574] : INFO : Epoch 1769 | loss: 0.00277788 | val_loss: 0.00288292 | Time: 5080.65 ms [2021-06-13 16:11:51 main:574] : INFO : Epoch 1770 | loss: 0.00277587 | val_loss: 0.00288099 | Time: 5198.42 ms [2021-06-13 16:11:56 main:574] : INFO : Epoch 1771 | loss: 0.00277416 | val_loss: 0.00287889 | Time: 5045.94 ms [2021-06-13 16:12:02 main:574] : INFO : Epoch 1772 | loss: 0.00277415 | val_loss: 0.00287615 | Time: 5272.72 ms [2021-06-13 16:12:07 main:574] : INFO : Epoch 1773 | loss: 0.00260256 | val_loss: 0.00205866 | Time: 5246.56 ms [2021-06-13 16:12:12 main:574] : INFO : Epoch 1774 | loss: 0.00145234 | val_loss: 0.000928388 | Time: 5261.72 ms [2021-06-13 16:12:17 main:574] : INFO : Epoch 1775 | loss: 0.000735248 | val_loss: 0.0006477 | Time: 5047.99 ms [2021-06-13 16:12:23 main:574] : INFO : Epoch 1776 | loss: 0.000550971 | val_loss: 0.000555138 | Time: 5201.38 ms [2021-06-13 16:12:28 main:574] : INFO : Epoch 1777 | loss: 0.000489052 | val_loss: 0.000501206 | Time: 5098.06 ms [2021-06-13 16:12:33 main:574] : INFO : Epoch 1778 | loss: 0.00044159 | val_loss: 0.000440257 | Time: 5217.02 ms [2021-06-13 16:12:38 main:574] : INFO : Epoch 1779 | loss: 0.000368522 | val_loss: 0.00036965 | Time: 5279.09 ms [2021-06-13 16:12:43 main:574] : INFO : Epoch 1780 | loss: 0.000320011 | val_loss: 0.000332065 | Time: 5037.62 ms [2021-06-13 16:12:48 main:574] : INFO : Epoch 1781 | loss: 0.000292915 | val_loss: 0.000304503 | Time: 4979.36 ms [2021-06-13 16:12:54 main:574] : INFO : Epoch 1782 | loss: 0.000268351 | val_loss: 0.000277265 | Time: 5148.14 ms [2021-06-13 16:12:59 main:574] : INFO : Epoch 1783 | loss: 0.000243104 | val_loss: 0.000252686 | Time: 5364.03 ms [2021-06-13 16:13:04 main:574] : INFO : Epoch 1784 | loss: 0.000226192 | val_loss: 0.000243976 | Time: 5393.08 ms [2021-06-13 16:13:10 main:574] : INFO : Epoch 1785 | loss: 0.000217167 | val_loss: 0.000230136 | Time: 5073.84 ms [2021-06-13 16:13:15 main:574] : INFO : Epoch 1786 | loss: 0.000207366 | val_loss: 0.000221904 | Time: 5062.68 ms [2021-06-13 16:13:20 main:574] : INFO : Epoch 1787 | loss: 0.000197647 | val_loss: 0.000210377 | Time: 5218.23 ms [2021-06-13 16:13:25 main:574] : INFO : Epoch 1788 | loss: 0.000186804 | val_loss: 0.000198152 | Time: 5144.62 ms [2021-06-13 16:13:30 main:574] : INFO : Epoch 1789 | loss: 0.000176033 | val_loss: 0.000179944 | Time: 5153.09 ms [2021-06-13 16:13:35 main:574] : INFO : Epoch 1790 | loss: 0.000146276 | val_loss: 0.000134169 | Time: 5021.79 ms [2021-06-13 16:13:41 main:574] : INFO : Epoch 1791 | loss: 9.87759e-05 | val_loss: 8.18235e-05 | Time: 5447.71 ms [2021-06-13 16:13:46 main:574] : INFO : Epoch 1792 | loss: 6.31295e-05 | val_loss: 5.73402e-05 | Time: 5027.96 ms [2021-06-13 16:13:51 main:574] : INFO : Epoch 1793 | loss: 4.66705e-05 | val_loss: 4.49657e-05 | Time: 5076.84 ms [2021-06-13 16:13:56 main:574] : INFO : Epoch 1794 | loss: 3.8564e-05 | val_loss: 3.74837e-05 | Time: 5265.96 ms [2021-06-13 16:14:02 main:574] : INFO : Epoch 1795 | loss: 3.34905e-05 | val_loss: 3.32122e-05 | Time: 5314.29 ms [2021-06-13 16:14:07 main:574] : INFO : Epoch 1796 | loss: 3.016e-05 | val_loss: 3.0256e-05 | Time: 5108.15 ms [2021-06-13 16:14:12 main:574] : INFO : Epoch 1797 | loss: 3.46271e-05 | val_loss: 3.12467e-05 | Time: 5184.11 ms [2021-06-13 16:14:17 main:574] : INFO : Epoch 1798 | loss: 2.83208e-05 | val_loss: 2.65703e-05 | Time: 4855.46 ms [2021-06-13 16:14:22 main:574] : INFO : Epoch 1799 | loss: 2.45463e-05 | val_loss: 2.47744e-05 | Time: 5307.26 ms [2021-06-13 16:14:28 main:574] : INFO : Epoch 1800 | loss: 2.31617e-05 | val_loss: 2.43839e-05 | Time: 5402.35 ms [2021-06-13 16:14:33 main:574] : INFO : Epoch 1801 | loss: 2.20904e-05 | val_loss: 2.25515e-05 | Time: 5126.94 ms [2021-06-13 16:14:38 main:574] : INFO : Epoch 1802 | loss: 2.08309e-05 | val_loss: 2.14239e-05 | Time: 5066.7 ms [2021-06-13 16:14:43 main:574] : INFO : Epoch 1803 | loss: 1.98707e-05 | val_loss: 2.04739e-05 | Time: 5233.58 ms [2021-06-13 16:14:48 main:574] : INFO : Epoch 1804 | loss: 1.8975e-05 | val_loss: 2.01277e-05 | Time: 5024.09 ms [2021-06-13 16:14:54 main:574] : INFO : Epoch 1805 | loss: 1.84138e-05 | val_loss: 1.93303e-05 | Time: 5223.7 ms [2021-06-13 16:14:59 main:574] : INFO : Epoch 1806 | loss: 1.77016e-05 | val_loss: 1.87588e-05 | Time: 5142.99 ms [2021-06-13 16:15:04 main:574] : INFO : Epoch 1807 | loss: 1.71673e-05 | val_loss: 1.80422e-05 | Time: 5123.1 ms [2021-06-13 16:15:09 main:574] : INFO : Epoch 1808 | loss: 1.66918e-05 | val_loss: 1.84111e-05 | Time: 4965.32 ms [2021-06-13 16:15:14 main:574] : INFO : Epoch 1809 | loss: 1.76277e-05 | val_loss: 1.82174e-05 | Time: 5185.5 ms [2021-06-13 16:15:20 main:574] : INFO : Epoch 1810 | loss: 1.63114e-05 | val_loss: 1.69805e-05 | Time: 5393.28 ms [2021-06-13 16:15:25 main:574] : INFO : Epoch 1811 | loss: 1.54889e-05 | val_loss: 1.63326e-05 | Time: 5297.45 ms [2021-06-13 16:15:30 main:574] : INFO : Epoch 1812 | loss: 1.537e-05 | val_loss: 1.85975e-05 | Time: 5155.49 ms [2021-06-13 16:15:35 main:574] : INFO : Epoch 1813 | loss: 1.98124e-05 | val_loss: 1.87126e-05 | Time: 4956.64 ms [2021-06-13 16:15:40 main:574] : INFO : Epoch 1814 | loss: 1.51249e-05 | val_loss: 1.5398e-05 | Time: 5081.93 ms [2021-06-13 16:15:46 main:574] : INFO : Epoch 1815 | loss: 1.4147e-05 | val_loss: 1.48346e-05 | Time: 5253.98 ms [2021-06-13 16:15:51 main:574] : INFO : Epoch 1816 | loss: 1.37251e-05 | val_loss: 1.45578e-05 | Time: 5178.24 ms [2021-06-13 16:15:56 main:574] : INFO : Epoch 1817 | loss: 1.33332e-05 | val_loss: 1.44574e-05 | Time: 5166.72 ms [2021-06-13 16:16:01 main:574] : INFO : Epoch 1818 | loss: 1.32022e-05 | val_loss: 1.40321e-05 | Time: 5099.05 ms [2021-06-13 16:16:06 main:574] : INFO : Epoch 1819 | loss: 1.28251e-05 | val_loss: 1.37362e-05 | Time: 5000.55 ms [2021-06-13 16:16:12 main:574] : INFO : Epoch 1820 | loss: 1.27959e-05 | val_loss: 1.40577e-05 | Time: 5235.23 ms [2021-06-13 16:16:17 main:574] : INFO : Epoch 1821 | loss: 1.4845e-05 | val_loss: 1.48358e-05 | Time: 5377.29 ms [2021-06-13 16:16:22 main:574] : INFO : Epoch 1822 | loss: 1.27782e-05 | val_loss: 1.33869e-05 | Time: 4906.92 ms [2021-06-13 16:16:27 main:574] : INFO : Epoch 1823 | loss: 1.24231e-05 | val_loss: 1.30603e-05 | Time: 5013.75 ms [2021-06-13 16:16:32 main:574] : INFO : Epoch 1824 | loss: 1.19183e-05 | val_loss: 1.25176e-05 | Time: 5090.15 ms [2021-06-13 16:16:37 main:574] : INFO : Epoch 1825 | loss: 1.3517e-05 | val_loss: 2.28142e-05 | Time: 5322.67 ms [2021-06-13 16:16:43 main:574] : INFO : Epoch 1826 | loss: 1.48792e-05 | val_loss: 1.37746e-05 | Time: 5345.8 ms [2021-06-13 16:16:48 main:574] : INFO : Epoch 1827 | loss: 1.16491e-05 | val_loss: 1.2075e-05 | Time: 5295.91 ms [2021-06-13 16:16:53 main:574] : INFO : Epoch 1828 | loss: 1.1013e-05 | val_loss: 1.19009e-05 | Time: 5143.64 ms [2021-06-13 16:16:59 main:574] : INFO : Epoch 1829 | loss: 1.08177e-05 | val_loss: 1.17471e-05 | Time: 5122.44 ms [2021-06-13 16:17:04 main:574] : INFO : Epoch 1830 | loss: 1.08567e-05 | val_loss: 1.1433e-05 | Time: 5325.47 ms [2021-06-13 16:17:09 main:574] : INFO : Epoch 1831 | loss: 1.05142e-05 | val_loss: 1.1473e-05 | Time: 5128.15 ms [2021-06-13 16:17:14 main:574] : INFO : Epoch 1832 | loss: 1.02895e-05 | val_loss: 1.10226e-05 | Time: 5118.25 ms [2021-06-13 16:17:20 main:574] : INFO : Epoch 1833 | loss: 1.00938e-05 | val_loss: 1.10511e-05 | Time: 5242.69 ms [2021-06-13 16:17:25 main:574] : INFO : Epoch 1834 | loss: 9.86625e-06 | val_loss: 1.14533e-05 | Time: 4982.61 ms [2021-06-13 16:17:30 main:574] : INFO : Epoch 1835 | loss: 1.32715e-05 | val_loss: 1.18458e-05 | Time: 5113.01 ms [2021-06-13 16:17:35 main:574] : INFO : Epoch 1836 | loss: 1.08853e-05 | val_loss: 1.13186e-05 | Time: 5213.66 ms [2021-06-13 16:17:40 main:574] : INFO : Epoch 1837 | loss: 1.00861e-05 | val_loss: 1.08415e-05 | Time: 5258.03 ms [2021-06-13 16:17:45 main:574] : INFO : Epoch 1838 | loss: 9.54961e-06 | val_loss: 1.03372e-05 | Time: 5044.74 ms [2021-06-13 16:17:50 main:574] : INFO : Epoch 1839 | loss: 1.01442e-05 | val_loss: 1.47499e-05 | Time: 5034.98 ms [2021-06-13 16:17:55 main:574] : INFO : Epoch 1840 | loss: 1.22545e-05 | val_loss: 1.11577e-05 | Time: 4954.62 ms [2021-06-13 16:18:01 main:574] : INFO : Epoch 1841 | loss: 9.40779e-06 | val_loss: 1.01247e-05 | Time: 5120.76 ms [2021-06-13 16:18:06 main:574] : INFO : Epoch 1842 | loss: 8.90944e-06 | val_loss: 9.85233e-06 | Time: 5218.51 ms [2021-06-13 16:18:11 main:574] : INFO : Epoch 1843 | loss: 8.7389e-06 | val_loss: 9.95827e-06 | Time: 5084.15 ms [2021-06-13 16:18:16 main:574] : INFO : Epoch 1844 | loss: 8.71715e-06 | val_loss: 9.79614e-06 | Time: 5205.34 ms [2021-06-13 16:18:22 main:574] : INFO : Epoch 1845 | loss: 8.66123e-06 | val_loss: 9.62915e-06 | Time: 5221.66 ms [2021-06-13 16:18:27 main:574] : INFO : Epoch 1846 | loss: 8.37973e-06 | val_loss: 9.77112e-06 | Time: 5164 ms [2021-06-13 16:18:32 main:574] : INFO : Epoch 1847 | loss: 8.23905e-06 | val_loss: 9.39055e-06 | Time: 5188.8 ms [2021-06-13 16:18:37 main:574] : INFO : Epoch 1848 | loss: 8.6674e-06 | val_loss: 1.3032e-05 | Time: 5054.96 ms [2021-06-13 16:18:42 main:574] : INFO : Epoch 1849 | loss: 1.36844e-05 | val_loss: 9.50225e-06 | Time: 4923.91 ms [2021-06-13 16:18:47 main:574] : INFO : Epoch 1850 | loss: 8.58193e-06 | val_loss: 9.62285e-06 | Time: 5050.16 ms [2021-06-13 16:18:52 main:574] : INFO : Epoch 1851 | loss: 8.00924e-06 | val_loss: 9.14691e-06 | Time: 5257.71 ms [2021-06-13 16:18:58 main:574] : INFO : Epoch 1852 | loss: 7.80591e-06 | val_loss: 8.91823e-06 | Time: 5191.21 ms [2021-06-13 16:19:03 main:574] : INFO : Epoch 1853 | loss: 7.63384e-06 | val_loss: 8.92519e-06 | Time: 5235.22 ms [2021-06-13 16:19:08 main:574] : INFO : Epoch 1854 | loss: 7.57736e-06 | val_loss: 9.04822e-06 | Time: 5234.45 ms [2021-06-13 16:19:13 main:574] : INFO : Epoch 1855 | loss: 8.29077e-06 | val_loss: 1.32265e-05 | Time: 4933.35 ms [2021-06-13 16:19:19 main:574] : INFO : Epoch 1856 | loss: 9.64374e-06 | val_loss: 9.4913e-06 | Time: 5192.89 ms [2021-06-13 16:19:24 main:574] : INFO : Epoch 1857 | loss: 7.72664e-06 | val_loss: 8.48619e-06 | Time: 5158.68 ms [2021-06-13 16:19:29 main:574] : INFO : Epoch 1858 | loss: 7.16946e-06 | val_loss: 8.54598e-06 | Time: 5008.93 ms [2021-06-13 16:19:34 main:574] : INFO : Epoch 1859 | loss: 7.13147e-06 | val_loss: 8.2219e-06 | Time: 5162.85 ms [2021-06-13 16:19:39 main:574] : INFO : Epoch 1860 | loss: 6.85643e-06 | val_loss: 8.00063e-06 | Time: 5035.11 ms [2021-06-13 16:19:45 main:574] : INFO : Epoch 1861 | loss: 6.7436e-06 | val_loss: 8.01019e-06 | Time: 5482.46 ms [2021-06-13 16:19:50 main:574] : INFO : Epoch 1862 | loss: 6.61543e-06 | val_loss: 7.81982e-06 | Time: 5359.92 ms [2021-06-13 16:19:55 main:574] : INFO : Epoch 1863 | loss: 6.8841e-06 | val_loss: 9.87333e-06 | Time: 5202.41 ms [2021-06-13 16:20:00 main:574] : INFO : Epoch 1864 | loss: 9.03032e-06 | val_loss: 8.63129e-06 | Time: 4913.13 ms [2021-06-13 16:20:05 main:574] : INFO : Epoch 1865 | loss: 6.96406e-06 | val_loss: 7.8775e-06 | Time: 5019.17 ms [2021-06-13 16:20:10 main:574] : INFO : Epoch 1866 | loss: 6.23794e-06 | val_loss: 7.45574e-06 | Time: 5155.65 ms [2021-06-13 16:20:16 main:574] : INFO : Epoch 1867 | loss: 6.50103e-06 | val_loss: 7.61913e-06 | Time: 5334.57 ms [2021-06-13 16:20:21 main:574] : INFO : Epoch 1868 | loss: 7.69885e-06 | val_loss: 1.61329e-05 | Time: 5275.11 ms [2021-06-13 16:20:26 main:574] : INFO : Epoch 1869 | loss: 9.65272e-06 | val_loss: 8.60137e-06 | Time: 5154.48 ms [2021-06-13 16:20:31 main:574] : INFO : Epoch 1870 | loss: 6.93719e-06 | val_loss: 7.87057e-06 | Time: 5056.55 ms [2021-06-13 16:20:37 main:574] : INFO : Epoch 1871 | loss: 6.28305e-06 | val_loss: 7.28454e-06 | Time: 5160.62 ms [2021-06-13 16:20:42 main:574] : INFO : Epoch 1872 | loss: 5.79927e-06 | val_loss: 7.11584e-06 | Time: 5118.49 ms [2021-06-13 16:20:47 main:574] : INFO : Epoch 1873 | loss: 5.65897e-06 | val_loss: 6.8619e-06 | Time: 5296.89 ms [2021-06-13 16:20:52 main:574] : INFO : Epoch 1874 | loss: 5.56385e-06 | val_loss: 6.86096e-06 | Time: 5282.54 ms [2021-06-13 16:20:58 main:574] : INFO : Epoch 1875 | loss: 5.65329e-06 | val_loss: 6.7926e-06 | Time: 5220.67 ms [2021-06-13 16:21:03 main:574] : INFO : Epoch 1876 | loss: 5.71812e-06 | val_loss: 7.10517e-06 | Time: 5091.71 ms [2021-06-13 16:21:08 main:574] : INFO : Epoch 1877 | loss: 5.81505e-06 | val_loss: 7.04799e-06 | Time: 5143.52 ms [2021-06-13 16:21:13 main:574] : INFO : Epoch 1878 | loss: 8.0822e-06 | val_loss: 8.42848e-06 | Time: 5265.36 ms [2021-06-13 16:21:19 main:574] : INFO : Epoch 1879 | loss: 6.43639e-06 | val_loss: 7.4119e-06 | Time: 5210.69 ms [2021-06-13 16:21:24 main:574] : INFO : Epoch 1880 | loss: 5.7504e-06 | val_loss: 7.49372e-06 | Time: 5051.75 ms [2021-06-13 16:21:29 main:574] : INFO : Epoch 1881 | loss: 5.8385e-06 | val_loss: 7.47507e-06 | Time: 5093.76 ms [2021-06-13 16:21:34 main:574] : INFO : Epoch 1882 | loss: 7.08426e-06 | val_loss: 8.59646e-06 | Time: 5126.18 ms [2021-06-13 16:21:39 main:574] : INFO : Epoch 1883 | loss: 6.70814e-06 | val_loss: 6.8844e-06 | Time: 5280.44 ms [2021-06-13 16:21:45 main:574] : INFO : Epoch 1884 | loss: 7.57e-06 | val_loss: 1.62869e-05 | Time: 5238.02 ms [2021-06-13 16:21:50 main:574] : INFO : Epoch 1885 | loss: 1.17555e-05 | val_loss: 6.95202e-06 | Time: 4983.47 ms [2021-06-13 16:21:55 main:574] : INFO : Epoch 1886 | loss: 5.52704e-06 | val_loss: 6.15652e-06 | Time: 5088.54 ms [2021-06-13 16:22:00 main:574] : INFO : Epoch 1887 | loss: 5.08073e-06 | val_loss: 8.39759e-06 | Time: 5049.02 ms [2021-06-13 16:22:05 main:574] : INFO : Epoch 1888 | loss: 1.3512e-05 | val_loss: 1.29725e-05 | Time: 5229.16 ms [2021-06-13 16:22:10 main:574] : INFO : Epoch 1889 | loss: 8.40623e-06 | val_loss: 1.03123e-05 | Time: 5279.18 ms [2021-06-13 16:22:16 main:574] : INFO : Epoch 1890 | loss: 5.75976e-06 | val_loss: 6.02537e-06 | Time: 5061.17 ms [2021-06-13 16:22:21 main:574] : INFO : Epoch 1891 | loss: 5.35812e-06 | val_loss: 8.25704e-06 | Time: 5190.71 ms [2021-06-13 16:22:26 main:574] : INFO : Epoch 1892 | loss: 5.87969e-06 | val_loss: 5.61474e-06 | Time: 5018.14 ms [2021-06-13 16:22:31 main:574] : INFO : Epoch 1893 | loss: 4.36101e-06 | val_loss: 5.36959e-06 | Time: 5146.75 ms [2021-06-13 16:22:36 main:574] : INFO : Epoch 1894 | loss: 1.58747e-05 | val_loss: 4.77905e-05 | Time: 5222.97 ms [2021-06-13 16:22:41 main:574] : INFO : Epoch 1895 | loss: 1.74039e-05 | val_loss: 5.89934e-06 | Time: 5111.38 ms [2021-06-13 16:22:46 main:574] : INFO : Epoch 1896 | loss: 6.04754e-06 | val_loss: 6.42665e-06 | Time: 4939.14 ms [2021-06-13 16:22:52 main:574] : INFO : Epoch 1897 | loss: 4.34959e-06 | val_loss: 5.37953e-06 | Time: 5110.51 ms [2021-06-13 16:22:57 main:574] : INFO : Epoch 1898 | loss: 4.0945e-06 | val_loss: 5.14201e-06 | Time: 5276.95 ms [2021-06-13 16:23:02 main:574] : INFO : Epoch 1899 | loss: 4.14408e-06 | val_loss: 4.85452e-06 | Time: 5303.85 ms [2021-06-13 16:23:08 main:574] : INFO : Epoch 1900 | loss: 4.20436e-06 | val_loss: 5.81207e-06 | Time: 5214.42 ms [2021-06-13 16:23:13 main:574] : INFO : Epoch 1901 | loss: 5.95906e-06 | val_loss: 1.19738e-05 | Time: 4983.4 ms [2021-06-13 16:23:18 main:574] : INFO : Epoch 1902 | loss: 1.51726e-05 | val_loss: 8.18113e-06 | Time: 5214.89 ms [2021-06-13 16:23:23 main:574] : INFO : Epoch 1903 | loss: 8.21247e-06 | val_loss: 8.69768e-06 | Time: 5179.22 ms [2021-06-13 16:23:28 main:574] : INFO : Epoch 1904 | loss: 4.91254e-06 | val_loss: 5.12059e-06 | Time: 5175.57 ms [2021-06-13 16:23:33 main:574] : INFO : Epoch 1905 | loss: 3.8515e-06 | val_loss: 4.89494e-06 | Time: 5021.34 ms [2021-06-13 16:23:38 main:574] : INFO : Epoch 1906 | loss: 3.7593e-06 | val_loss: 5.20049e-06 | Time: 5054.51 ms [2021-06-13 16:23:43 main:574] : INFO : Epoch 1907 | loss: 5.76324e-06 | val_loss: 1.20387e-05 | Time: 5000.86 ms [2021-06-13 16:23:49 main:574] : INFO : Epoch 1908 | loss: 1.30042e-05 | val_loss: 5.12786e-06 | Time: 5202.6 ms [2021-06-13 16:23:54 main:574] : INFO : Epoch 1909 | loss: 5.45491e-06 | val_loss: 4.62321e-06 | Time: 5330.17 ms [2021-06-13 16:23:59 main:574] : INFO : Epoch 1910 | loss: 4.90436e-06 | val_loss: 6.50241e-06 | Time: 5035.65 ms [2021-06-13 16:24:04 main:574] : INFO : Epoch 1911 | loss: 4.67773e-06 | val_loss: 6.94123e-06 | Time: 5324.35 ms [2021-06-13 16:24:09 main:574] : INFO : Epoch 1912 | loss: 6.40245e-06 | val_loss: 1.38114e-05 | Time: 4909.26 ms [2021-06-13 16:24:15 main:574] : INFO : Epoch 1913 | loss: 1.48127e-05 | val_loss: 8.96169e-06 | Time: 5064.67 ms [2021-06-13 16:24:20 main:574] : INFO : Epoch 1914 | loss: 8.04353e-06 | val_loss: 8.74458e-06 | Time: 5323.46 ms [2021-06-13 16:24:25 main:574] : INFO : Epoch 1915 | loss: 4.52974e-06 | val_loss: 4.07019e-06 | Time: 5074.96 ms [2021-06-13 16:24:30 main:574] : INFO : Epoch 1916 | loss: 3.71303e-06 | val_loss: 4.83625e-06 | Time: 5175.46 ms [2021-06-13 16:24:35 main:574] : INFO : Epoch 1917 | loss: 3.82985e-06 | val_loss: 4.43169e-06 | Time: 5106.71 ms [2021-06-13 16:24:41 main:574] : INFO : Epoch 1918 | loss: 4.5228e-06 | val_loss: 8.64322e-06 | Time: 5221.42 ms [2021-06-13 16:24:46 main:574] : INFO : Epoch 1919 | loss: 1.17614e-05 | val_loss: 7.52089e-06 | Time: 5183.75 ms [2021-06-13 16:24:51 main:574] : INFO : Epoch 1920 | loss: 4.26476e-06 | val_loss: 4.83979e-06 | Time: 5025.69 ms [2021-06-13 16:24:56 main:574] : INFO : Epoch 1921 | loss: 3.38404e-06 | val_loss: 3.92056e-06 | Time: 4928.66 ms [2021-06-13 16:25:01 main:574] : INFO : Epoch 1922 | loss: 3.59763e-06 | val_loss: 6.64189e-06 | Time: 5014.04 ms [2021-06-13 16:25:06 main:574] : INFO : Epoch 1923 | loss: 1.92569e-05 | val_loss: 8.11795e-06 | Time: 5245.83 ms [2021-06-13 16:25:11 main:574] : INFO : Epoch 1924 | loss: 7.32127e-06 | val_loss: 7.3004e-06 | Time: 5139 ms [2021-06-13 16:25:17 main:574] : INFO : Epoch 1925 | loss: 3.67515e-06 | val_loss: 3.7291e-06 | Time: 5163.36 ms [2021-06-13 16:25:22 main:574] : INFO : Epoch 1926 | loss: 2.80345e-06 | val_loss: 3.63442e-06 | Time: 4919.07 ms [2021-06-13 16:25:27 main:574] : INFO : Epoch 1927 | loss: 2.78937e-06 | val_loss: 3.92321e-06 | Time: 5074.09 ms [2021-06-13 16:25:32 main:574] : INFO : Epoch 1928 | loss: 5.24627e-06 | val_loss: 6.53001e-06 | Time: 5228.14 ms [2021-06-13 16:25:37 main:574] : INFO : Epoch 1929 | loss: 8.38217e-06 | val_loss: 9.46579e-06 | Time: 5243.24 ms [2021-06-13 16:25:42 main:574] : INFO : Epoch 1930 | loss: 4.48352e-06 | val_loss: 6.53831e-06 | Time: 5139.24 ms [2021-06-13 16:25:48 main:574] : INFO : Epoch 1931 | loss: 5.27393e-06 | val_loss: 3.92794e-06 | Time: 5121.78 ms [2021-06-13 16:25:53 main:574] : INFO : Epoch 1932 | loss: 3.58352e-06 | val_loss: 6.16137e-06 | Time: 5067.3 ms [2021-06-13 16:25:58 main:574] : INFO : Epoch 1933 | loss: 9.89664e-06 | val_loss: 9.39668e-06 | Time: 5163.98 ms [2021-06-13 16:26:03 main:574] : INFO : Epoch 1934 | loss: 3.9134e-06 | val_loss: 3.92959e-06 | Time: 5171.32 ms [2021-06-13 16:26:08 main:574] : INFO : Epoch 1935 | loss: 3.70782e-06 | val_loss: 7.02076e-06 | Time: 4962.15 ms [2021-06-13 16:26:13 main:574] : INFO : Epoch 1936 | loss: 1.15729e-05 | val_loss: 7.23538e-06 | Time: 5058.44 ms [2021-06-13 16:26:18 main:574] : INFO : Epoch 1937 | loss: 5.12435e-06 | val_loss: 4.7041e-06 | Time: 5062.8 ms [2021-06-13 16:26:24 main:574] : INFO : Epoch 1938 | loss: 3.08573e-06 | val_loss: 3.73899e-06 | Time: 5353.45 ms [2021-06-13 16:26:29 main:574] : INFO : Epoch 1939 | loss: 2.99791e-06 | val_loss: 5.72991e-06 | Time: 5275.52 ms [2021-06-13 16:26:34 main:574] : INFO : Epoch 1940 | loss: 6.90894e-06 | val_loss: 7.82052e-06 | Time: 5206.34 ms [2021-06-13 16:26:39 main:574] : INFO : Epoch 1941 | loss: 7.8712e-06 | val_loss: 8.66795e-06 | Time: 4915.56 ms [2021-06-13 16:26:44 main:574] : INFO : Epoch 1942 | loss: 4.30085e-06 | val_loss: 3.24914e-06 | Time: 5022.25 ms [2021-06-13 16:26:50 main:574] : INFO : Epoch 1943 | loss: 3.13585e-06 | val_loss: 5.26856e-06 | Time: 5505.87 ms [2021-06-13 16:26:55 main:574] : INFO : Epoch 1944 | loss: 1.12996e-05 | val_loss: 1.17107e-05 | Time: 5268.4 ms [2021-06-13 16:27:00 main:574] : INFO : Epoch 1945 | loss: 5.15042e-06 | val_loss: 6.05232e-06 | Time: 5163.71 ms [2021-06-13 16:27:05 main:574] : INFO : Epoch 1946 | loss: 3.92041e-06 | val_loss: 3.63013e-06 | Time: 4997.37 ms [2021-06-13 16:27:11 main:574] : INFO : Epoch 1947 | loss: 2.48398e-06 | val_loss: 2.95603e-06 | Time: 5170.63 ms [2021-06-13 16:27:16 main:574] : INFO : Epoch 1948 | loss: 2.24228e-06 | val_loss: 3.28989e-06 | Time: 5138.09 ms [2021-06-13 16:27:21 main:574] : INFO : Epoch 1949 | loss: 1.48981e-05 | val_loss: 4.38099e-05 | Time: 5260.46 ms [2021-06-13 16:27:26 main:574] : INFO : Epoch 1950 | loss: 1.51053e-05 | val_loss: 8.34433e-06 | Time: 5137.73 ms [2021-06-13 16:27:31 main:574] : INFO : Epoch 1951 | loss: 4.86585e-06 | val_loss: 4.44487e-06 | Time: 5098.39 ms [2021-06-13 16:27:37 main:574] : INFO : Epoch 1952 | loss: 2.7094e-06 | val_loss: 3.13522e-06 | Time: 5025.57 ms [2021-06-13 16:27:42 main:574] : INFO : Epoch 1953 | loss: 2.22441e-06 | val_loss: 3.00203e-06 | Time: 5234.48 ms [2021-06-13 16:27:47 main:574] : INFO : Epoch 1954 | loss: 2.87181e-06 | val_loss: 4.87403e-06 | Time: 5302.7 ms [2021-06-13 16:27:53 main:574] : INFO : Epoch 1955 | loss: 2.81735e-06 | val_loss: 2.99656e-06 | Time: 5365.54 ms [2021-06-13 16:27:58 main:574] : INFO : Epoch 1956 | loss: 2.15467e-06 | val_loss: 3.04912e-06 | Time: 5481.08 ms [2021-06-13 16:28:03 main:574] : INFO : Epoch 1957 | loss: 2.93126e-06 | val_loss: 4.35206e-06 | Time: 4998.23 ms [2021-06-13 16:28:08 main:574] : INFO : Epoch 1958 | loss: 1.32641e-05 | val_loss: 2.74e-05 | Time: 4940.39 ms [2021-06-13 16:28:13 main:574] : INFO : Epoch 1959 | loss: 8.6508e-06 | val_loss: 3.64272e-06 | Time: 5312.49 ms [2021-06-13 16:28:19 main:574] : INFO : Epoch 1960 | loss: 3.32303e-06 | val_loss: 3.81479e-06 | Time: 5187.83 ms [2021-06-13 16:28:24 main:574] : INFO : Epoch 1961 | loss: 2.48479e-06 | val_loss: 2.74575e-06 | Time: 5196.62 ms [2021-06-13 16:28:29 main:574] : INFO : Epoch 1962 | loss: 2.15917e-06 | val_loss: 2.66264e-06 | Time: 5096.9 ms [2021-06-13 16:28:34 main:574] : INFO : Epoch 1963 | loss: 2.49577e-06 | val_loss: 3.46329e-06 | Time: 5206.03 ms [2021-06-13 16:28:39 main:574] : INFO : Epoch 1964 | loss: 5.35207e-06 | val_loss: 1.42371e-05 | Time: 5065.49 ms [2021-06-13 16:28:45 main:574] : INFO : Epoch 1965 | loss: 1.18446e-05 | val_loss: 5.46418e-06 | Time: 5293.64 ms [2021-06-13 16:28:50 main:574] : INFO : Epoch 1966 | loss: 4.1438e-06 | val_loss: 5.155e-06 | Time: 5193.83 ms [2021-06-13 16:28:55 main:574] : INFO : Epoch 1967 | loss: 2.54955e-06 | val_loss: 2.82319e-06 | Time: 5151.25 ms [2021-06-13 16:29:01 main:574] : INFO : Epoch 1968 | loss: 1.88012e-06 | val_loss: 2.62099e-06 | Time: 5207.26 ms [2021-06-13 16:29:06 main:574] : INFO : Epoch 1969 | loss: 4.50713e-06 | val_loss: 4.75634e-06 | Time: 5004.64 ms [2021-06-13 16:29:11 main:574] : INFO : Epoch 1970 | loss: 7.60978e-06 | val_loss: 2.19764e-05 | Time: 5103.75 ms [2021-06-13 16:29:16 main:574] : INFO : Epoch 1971 | loss: 1.22622e-05 | val_loss: 8.10958e-06 | Time: 5312.98 ms [2021-06-13 16:29:21 main:574] : INFO : Epoch 1972 | loss: 3.47866e-06 | val_loss: 2.53313e-06 | Time: 5247.7 ms [2021-06-13 16:29:27 main:574] : INFO : Epoch 1973 | loss: 1.89191e-06 | val_loss: 2.20546e-06 | Time: 5268.62 ms [2021-06-13 16:29:32 main:574] : INFO : Epoch 1974 | loss: 1.92134e-06 | val_loss: 3.58643e-06 | Time: 5114.63 ms [2021-06-13 16:29:37 main:574] : INFO : Epoch 1975 | loss: 3.00457e-06 | val_loss: 2.80169e-06 | Time: 4947.71 ms [2021-06-13 16:29:42 main:574] : INFO : Epoch 1976 | loss: 4.71967e-06 | val_loss: 1.0816e-05 | Time: 5282.78 ms [2021-06-13 16:29:47 main:574] : INFO : Epoch 1977 | loss: 9.86534e-06 | val_loss: 3.71019e-06 | Time: 5228.28 ms [2021-06-13 16:29:53 main:574] : INFO : Epoch 1978 | loss: 2.66328e-06 | val_loss: 2.06933e-06 | Time: 5152.78 ms [2021-06-13 16:29:58 main:574] : INFO : Epoch 1979 | loss: 1.71397e-06 | val_loss: 2.1663e-06 | Time: 5087.02 ms [2021-06-13 16:30:03 main:574] : INFO : Epoch 1980 | loss: 4.08213e-06 | val_loss: 8.4275e-06 | Time: 5038.2 ms [2021-06-13 16:30:08 main:574] : INFO : Epoch 1981 | loss: 8.63759e-06 | val_loss: 3.22597e-06 | Time: 5252.98 ms [2021-06-13 16:30:13 main:574] : INFO : Epoch 1982 | loss: 4.58636e-06 | val_loss: 4.24437e-06 | Time: 5251.11 ms [2021-06-13 16:30:19 main:574] : INFO : Epoch 1983 | loss: 2.8791e-06 | val_loss: 3.06153e-06 | Time: 5248.91 ms [2021-06-13 16:30:24 main:574] : INFO : Epoch 1984 | loss: 1.77685e-06 | val_loss: 2.22709e-06 | Time: 5000.9 ms [2021-06-13 16:30:29 main:574] : INFO : Epoch 1985 | loss: 2.59219e-06 | val_loss: 6.28467e-06 | Time: 5008.12 ms [2021-06-13 16:30:34 main:574] : INFO : Epoch 1986 | loss: 1.24632e-05 | val_loss: 9.88063e-06 | Time: 5172.34 ms [2021-06-13 16:30:39 main:574] : INFO : Epoch 1987 | loss: 4.10948e-06 | val_loss: 2.91662e-06 | Time: 5187.37 ms [2021-06-13 16:30:44 main:574] : INFO : Epoch 1988 | loss: 3.0321e-06 | val_loss: 3.16625e-06 | Time: 5038.36 ms [2021-06-13 16:30:50 main:574] : INFO : Epoch 1989 | loss: 2.6215e-06 | val_loss: 5.04924e-06 | Time: 5151.84 ms [2021-06-13 16:30:55 main:574] : INFO : Epoch 1990 | loss: 6.38928e-06 | val_loss: 4.76289e-06 | Time: 5029.24 ms [2021-06-13 16:31:00 main:574] : INFO : Epoch 1991 | loss: 4.59046e-06 | val_loss: 5.40579e-06 | Time: 5436.03 ms [2021-06-13 16:31:05 main:574] : INFO : Epoch 1992 | loss: 2.46016e-06 | val_loss: 2.00554e-06 | Time: 5193.24 ms [2021-06-13 16:31:10 main:574] : INFO : Epoch 1993 | loss: 4.25775e-06 | val_loss: 1.50061e-05 | Time: 4947.6 ms [2021-06-13 16:31:15 main:574] : INFO : Epoch 1994 | loss: 1.33412e-05 | val_loss: 4.98636e-06 | Time: 5116.13 ms [2021-06-13 16:31:21 main:574] : INFO : Epoch 1995 | loss: 2.46982e-06 | val_loss: 1.55006e-06 | Time: 5009.52 ms [2021-06-13 16:31:26 main:574] : INFO : Epoch 1996 | loss: 1.64416e-06 | val_loss: 2.80018e-06 | Time: 5233.64 ms [2021-06-13 16:31:31 main:574] : INFO : Epoch 1997 | loss: 2.75122e-06 | val_loss: 1.87702e-06 | Time: 5415.89 ms [2021-06-13 16:31:37 main:574] : INFO : Epoch 1998 | loss: 1.40416e-06 | val_loss: 1.70017e-06 | Time: 5225.13 ms [2021-06-13 16:31:42 main:574] : INFO : Epoch 1999 | loss: 5.57819e-06 | val_loss: 1.61482e-05 | Time: 5004.9 ms [2021-06-13 16:31:47 main:574] : INFO : Epoch 2000 | loss: 9.01921e-06 | val_loss: 5.2214e-06 | Time: 5080.77 ms [2021-06-13 16:31:52 main:574] : INFO : Epoch 2001 | loss: 2.6899e-06 | val_loss: 2.81665e-06 | Time: 5162.83 ms [2021-06-13 16:31:57 main:574] : INFO : Epoch 2002 | loss: 1.79771e-06 | val_loss: 2.11954e-06 | Time: 5244.6 ms [2021-06-13 16:32:03 main:574] : INFO : Epoch 2003 | loss: 1.66285e-06 | val_loss: 2.63271e-06 | Time: 5465.47 ms [2021-06-13 16:32:08 main:574] : INFO : Epoch 2004 | loss: 3.85608e-06 | val_loss: 5.96513e-06 | Time: 4983.99 ms [2021-06-13 16:32:13 main:574] : INFO : Epoch 2005 | loss: 4.81775e-06 | val_loss: 5.83876e-06 | Time: 5311.69 ms [2021-06-13 16:32:18 main:574] : INFO : Epoch 2006 | loss: 9.58025e-06 | val_loss: 1.30594e-05 | Time: 5158.63 ms [2021-06-13 16:32:23 main:574] : INFO : Epoch 2007 | loss: 4.7366e-06 | val_loss: 4.66231e-06 | Time: 5140.23 ms [2021-06-13 16:32:29 main:574] : INFO : Epoch 2008 | loss: 2.09923e-06 | val_loss: 2.0873e-06 | Time: 5240.66 ms [2021-06-13 16:32:34 main:574] : INFO : Epoch 2009 | loss: 1.33646e-06 | val_loss: 1.51073e-06 | Time: 5201.32 ms [2021-06-13 16:32:39 main:574] : INFO : Epoch 2010 | loss: 1.99621e-06 | val_loss: 3.41146e-06 | Time: 5018.69 ms [2021-06-13 16:32:44 main:574] : INFO : Epoch 2011 | loss: 2.70864e-05 | val_loss: 0.0250144 | Time: 5281.83 ms [2021-06-13 16:32:50 main:574] : INFO : Epoch 2012 | loss: 0.0325223 | val_loss: 0.022306 | Time: 5159.64 ms [2021-06-13 16:32:55 main:574] : INFO : Epoch 2013 | loss: 0.0183027 | val_loss: 0.0153993 | Time: 5348.51 ms [2021-06-13 16:33:00 main:574] : INFO : Epoch 2014 | loss: 0.0118164 | val_loss: 0.0106135 | Time: 5215.54 ms [2021-06-13 16:33:05 main:574] : INFO : Epoch 2015 | loss: 0.00999508 | val_loss: 0.00980451 | Time: 5162.07 ms [2021-06-13 16:33:11 main:574] : INFO : Epoch 2016 | loss: 0.00959021 | val_loss: 0.00959494 | Time: 5167.21 ms [2021-06-13 16:33:16 main:574] : INFO : Epoch 2017 | loss: 0.00942904 | val_loss: 0.00946698 | Time: 5146.93 ms [2021-06-13 16:33:21 main:574] : INFO : Epoch 2018 | loss: 0.00931968 | val_loss: 0.00937318 | Time: 5088.35 ms [2021-06-13 16:33:26 main:574] : INFO : Epoch 2019 | loss: 0.00923731 | val_loss: 0.00932239 | Time: 5304.6 ms [2021-06-13 16:33:31 main:574] : INFO : Epoch 2020 | loss: 0.00916992 | val_loss: 0.00925139 | Time: 5141.88 ms [2021-06-13 16:33:37 main:574] : INFO : Epoch 2021 | loss: 0.0091345 | val_loss: 0.00919415 | Time: 5070.26 ms [2021-06-13 16:33:42 main:574] : INFO : Epoch 2022 | loss: 0.0091004 | val_loss: 0.00923171 | Time: 5236.83 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2021-06-13 16:52:55 main:435] : INFO : Set logging level to 1 [2021-06-13 16:52:55 main:441] : INFO : Running in BOINC Client mode [2021-06-13 16:52:55 main:444] : INFO : Resolving all filenames [2021-06-13 16:52:55 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-06-13 16:52:55 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622598718-22502-2_1_r476636814_1 (exists = 1) [2021-06-13 16:52:55 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622598718-22502-2_1_r476636814_0 (exists = 0) [2021-06-13 16:52:55 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622598718-22502-2 (exists = 1) [2021-06-13 16:52:55 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-06-13 16:52:55 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-06-13 16:52:55 main:474] : INFO : Configuration: [2021-06-13 16:52:55 main:475] : INFO : Model type: GRU [2021-06-13 16:52:55 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-06-13 16:52:55 main:477] : INFO : Max Epochs: 2048 [2021-06-13 16:52:55 main:478] : INFO : Batch Size: 128 [2021-06-13 16:52:55 main:479] : INFO : Learning Rate: 0.01 [2021-06-13 16:52:55 main:480] : INFO : Patience: 10 [2021-06-13 16:52:55 main:481] : INFO : Hidden Width: 12 [2021-06-13 16:52:55 main:482] : INFO : # Recurrent Layers: 4 [2021-06-13 16:52:56 main:483] : INFO : # Backend Layers: 4 [2021-06-13 16:52:56 main:484] : INFO : # Threads: 1 [2021-06-13 16:52:56 main:486] : INFO : Preparing Dataset [2021-06-13 16:52:56 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-13 16:52:56 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-13 16:52:57 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-06-13 16:52:58 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-13 16:52:58 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-13 16:52:58 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-06-13 16:52:58 main:494] : INFO : Creating Model [2021-06-13 16:52:58 main:507] : INFO : Preparing config file [2021-06-13 16:52:58 main:511] : INFO : Found checkpoint, attempting to load... [2021-06-13 16:52:58 main:512] : INFO : Loading config [2021-06-13 16:52:58 main:514] : INFO : Loading state [2021-06-13 16:52:59 main:559] : INFO : Loading DataLoader into Memory [2021-06-13 16:52:59 main:562] : INFO : Starting Training [2021-06-13 16:53:05 main:574] : INFO : Epoch 2020 | loss: 0.013261 | val_loss: 0.0106653 | Time: 6019.97 ms [2021-06-13 16:53:10 main:574] : INFO : Epoch 2021 | loss: 0.00981892 | val_loss: 0.00955742 | Time: 5264.73 ms [2021-06-13 16:53:16 main:574] : INFO : Epoch 2022 | loss: 0.00926445 | val_loss: 0.00927884 | Time: 5557.35 ms [2021-06-13 16:53:22 main:574] : INFO : Epoch 2023 | loss: 0.00911326 | val_loss: 0.00911581 | Time: 5118.71 ms [2021-06-13 16:53:28 main:574] : INFO : Epoch 2024 | loss: 0.00899923 | val_loss: 0.0090819 | Time: 6001.45 ms [2021-06-13 16:53:35 main:574] : INFO : Epoch 2025 | loss: 0.00897018 | val_loss: 0.00905968 | Time: 5779.35 ms [2021-06-13 16:53:40 main:574] : INFO : Epoch 2026 | loss: 0.00895404 | val_loss: 0.00904596 | Time: 5630.21 ms [2021-06-13 16:53:46 main:574] : INFO : Epoch 2027 | loss: 0.00893894 | val_loss: 0.00902893 | Time: 5218.65 ms [2021-06-13 16:53:52 main:574] : INFO : Epoch 2028 | loss: 0.0089199 | val_loss: 0.00900251 | Time: 5881.05 ms [2021-06-13 16:53:59 main:574] : INFO : Epoch 2029 | loss: 0.00889178 | val_loss: 0.0089609 | Time: 7011.04 ms [2021-06-13 16:54:06 main:574] : INFO : Epoch 2030 | loss: 0.00880429 | val_loss: 0.00884038 | Time: 5948.09 ms [2021-06-13 16:54:12 main:574] : INFO : Epoch 2031 | loss: 0.00871128 | val_loss: 0.00876054 | Time: 6237.86 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2021-06-13 16:57:27 main:435] : INFO : Set logging level to 1 [2021-06-13 16:57:27 main:441] : INFO : Running in BOINC Client mode [2021-06-13 16:57:27 main:444] : INFO : Resolving all filenames [2021-06-13 16:57:27 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-06-13 16:57:27 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622598718-22502-2_1_r476636814_1 (exists = 1) [2021-06-13 16:57:27 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622598718-22502-2_1_r476636814_0 (exists = 0) [2021-06-13 16:57:27 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622598718-22502-2 (exists = 1) [2021-06-13 16:57:28 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-06-13 16:57:28 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-06-13 16:57:28 main:474] : INFO : Configuration: [2021-06-13 16:57:28 main:475] : INFO : Model type: GRU [2021-06-13 16:57:28 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-06-13 16:57:28 main:477] : INFO : Max Epochs: 2048 [2021-06-13 16:57:28 main:478] : INFO : Batch Size: 128 [2021-06-13 16:57:28 main:479] : INFO : Learning Rate: 0.01 [2021-06-13 16:57:28 main:480] : INFO : Patience: 10 [2021-06-13 16:57:28 main:481] : INFO : Hidden Width: 12 [2021-06-13 16:57:28 main:482] : INFO : # Recurrent Layers: 4 [2021-06-13 16:57:28 main:483] : INFO : # Backend Layers: 4 [2021-06-13 16:57:28 main:484] : INFO : # Threads: 1 [2021-06-13 16:57:28 main:486] : INFO : Preparing Dataset [2021-06-13 16:57:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-13 16:57:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-13 16:57:30 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-06-13 16:57:30 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-13 16:57:30 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-13 16:57:30 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-06-13 16:57:30 main:494] : INFO : Creating Model [2021-06-13 16:57:30 main:507] : INFO : Preparing config file [2021-06-13 16:57:30 main:511] : INFO : Found checkpoint, attempting to load... [2021-06-13 16:57:30 main:512] : INFO : Loading config [2021-06-13 16:57:30 main:514] : INFO : Loading state [2021-06-13 16:57:31 main:559] : INFO : Loading DataLoader into Memory [2021-06-13 16:57:31 main:562] : INFO : Starting Training [2021-06-13 16:57:37 main:574] : INFO : Epoch 2020 | loss: 0.0141684 | val_loss: 0.0108958 | Time: 5752.78 ms [2021-06-13 16:57:42 main:574] : INFO : Epoch 2021 | loss: 0.00998673 | val_loss: 0.00968812 | Time: 5319.77 ms [2021-06-13 16:57:48 main:574] : INFO : Epoch 2022 | loss: 0.00937197 | val_loss: 0.00935271 | Time: 5495.6 ms [2021-06-13 16:57:53 main:574] : INFO : Epoch 2023 | loss: 0.00918725 | val_loss: 0.00918111 | Time: 5104.54 ms [2021-06-13 16:57:58 main:574] : INFO : Epoch 2024 | loss: 0.00905382 | val_loss: 0.00912643 | Time: 5234.72 ms [2021-06-13 16:58:04 main:574] : INFO : Epoch 2025 | loss: 0.00901068 | val_loss: 0.00909446 | Time: 5442.18 ms [2021-06-13 16:58:09 main:574] : INFO : Epoch 2026 | loss: 0.00898647 | val_loss: 0.0090736 | Time: 5525.02 ms [2021-06-13 16:58:15 main:574] : INFO : Epoch 2027 | loss: 0.00896671 | val_loss: 0.00905595 | Time: 5433.51 ms [2021-06-13 16:58:20 main:574] : INFO : Epoch 2028 | loss: 0.00895016 | val_loss: 0.00904121 | Time: 5550.01 ms [2021-06-13 16:58:26 main:574] : INFO : Epoch 2029 | loss: 0.00893387 | val_loss: 0.00901971 | Time: 5483.47 ms [2021-06-13 16:58:33 main:574] : INFO : Epoch 2030 | loss: 0.00890702 | val_loss: 0.00895809 | Time: 6776.64 ms [2021-06-13 16:58:40 main:574] : INFO : Epoch 2031 | loss: 0.00881601 | val_loss: 0.00884385 | Time: 6875.08 ms [2021-06-13 16:58:46 main:574] : INFO : Epoch 2032 | loss: 0.00872377 | val_loss: 0.0087707 | Time: 6412.98 ms [2021-06-13 16:58:53 main:574] : INFO : Epoch 2033 | loss: 0.00868241 | val_loss: 0.00874368 | Time: 6261.49 ms [2021-06-13 16:58:59 main:574] : INFO : Epoch 2034 | loss: 0.00865881 | val_loss: 0.0087218 | Time: 6083.84 ms [2021-06-13 16:59:05 main:574] : INFO : Epoch 2035 | loss: 0.00863942 | val_loss: 0.00870242 | Time: 6483.08 ms [2021-06-13 16:59:12 main:574] : INFO : Epoch 2036 | loss: 0.00862306 | val_loss: 0.00868984 | Time: 6080.84 ms [2021-06-13 16:59:18 main:574] : INFO : Epoch 2037 | loss: 0.00861184 | val_loss: 0.008672 | Time: 5846.33 ms [2021-06-13 16:59:24 main:574] : INFO : Epoch 2038 | loss: 0.00859488 | val_loss: 0.00865458 | Time: 6040.47 ms [2021-06-13 16:59:30 main:574] : INFO : Epoch 2039 | loss: 0.0085621 | val_loss: 0.00860058 | Time: 5812.27 ms [2021-06-13 16:59:36 main:574] : INFO : Epoch 2040 | loss: 0.00851681 | val_loss: 0.00857124 | Time: 5966.98 ms [2021-06-13 16:59:42 main:574] : INFO : Epoch 2041 | loss: 0.0084957 | val_loss: 0.0085511 | Time: 6098.1 ms [2021-06-13 16:59:48 main:574] : INFO : Epoch 2042 | loss: 0.00848192 | val_loss: 0.0085506 | Time: 6005.16 ms [2021-06-13 16:59:54 main:574] : INFO : Epoch 2043 | loss: 0.00847237 | val_loss: 0.00852353 | Time: 6116.38 ms [2021-06-13 17:00:00 main:574] : INFO : Epoch 2044 | loss: 0.00845566 | val_loss: 0.00851702 | Time: 6108.61 ms [2021-06-13 17:00:06 main:574] : INFO : Epoch 2045 | loss: 0.00844351 | val_loss: 0.00850211 | Time: 6101.01 ms [2021-06-13 17:00:12 main:574] : INFO : Epoch 2046 | loss: 0.00842951 | val_loss: 0.00848928 | Time: 5877.32 ms [2021-06-13 17:00:18 main:574] : INFO : Epoch 2047 | loss: 0.00842173 | val_loss: 0.00848242 | Time: 5894.57 ms [2021-06-13 17:00:24 main:574] : INFO : Epoch 2048 | loss: 0.00828604 | val_loss: 0.0077809 | Time: 5845.97 ms [2021-06-13 17:00:24 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0077809 [2021-06-13 17:00:24 main:603] : INFO : Saving end state to config to file [2021-06-13 17:00:24 main:608] : INFO : Success, exiting.. 17:00:24 (16056): 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)