Task 14597351
| Name | ParityModified-1647044651-28046-2-0_0 |
| Workunit | 11618452 |
| Created | 11 Apr 2022, 15:17:09 UTC |
| Sent | 11 Apr 2022, 15:17:40 UTC |
| Report deadline | 19 Apr 2022, 15:17:40 UTC |
| Received | 16 Apr 2022, 0:43:13 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 9953 |
| Run time | 1 hours 13 min 11 sec |
| CPU time | 1 hours 1 min 38 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 2,142.89 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.55 GB |
| Peak swap size | 3.46 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
main:574] : INFO : Epoch 1650 | loss: 0.0312427 | val_loss: 0.0312426 | Time: 2083.86 ms
[2022-04-15 16:56:57 main:574] : INFO : Epoch 1651 | loss: 0.0312426 | val_loss: 0.0312444 | Time: 2208.67 ms
[2022-04-15 16:56:59 main:574] : INFO : Epoch 1652 | loss: 0.0312437 | val_loss: 0.0312432 | Time: 2076.33 ms
[2022-04-15 16:57:01 main:574] : INFO : Epoch 1653 | loss: 0.0312427 | val_loss: 0.0312432 | Time: 2058.07 ms
[2022-04-15 16:57:03 main:574] : INFO : Epoch 1654 | loss: 0.0312425 | val_loss: 0.0312429 | Time: 2053.6 ms
[2022-04-15 16:57:06 main:574] : INFO : Epoch 1655 | loss: 0.0312424 | val_loss: 0.0312437 | Time: 2109.11 ms
[2022-04-15 16:57:08 main:574] : INFO : Epoch 1656 | loss: 0.0312426 | val_loss: 0.0312426 | Time: 2086.61 ms
[2022-04-15 16:57:10 main:574] : INFO : Epoch 1657 | loss: 0.0312427 | val_loss: 0.0312452 | Time: 2073.22 ms
[2022-04-15 16:57:12 main:574] : INFO : Epoch 1658 | loss: 0.0312426 | val_loss: 0.0312451 | Time: 2046.36 ms
[2022-04-15 16:57:14 main:574] : INFO : Epoch 1659 | loss: 0.0312431 | val_loss: 0.0312462 | Time: 2071.82 ms
[2022-04-15 16:57:16 main:574] : INFO : Epoch 1660 | loss: 0.0312441 | val_loss: 0.0312444 | Time: 2153.41 ms
[2022-04-15 16:57:18 main:574] : INFO : Epoch 1661 | loss: 0.0312426 | val_loss: 0.0312432 | Time: 2089.8 ms
[2022-04-15 16:57:20 main:574] : INFO : Epoch 1662 | loss: 0.0312424 | val_loss: 0.0312435 | Time: 2060.82 ms
[2022-04-15 16:57:22 main:574] : INFO : Epoch 1663 | loss: 0.0312441 | val_loss: 0.0312461 | Time: 2109.36 ms
[2022-04-15 16:57:25 main:574] : INFO : Epoch 1664 | loss: 0.0312441 | val_loss: 0.0312454 | Time: 2054.73 ms
[2022-04-15 16:57:27 main:574] : INFO : Epoch 1665 | loss: 0.0312447 | val_loss: 0.0312434 | Time: 2061.24 ms
[2022-04-15 16:57:29 main:574] : INFO : Epoch 1666 | loss: 0.0312437 | val_loss: 0.0312432 | Time: 2114.84 ms
[2022-04-15 16:57:31 main:574] : INFO : Epoch 1667 | loss: 0.0312427 | val_loss: 0.0312431 | Time: 2112.06 ms
[2022-04-15 16:57:33 main:574] : INFO : Epoch 1668 | loss: 0.0312431 | val_loss: 0.0312451 | Time: 2101.2 ms
[2022-04-15 16:57:35 main:574] : INFO : Epoch 1669 | loss: 0.0312434 | val_loss: 0.0312429 | Time: 2022.94 ms
[2022-04-15 16:57:37 main:574] : INFO : Epoch 1670 | loss: 0.031243 | val_loss: 0.0312442 | Time: 2086.15 ms
[2022-04-15 16:57:39 main:574] : INFO : Epoch 1671 | loss: 0.0312427 | val_loss: 0.0312438 | Time: 2117.36 ms
[2022-04-15 16:57:41 main:574] : INFO : Epoch 1672 | loss: 0.0312424 | val_loss: 0.0312466 | Time: 2078.72 ms
[2022-04-15 16:57:44 main:574] : INFO : Epoch 1673 | loss: 0.0312432 | val_loss: 0.0312441 | Time: 2115.51 ms
[2022-04-15 16:57:46 main:574] : INFO : Epoch 1674 | loss: 0.0312428 | val_loss: 0.0312452 | Time: 2114.83 ms
[2022-04-15 16:57:48 main:574] : INFO : Epoch 1675 | loss: 0.0312443 | val_loss: 0.0312438 | Time: 2167.5 ms
[2022-04-15 16:57:50 main:574] : INFO : Epoch 1676 | loss: 0.0312429 | val_loss: 0.0312437 | Time: 2084.1 ms
[2022-04-15 16:57:52 main:574] : INFO : Epoch 1677 | loss: 0.0312433 | val_loss: 0.0312463 | Time: 2101.43 ms
[2022-04-15 16:57:54 main:574] : INFO : Epoch 1678 | loss: 0.031243 | val_loss: 0.0312428 | Time: 2041.18 ms
[2022-04-15 16:57:56 main:574] : INFO : Epoch 1679 | loss: 0.0312427 | val_loss: 0.0312444 | Time: 2129.97 ms
[2022-04-15 16:57:59 main:574] : INFO : Epoch 1680 | loss: 0.0312432 | val_loss: 0.0312427 | Time: 2088.46 ms
[2022-04-15 16:58:01 main:574] : INFO : Epoch 1681 | loss: 0.0312434 | val_loss: 0.0312434 | Time: 2127.69 ms
[2022-04-15 16:58:03 main:574] : INFO : Epoch 1682 | loss: 0.0312421 | val_loss: 0.0312441 | Time: 2101.57 ms
[2022-04-15 16:58:05 main:574] : INFO : Epoch 1683 | loss: 0.0312427 | val_loss: 0.0312445 | Time: 2078.29 ms
[2022-04-15 16:58:07 main:574] : INFO : Epoch 1684 | loss: 0.0312434 | val_loss: 0.0312457 | Time: 2082.93 ms
[2022-04-15 16:58:09 main:574] : INFO : Epoch 1685 | loss: 0.0312427 | val_loss: 0.031244 | Time: 2086.18 ms
[2022-04-15 16:58:11 main:574] : INFO : Epoch 1686 | loss: 0.0312423 | val_loss: 0.0312441 | Time: 2105.61 ms
[2022-04-15 16:58:13 main:574] : INFO : Epoch 1687 | loss: 0.0312419 | val_loss: 0.0312425 | Time: 2103.33 ms
[2022-04-15 16:58:15 main:574] : INFO : Epoch 1688 | loss: 0.031242 | val_loss: 0.0312437 | Time: 2059.12 ms
[2022-04-15 16:58:18 main:574] : INFO : Epoch 1689 | loss: 0.0312434 | val_loss: 0.0312439 | Time: 2132.28 ms
[2022-04-15 16:58:20 main:574] : INFO : Epoch 1690 | loss: 0.0312434 | val_loss: 0.0312449 | Time: 2062.37 ms
[2022-04-15 16:58:22 main:574] : INFO : Epoch 1691 | loss: 0.0312438 | val_loss: 0.0312433 | Time: 2136.12 ms
[2022-04-15 16:58:24 main:574] : INFO : Epoch 1692 | loss: 0.0312429 | val_loss: 0.0312433 | Time: 2084.87 ms
[2022-04-15 16:58:26 main:574] : INFO : Epoch 1693 | loss: 0.0312427 | val_loss: 0.0312464 | Time: 2003.59 ms
[2022-04-15 16:58:28 main:574] : INFO : Epoch 1694 | loss: 0.0312443 | val_loss: 0.0312431 | Time: 2148.21 ms
[2022-04-15 16:58:30 main:574] : INFO : Epoch 1695 | loss: 0.0312428 | val_loss: 0.0312443 | Time: 2123.72 ms
[2022-04-15 16:58:32 main:574] : INFO : Epoch 1696 | loss: 0.0312437 | val_loss: 0.0312437 | Time: 2079.05 ms
[2022-04-15 16:58:34 main:574] : INFO : Epoch 1697 | loss: 0.0312432 | val_loss: 0.0312454 | Time: 2048.88 ms
[2022-04-15 16:58:37 main:574] : INFO : Epoch 1698 | loss: 0.0312423 | val_loss: 0.0312436 | Time: 2093.65 ms
[2022-04-15 16:58:39 main:574] : INFO : Epoch 1699 | loss: 0.0312434 | val_loss: 0.0312444 | Time: 2052.05 ms
[2022-04-15 16:58:41 main:574] : INFO : Epoch 1700 | loss: 0.0312433 | val_loss: 0.0312433 | Time: 2136.71 ms
[2022-04-15 16:58:43 main:574] : INFO : Epoch 1701 | loss: 0.0312429 | val_loss: 0.0312441 | Time: 2112.44 ms
[2022-04-15 16:58:45 main:574] : INFO : Epoch 1702 | loss: 0.0312424 | val_loss: 0.0312436 | Time: 2141.41 ms
[2022-04-15 16:58:47 main:574] : INFO : Epoch 1703 | loss: 0.0312422 | val_loss: 0.0312444 | Time: 2023.27 ms
[2022-04-15 16:58:49 main:574] : INFO : Epoch 1704 | loss: 0.0312428 | val_loss: 0.0312439 | Time: 2143.07 ms
[2022-04-15 16:58:52 main:574] : INFO : Epoch 1705 | loss: 0.0312433 | val_loss: 0.0312436 | Time: 2122.51 ms
[2022-04-15 16:58:54 main:574] : INFO : Epoch 1706 | loss: 0.0312428 | val_loss: 0.0312431 | Time: 2160.13 ms
[2022-04-15 16:58:56 main:574] : INFO : Epoch 1707 | loss: 0.0312425 | val_loss: 0.0312431 | Time: 2088.46 ms
[2022-04-15 16:58:58 main:574] : INFO : Epoch 1708 | loss: 0.0312432 | val_loss: 0.0312469 | Time: 2100.37 ms
[2022-04-15 16:59:00 main:574] : INFO : Epoch 1709 | loss: 0.0312429 | val_loss: 0.0312433 | Time: 2070.31 ms
[2022-04-15 16:59:02 main:574] : INFO : Epoch 1710 | loss: 0.0312427 | val_loss: 0.031243 | Time: 2120.22 ms
[2022-04-15 16:59:04 main:574] : INFO : Epoch 1711 | loss: 0.0312422 | val_loss: 0.0312435 | Time: 2141.4 ms
[2022-04-15 16:59:07 main:574] : INFO : Epoch 1712 | loss: 0.0312422 | val_loss: 0.0312431 | Time: 2062.23 ms
[2022-04-15 16:59:09 main:574] : INFO : Epoch 1713 | loss: 0.0312424 | val_loss: 0.0312437 | Time: 2136.98 ms
[2022-04-15 16:59:11 main:574] : INFO : Epoch 1714 | loss: 0.0312429 | val_loss: 0.0312444 | Time: 2088.78 ms
[2022-04-15 16:59:13 main:574] : INFO : Epoch 1715 | loss: 0.0312429 | val_loss: 0.0312442 | Time: 2152.01 ms
[2022-04-15 16:59:15 main:574] : INFO : Epoch 1716 | loss: 0.0312444 | val_loss: 0.0312431 | Time: 2069.45 ms
[2022-04-15 16:59:17 main:574] : INFO : Epoch 1717 | loss: 0.0312425 | val_loss: 0.0312436 | Time: 2103.97 ms
[2022-04-15 16:59:19 main:574] : INFO : Epoch 1718 | loss: 0.0312423 | val_loss: 0.0312434 | Time: 1988.53 ms
[2022-04-15 16:59:21 main:574] : INFO : Epoch 1719 | loss: 0.0312421 | val_loss: 0.0312425 | Time: 2076.6 ms
[2022-04-15 16:59:23 main:574] : INFO : Epoch 1720 | loss: 0.0312419 | val_loss: 0.0312426 | Time: 2091.7 ms
[2022-04-15 16:59:25 main:574] : INFO : Epoch 1721 | loss: 0.0312425 | val_loss: 0.0312431 | Time: 2050.02 ms
[2022-04-15 16:59:28 main:574] : INFO : Epoch 1722 | loss: 0.031245 | val_loss: 0.0312483 | Time: 2154.94 ms
[2022-04-15 16:59:30 main:574] : INFO : Epoch 1723 | loss: 0.0312442 | val_loss: 0.0312449 | Time: 2083.6 ms
[2022-04-15 16:59:32 main:574] : INFO : Epoch 1724 | loss: 0.0312423 | val_loss: 0.0312429 | Time: 2042.66 ms
[2022-04-15 16:59:34 main:574] : INFO : Epoch 1725 | loss: 0.0312425 | val_loss: 0.0312429 | Time: 2129.58 ms
[2022-04-15 16:59:36 main:574] : INFO : Epoch 1726 | loss: 0.0312425 | val_loss: 0.031243 | Time: 2038.28 ms
[2022-04-15 16:59:38 main:574] : INFO : Epoch 1727 | loss: 0.0312426 | val_loss: 0.0312441 | Time: 2109.73 ms
[2022-04-15 16:59:40 main:574] : INFO : Epoch 1728 | loss: 0.031243 | val_loss: 0.0312434 | Time: 2081.04 ms
[2022-04-15 16:59:42 main:574] : INFO : Epoch 1729 | loss: 0.0312439 | val_loss: 0.0312467 | Time: 2087.2 ms
[2022-04-15 16:59:45 main:574] : INFO : Epoch 1730 | loss: 0.0312431 | val_loss: 0.0312438 | Time: 2132.6 ms
[2022-04-15 16:59:47 main:574] : INFO : Epoch 1731 | loss: 0.0312427 | val_loss: 0.0312445 | Time: 2107.52 ms
[2022-04-15 16:59:49 main:574] : INFO : Epoch 1732 | loss: 0.031244 | val_loss: 0.0312471 | Time: 2162.57 ms
[2022-04-15 16:59:51 main:574] : INFO : Epoch 1733 | loss: 0.0312433 | val_loss: 0.0312443 | Time: 2116.19 ms
[2022-04-15 16:59:53 main:574] : INFO : Epoch 1734 | loss: 0.0312432 | val_loss: 0.0312438 | Time: 2119.16 ms
[2022-04-15 16:59:55 main:574] : INFO : Epoch 1735 | loss: 0.0312432 | val_loss: 0.0312427 | Time: 2114.62 ms
[2022-04-15 16:59:57 main:574] : INFO : Epoch 1736 | loss: 0.031244 | val_loss: 0.0312441 | Time: 2068.11 ms
[2022-04-15 17:00:00 main:574] : INFO : Epoch 1737 | loss: 0.0312447 | val_loss: 0.0312451 | Time: 2121.14 ms
[2022-04-15 17:00:02 main:574] : INFO : Epoch 1738 | loss: 0.0312442 | val_loss: 0.0312442 | Time: 2084.57 ms
[2022-04-15 17:00:04 main:574] : INFO : Epoch 1739 | loss: 0.0312425 | val_loss: 0.0312433 | Time: 2123.12 ms
[2022-04-15 17:00:06 main:574] : INFO : Epoch 1740 | loss: 0.0312433 | val_loss: 0.0312436 | Time: 2113 ms
[2022-04-15 17:00:08 main:574] : INFO : Epoch 1741 | loss: 0.0312425 | val_loss: 0.0312428 | Time: 2131.32 ms
[2022-04-15 17:00:10 main:574] : INFO : Epoch 1742 | loss: 0.0312426 | val_loss: 0.0312435 | Time: 2108.34 ms
[2022-04-15 17:00:12 main:574] : INFO : Epoch 1743 | loss: 0.0312426 | val_loss: 0.0312432 | Time: 2188.75 ms
[2022-04-15 17:00:15 main:574] : INFO : Epoch 1744 | loss: 0.0312431 | val_loss: 0.0312447 | Time: 2110.87 ms
[2022-04-15 17:00:17 main:574] : INFO : Epoch 1745 | loss: 0.0312442 | val_loss: 0.0312426 | Time: 2093.92 ms
[2022-04-15 17:00:19 main:574] : INFO : Epoch 1746 | loss: 0.0312441 | val_loss: 0.0312447 | Time: 2089.88 ms
[2022-04-15 17:00:21 main:574] : INFO : Epoch 1747 | loss: 0.0312439 | val_loss: 0.0312442 | Time: 2098.31 ms
[2022-04-15 17:00:23 main:574] : INFO : Epoch 1748 | loss: 0.0312435 | val_loss: 0.0312442 | Time: 2070.51 ms
[2022-04-15 17:00:25 main:574] : INFO : Epoch 1749 | loss: 0.031243 | val_loss: 0.0312443 | Time: 2016.46 ms
[2022-04-15 17:00:27 main:574] : INFO : Epoch 1750 | loss: 0.0312435 | val_loss: 0.0312427 | Time: 2067.5 ms
[2022-04-15 17:00:29 main:574] : INFO : Epoch 1751 | loss: 0.0312437 | val_loss: 0.0312429 | Time: 2146.04 ms
[2022-04-15 17:00:32 main:574] : INFO : Epoch 1752 | loss: 0.0312426 | val_loss: 0.0312431 | Time: 2116.7 ms
[2022-04-15 17:00:34 main:574] : INFO : Epoch 1753 | loss: 0.0312423 | val_loss: 0.0312435 | Time: 2125.96 ms
[2022-04-15 17:00:36 main:574] : INFO : Epoch 1754 | loss: 0.0312425 | val_loss: 0.0312431 | Time: 2145.03 ms
[2022-04-15 17:00:38 main:574] : INFO : Epoch 1755 | loss: 0.0312433 | val_loss: 0.031243 | Time: 2157.8 ms
[2022-04-15 17:00:40 main:574] : INFO : Epoch 1756 | loss: 0.0312439 | val_loss: 0.0312473 | Time: 2119.51 ms
[2022-04-15 17:00:42 main:574] : INFO : Epoch 1757 | loss: 0.0312432 | val_loss: 0.0312446 | Time: 2159.12 ms
[2022-04-15 17:00:45 main:574] : INFO : Epoch 1758 | loss: 0.0312426 | val_loss: 0.0312426 | Time: 2150.8 ms
[2022-04-15 17:00:47 main:574] : INFO : Epoch 1759 | loss: 0.0312433 | val_loss: 0.031243 | Time: 2106.3 ms
[2022-04-15 17:00:49 main:574] : INFO : Epoch 1760 | loss: 0.0312435 | val_loss: 0.0312498 | Time: 2162.29 ms
[2022-04-15 17:00:51 main:574] : INFO : Epoch 1761 | loss: 0.0312471 | val_loss: 0.0312443 | Time: 2042.72 ms
[2022-04-15 17:00:53 main:574] : INFO : Epoch 1762 | loss: 0.0312446 | val_loss: 0.0312477 | Time: 2135.55 ms
[2022-04-15 17:00:55 main:574] : INFO : Epoch 1763 | loss: 0.0312444 | val_loss: 0.0312441 | Time: 2059.15 ms
[2022-04-15 17:00:57 main:574] : INFO : Epoch 1764 | loss: 0.0312432 | val_loss: 0.0312433 | Time: 2093.9 ms
[2022-04-15 17:00:59 main:574] : INFO : Epoch 1765 | loss: 0.0312428 | val_loss: 0.031243 | Time: 2124.48 ms
[2022-04-15 17:01:02 main:574] : INFO : Epoch 1766 | loss: 0.0312437 | val_loss: 0.0312428 | Time: 2121.81 ms
[2022-04-15 17:01:04 main:574] : INFO : Epoch 1767 | loss: 0.0312425 | val_loss: 0.0312437 | Time: 2101.53 ms
[2022-04-15 17:01:06 main:574] : INFO : Epoch 1768 | loss: 0.0312428 | val_loss: 0.0312433 | Time: 2021.8 ms
[2022-04-15 17:01:08 main:574] : INFO : Epoch 1769 | loss: 0.0312426 | val_loss: 0.0312446 | Time: 2058.08 ms
[2022-04-15 17:01:10 main:574] : INFO : Epoch 1770 | loss: 0.0312425 | val_loss: 0.031245 | Time: 2104.56 ms
[2022-04-15 17:01:12 main:574] : INFO : Epoch 1771 | loss: 0.0312429 | val_loss: 0.0312454 | Time: 2088.8 ms
[2022-04-15 17:01:14 main:574] : INFO : Epoch 1772 | loss: 0.0312442 | val_loss: 0.0312441 | Time: 2201.31 ms
[2022-04-15 17:01:16 main:574] : INFO : Epoch 1773 | loss: 0.0312446 | val_loss: 0.0312507 | Time: 2040.8 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 950)
[2022-04-15 17:13:14 main:435] : INFO : Set logging level to 1
[2022-04-15 17:13:14 main:441] : INFO : Running in BOINC Client mode
[2022-04-15 17:13:14 main:444] : INFO : Resolving all filenames
[2022-04-15 17:13:14 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-15 17:13:14 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-15 17:13:14 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-15 17:13:14 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-15 17:13:14 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-15 17:13:14 main:472] : INFO : Dataset filename: dataset.hdf5
[2022-04-15 17:13:14 main:474] : INFO : Configuration:
[2022-04-15 17:13:14 main:475] : INFO : Model type: GRU
[2022-04-15 17:13:14 main:476] : INFO : Validation Loss Threshold: 0.0001
[2022-04-15 17:13:14 main:477] : INFO : Max Epochs: 2048
[2022-04-15 17:13:14 main:478] : INFO : Batch Size: 128
[2022-04-15 17:13:14 main:479] : INFO : Learning Rate: 0.01
[2022-04-15 17:13:14 main:480] : INFO : Patience: 10
[2022-04-15 17:13:14 main:481] : INFO : Hidden Width: 12
[2022-04-15 17:13:14 main:482] : INFO : # Recurrent Layers: 4
[2022-04-15 17:13:14 main:483] : INFO : # Backend Layers: 4
[2022-04-15 17:13:14 main:484] : INFO : # Threads: 1
[2022-04-15 17:13:14 main:486] : INFO : Preparing Dataset
[2022-04-15 17:13:14 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-15 17:13:14 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-15 17:13:21 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory.
[2022-04-15 17:13:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-15 17:13:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-15 17:13:21 load:106] : INFO : Successfully loaded dataset of 512 examples into memory.
[2022-04-15 17:13:21 main:494] : INFO : Creating Model
[2022-04-15 17:13:21 main:507] : INFO : Preparing config file
[2022-04-15 17:13:21 main:511] : INFO : Found checkpoint, attempting to load...
[2022-04-15 17:13:21 main:512] : INFO : Loading config
[2022-04-15 17:13:21 main:514] : INFO : Loading state
[2022-04-15 17:13:22 main:559] : INFO : Loading DataLoader into Memory
[2022-04-15 17:13:22 main:562] : INFO : Starting Training
[2022-04-15 17:13:25 main:574] : INFO : Epoch 1762 | loss: 0.0313251 | val_loss: 0.0312577 | Time: 2955.17 ms
[2022-04-15 17:13:27 main:574] : INFO : Epoch 1763 | loss: 0.0312549 | val_loss: 0.0312459 | Time: 2062.89 ms
[2022-04-15 17:13:29 main:574] : INFO : Epoch 1764 | loss: 0.0312452 | val_loss: 0.0312431 | Time: 2072.81 ms
[2022-04-15 17:13:31 main:574] : INFO : Epoch 1765 | loss: 0.0312429 | val_loss: 0.0312422 | Time: 2046.1 ms
[2022-04-15 17:13:33 main:574] : INFO : Epoch 1766 | loss: 0.0312436 | val_loss: 0.0312431 | Time: 2129.98 ms
[2022-04-15 17:13:36 main:574] : INFO : Epoch 1767 | loss: 0.0312432 | val_loss: 0.0312429 | Time: 2079.63 ms
[2022-04-15 17:13:38 main:574] : INFO : Epoch 1768 | loss: 0.0312422 | val_loss: 0.0312424 | Time: 2104.13 ms
[2022-04-15 17:13:40 main:574] : INFO : Epoch 1769 | loss: 0.031243 | val_loss: 0.031243 | Time: 2089.92 ms
[2022-04-15 17:13:42 main:574] : INFO : Epoch 1770 | loss: 0.0312429 | val_loss: 0.0312428 | Time: 2065.68 ms
[2022-04-15 17:13:44 main:574] : INFO : Epoch 1771 | loss: 0.0312426 | val_loss: 0.0312438 | Time: 2139.41 ms
[2022-04-15 17:13:46 main:574] : INFO : Epoch 1772 | loss: 0.0312442 | val_loss: 0.0312458 | Time: 2075.23 ms
[2022-04-15 17:13:48 main:574] : INFO : Epoch 1773 | loss: 0.031244 | val_loss: 0.0312428 | Time: 2096.09 ms
[2022-04-15 17:13:50 main:574] : INFO : Epoch 1774 | loss: 0.0312426 | val_loss: 0.0312437 | Time: 2124.97 ms
[2022-04-15 17:13:53 main:574] : INFO : Epoch 1775 | loss: 0.0312425 | val_loss: 0.0312437 | Time: 2106.26 ms
[2022-04-15 17:13:55 main:574] : INFO : Epoch 1776 | loss: 0.031243 | val_loss: 0.0312425 | Time: 2073.41 ms
[2022-04-15 17:13:57 main:574] : INFO : Epoch 1777 | loss: 0.0312425 | val_loss: 0.0312459 | Time: 2065.64 ms
[2022-04-15 17:13:59 main:574] : INFO : Epoch 1778 | loss: 0.0312431 | val_loss: 0.0312432 | Time: 2147.25 ms
[2022-04-15 17:14:01 main:574] : INFO : Epoch 1779 | loss: 0.0312427 | val_loss: 0.0312424 | Time: 2145.25 ms
[2022-04-15 17:14:03 main:574] : INFO : Epoch 1780 | loss: 0.0312424 | val_loss: 0.031243 | Time: 2093.59 ms
[2022-04-15 17:14:05 main:574] : INFO : Epoch 1781 | loss: 0.0312425 | val_loss: 0.0312439 | Time: 2122 ms
[2022-04-15 17:14:08 main:574] : INFO : Epoch 1782 | loss: 0.0312421 | val_loss: 0.0312423 | Time: 2098.28 ms
[2022-04-15 17:14:10 main:574] : INFO : Epoch 1783 | loss: 0.0312435 | val_loss: 0.0312477 | Time: 2109.86 ms
[2022-04-15 17:14:12 main:574] : INFO : Epoch 1784 | loss: 0.0312443 | val_loss: 0.0312434 | Time: 2134.31 ms
[2022-04-15 17:14:14 main:574] : INFO : Epoch 1785 | loss: 0.0312424 | val_loss: 0.0312426 | Time: 2168.76 ms
[2022-04-15 17:14:16 main:574] : INFO : Epoch 1786 | loss: 0.0312432 | val_loss: 0.0312445 | Time: 2129.68 ms
[2022-04-15 17:14:18 main:574] : INFO : Epoch 1787 | loss: 0.0312434 | val_loss: 0.0312441 | Time: 2147.78 ms
[2022-04-15 17:14:20 main:574] : INFO : Epoch 1788 | loss: 0.0312444 | val_loss: 0.0312437 | Time: 2078.82 ms
[2022-04-15 17:14:23 main:574] : INFO : Epoch 1789 | loss: 0.0312428 | val_loss: 0.0312439 | Time: 2039.74 ms
[2022-04-15 17:14:25 main:574] : INFO : Epoch 1790 | loss: 0.0312427 | val_loss: 0.0312423 | Time: 2120.88 ms
[2022-04-15 17:14:27 main:574] : INFO : Epoch 1791 | loss: 0.0312431 | val_loss: 0.0312441 | Time: 2260.78 ms
[2022-04-15 17:14:29 main:574] : INFO : Epoch 1792 | loss: 0.0312427 | val_loss: 0.0312438 | Time: 2123.97 ms
[2022-04-15 17:14:31 main:574] : INFO : Epoch 1793 | loss: 0.0312424 | val_loss: 0.0312424 | Time: 2114.62 ms
[2022-04-15 17:14:33 main:574] : INFO : Epoch 1794 | loss: 0.0312422 | val_loss: 0.031244 | Time: 2136.21 ms
[2022-04-15 17:14:36 main:574] : INFO : Epoch 1795 | loss: 0.0312426 | val_loss: 0.0312433 | Time: 2104 ms
[2022-04-15 17:14:38 main:574] : INFO : Epoch 1796 | loss: 0.0312424 | val_loss: 0.0312425 | Time: 2063.09 ms
[2022-04-15 17:14:40 main:574] : INFO : Epoch 1797 | loss: 0.0312426 | val_loss: 0.0312428 | Time: 2095.2 ms
[2022-04-15 17:14:42 main:574] : INFO : Epoch 1798 | loss: 0.0312421 | val_loss: 0.0312462 | Time: 2093.55 ms
[2022-04-15 17:14:44 main:574] : INFO : Epoch 1799 | loss: 0.0312443 | val_loss: 0.0312434 | Time: 2074.95 ms
[2022-04-15 17:14:46 main:574] : INFO : Epoch 1800 | loss: 0.0312435 | val_loss: 0.0312423 | Time: 2044.77 ms
[2022-04-15 17:14:48 main:574] : INFO : Epoch 1801 | loss: 0.0312424 | val_loss: 0.0312437 | Time: 2075.81 ms
[2022-04-15 17:14:50 main:574] : INFO : Epoch 1802 | loss: 0.0312433 | val_loss: 0.0312428 | Time: 2137.49 ms
[2022-04-15 17:14:52 main:574] : INFO : Epoch 1803 | loss: 0.0312442 | val_loss: 0.0312435 | Time: 2074.07 ms
[2022-04-15 17:14:55 main:574] : INFO : Epoch 1804 | loss: 0.031244 | val_loss: 0.0312429 | Time: 2015.67 ms
[2022-04-15 17:14:57 main:574] : INFO : Epoch 1805 | loss: 0.0312433 | val_loss: 0.0312428 | Time: 2174.94 ms
[2022-04-15 17:14:59 main:574] : INFO : Epoch 1806 | loss: 0.0312427 | val_loss: 0.0312434 | Time: 2096.52 ms
[2022-04-15 17:15:01 main:574] : INFO : Epoch 1807 | loss: 0.0312424 | val_loss: 0.0312422 | Time: 2082.16 ms
[2022-04-15 17:15:03 main:574] : INFO : Epoch 1808 | loss: 0.0312424 | val_loss: 0.0312431 | Time: 2031.15 ms
[2022-04-15 17:15:05 main:574] : INFO : Epoch 1809 | loss: 0.0312426 | val_loss: 0.0312423 | Time: 2076.19 ms
[2022-04-15 17:15:07 main:574] : INFO : Epoch 1810 | loss: 0.0312429 | val_loss: 0.0312427 | Time: 2169.96 ms
[2022-04-15 17:15:09 main:574] : INFO : Epoch 1811 | loss: 0.0312428 | val_loss: 0.0312426 | Time: 2080.92 ms
[2022-04-15 17:15:12 main:574] : INFO : Epoch 1812 | loss: 0.0312429 | val_loss: 0.031243 | Time: 2057.46 ms
[2022-04-15 17:15:14 main:574] : INFO : Epoch 1813 | loss: 0.0312433 | val_loss: 0.0312429 | Time: 2056.94 ms
[2022-04-15 17:15:16 main:574] : INFO : Epoch 1814 | loss: 0.0312426 | val_loss: 0.0312432 | Time: 2274.96 ms
[2022-04-15 17:15:18 main:574] : INFO : Epoch 1815 | loss: 0.0312425 | val_loss: 0.0312426 | Time: 2096.94 ms
[2022-04-15 17:15:20 main:574] : INFO : Epoch 1816 | loss: 0.0312433 | val_loss: 0.0312456 | Time: 2091.5 ms
[2022-04-15 17:15:22 main:574] : INFO : Epoch 1817 | loss: 0.0312426 | val_loss: 0.0312432 | Time: 2079.32 ms
[2022-04-15 17:15:24 main:574] : INFO : Epoch 1818 | loss: 0.0312428 | val_loss: 0.0312431 | Time: 2077.47 ms
[2022-04-15 17:15:26 main:574] : INFO : Epoch 1819 | loss: 0.0312438 | val_loss: 0.0312436 | Time: 2125.96 ms
[2022-04-15 17:15:29 main:574] : INFO : Epoch 1820 | loss: 0.0312428 | val_loss: 0.0312429 | Time: 2090.13 ms
[2022-04-15 17:15:31 main:574] : INFO : Epoch 1821 | loss: 0.0312437 | val_loss: 0.0312448 | Time: 2136.17 ms
[2022-04-15 17:15:33 main:574] : INFO : Epoch 1822 | loss: 0.0312434 | val_loss: 0.0312424 | Time: 2146.95 ms
[2022-04-15 17:15:35 main:574] : INFO : Epoch 1823 | loss: 0.0312439 | val_loss: 0.0312492 | Time: 2067.3 ms
[2022-04-15 17:15:37 main:574] : INFO : Epoch 1824 | loss: 0.0312453 | val_loss: 0.0312523 | Time: 2101.41 ms
[2022-04-15 17:15:39 main:574] : INFO : Epoch 1825 | loss: 0.0312458 | val_loss: 0.0312496 | Time: 2144.99 ms
[2022-04-15 17:15:41 main:574] : INFO : Epoch 1826 | loss: 0.0312436 | val_loss: 0.0312427 | Time: 2124.13 ms
[2022-04-15 17:15:44 main:574] : INFO : Epoch 1827 | loss: 0.0312423 | val_loss: 0.0312426 | Time: 2099.21 ms
[2022-04-15 17:15:46 main:574] : INFO : Epoch 1828 | loss: 0.0312422 | val_loss: 0.0312464 | Time: 2222.05 ms
[2022-04-15 17:15:48 main:574] : INFO : Epoch 1829 | loss: 0.0312435 | val_loss: 0.0312426 | Time: 2066.27 ms
[2022-04-15 17:15:50 main:574] : INFO : Epoch 1830 | loss: 0.0312428 | val_loss: 0.0312429 | Time: 2145.45 ms
[2022-04-15 17:15:52 main:574] : INFO : Epoch 1831 | loss: 0.0312427 | val_loss: 0.031243 | Time: 2102.62 ms
[2022-04-15 17:15:54 main:574] : INFO : Epoch 1832 | loss: 0.031243 | val_loss: 0.0312452 | Time: 2122 ms
[2022-04-15 17:15:57 main:574] : INFO : Epoch 1833 | loss: 0.031244 | val_loss: 0.0312464 | Time: 2078.94 ms
[2022-04-15 17:15:59 main:574] : INFO : Epoch 1834 | loss: 0.0312457 | val_loss: 0.0312499 | Time: 2135.73 ms
[2022-04-15 17:16:01 main:574] : INFO : Epoch 1835 | loss: 0.0312461 | val_loss: 0.0312472 | Time: 2054.16 ms
[2022-04-15 17:16:03 main:574] : INFO : Epoch 1836 | loss: 0.0312429 | val_loss: 0.0312428 | Time: 2109.26 ms
[2022-04-15 17:16:05 main:574] : INFO : Epoch 1837 | loss: 0.0312437 | val_loss: 0.0312457 | Time: 2063.5 ms
[2022-04-15 17:16:07 main:574] : INFO : Epoch 1838 | loss: 0.0312432 | val_loss: 0.0312423 | Time: 2133.46 ms
[2022-04-15 17:16:09 main:574] : INFO : Epoch 1839 | loss: 0.0312427 | val_loss: 0.0312425 | Time: 2115.59 ms
[2022-04-15 17:16:11 main:574] : INFO : Epoch 1840 | loss: 0.0312429 | val_loss: 0.0312427 | Time: 2112.23 ms
[2022-04-15 17:16:14 main:574] : INFO : Epoch 1841 | loss: 0.0312421 | val_loss: 0.0312423 | Time: 2183.32 ms
[2022-04-15 17:16:16 main:574] : INFO : Epoch 1842 | loss: 0.031242 | val_loss: 0.0312423 | Time: 2155.29 ms
[2022-04-15 17:16:18 main:574] : INFO : Epoch 1843 | loss: 0.0312425 | val_loss: 0.0312425 | Time: 2111.08 ms
[2022-04-15 17:16:20 main:574] : INFO : Epoch 1844 | loss: 0.0312424 | val_loss: 0.0312423 | Time: 2008.39 ms
[2022-04-15 17:16:22 main:574] : INFO : Epoch 1845 | loss: 0.0312431 | val_loss: 0.0312459 | Time: 2103.4 ms
[2022-04-15 17:16:24 main:574] : INFO : Epoch 1846 | loss: 0.0312432 | val_loss: 0.0312428 | Time: 2090.4 ms
[2022-04-15 17:16:26 main:574] : INFO : Epoch 1847 | loss: 0.0312425 | val_loss: 0.0312428 | Time: 2088.92 ms
[2022-04-15 17:16:29 main:574] : INFO : Epoch 1848 | loss: 0.031243 | val_loss: 0.0312423 | Time: 2097.4 ms
[2022-04-15 17:16:31 main:574] : INFO : Epoch 1849 | loss: 0.0312431 | val_loss: 0.0312447 | Time: 2086.3 ms
[2022-04-15 17:16:33 main:574] : INFO : Epoch 1850 | loss: 0.0312425 | val_loss: 0.0312448 | Time: 2135.93 ms
[2022-04-15 17:16:35 main:574] : INFO : Epoch 1851 | loss: 0.0312436 | val_loss: 0.0312459 | Time: 2137.23 ms
[2022-04-15 17:16:37 main:574] : INFO : Epoch 1852 | loss: 0.0312441 | val_loss: 0.0312439 | Time: 2045.74 ms
[2022-04-15 17:16:39 main:574] : INFO : Epoch 1853 | loss: 0.0312435 | val_loss: 0.0312437 | Time: 2115.58 ms
[2022-04-15 17:16:41 main:574] : INFO : Epoch 1854 | loss: 0.0312432 | val_loss: 0.0312423 | Time: 2090.91 ms
[2022-04-15 17:16:43 main:574] : INFO : Epoch 1855 | loss: 0.0312422 | val_loss: 0.0312423 | Time: 2120.43 ms
[2022-04-15 17:16:46 main:574] : INFO : Epoch 1856 | loss: 0.0312425 | val_loss: 0.0312446 | Time: 2113.6 ms
[2022-04-15 17:16:48 main:574] : INFO : Epoch 1857 | loss: 0.0312428 | val_loss: 0.0312421 | Time: 2117.91 ms
[2022-04-15 17:16:50 main:574] : INFO : Epoch 1858 | loss: 0.0312423 | val_loss: 0.0312422 | Time: 2044.35 ms
[2022-04-15 17:16:52 main:574] : INFO : Epoch 1859 | loss: 0.0312421 | val_loss: 0.0312423 | Time: 2138.48 ms
[2022-04-15 17:16:54 main:574] : INFO : Epoch 1860 | loss: 0.0312426 | val_loss: 0.0312423 | Time: 2145.27 ms
[2022-04-15 17:16:56 main:574] : INFO : Epoch 1861 | loss: 0.0312449 | val_loss: 0.0312452 | Time: 2106.44 ms
[2022-04-15 17:16:58 main:574] : INFO : Epoch 1862 | loss: 0.0312433 | val_loss: 0.0312425 | Time: 2042.04 ms
[2022-04-15 17:17:01 main:574] : INFO : Epoch 1863 | loss: 0.0312421 | val_loss: 0.0312424 | Time: 2126.82 ms
[2022-04-15 17:17:03 main:574] : INFO : Epoch 1864 | loss: 0.0312428 | val_loss: 0.0312436 | Time: 2079.41 ms
[2022-04-15 17:17:05 main:574] : INFO : Epoch 1865 | loss: 0.0312428 | val_loss: 0.0312435 | Time: 2110.69 ms
[2022-04-15 17:17:07 main:574] : INFO : Epoch 1866 | loss: 0.0312423 | val_loss: 0.0312426 | Time: 2109.84 ms
[2022-04-15 17:17:09 main:574] : INFO : Epoch 1867 | loss: 0.0312424 | val_loss: 0.0312424 | Time: 2113.15 ms
[2022-04-15 17:17:11 main:574] : INFO : Epoch 1868 | loss: 0.0312438 | val_loss: 0.0312463 | Time: 2063.48 ms
[2022-04-15 17:17:13 main:574] : INFO : Epoch 1869 | loss: 0.0312459 | val_loss: 0.031245 | Time: 2059.38 ms
[2022-04-15 17:17:15 main:574] : INFO : Epoch 1870 | loss: 0.0312436 | val_loss: 0.0312426 | Time: 2105.24 ms
[2022-04-15 17:17:18 main:574] : INFO : Epoch 1871 | loss: 0.0312425 | val_loss: 0.0312437 | Time: 2148.17 ms
[2022-04-15 17:17:20 main:574] : INFO : Epoch 1872 | loss: 0.0312426 | val_loss: 0.031243 | Time: 2201.23 ms
[2022-04-15 17:17:22 main:574] : INFO : Epoch 1873 | loss: 0.0312441 | val_loss: 0.0312428 | Time: 2062.15 ms
[2022-04-15 17:17:24 main:574] : INFO : Epoch 1874 | loss: 0.0312435 | val_loss: 0.0312446 | Time: 2117.58 ms
[2022-04-15 17:17:26 main:574] : INFO : Epoch 1875 | loss: 0.0312432 | val_loss: 0.0312424 | Time: 2129.83 ms
[2022-04-15 17:17:28 main:574] : INFO : Epoch 1876 | loss: 0.0312425 | val_loss: 0.0312437 | Time: 2132.63 ms
[2022-04-15 17:17:31 main:574] : INFO : Epoch 1877 | loss: 0.0312433 | val_loss: 0.0312429 | Time: 2184.76 ms
[2022-04-15 17:17:33 main:574] : INFO : Epoch 1878 | loss: 0.0312433 | val_loss: 0.0312473 | Time: 2121.78 ms
[2022-04-15 17:17:35 main:574] : INFO : Epoch 1879 | loss: 0.0312437 | val_loss: 0.0312463 | Time: 2119.34 ms
[2022-04-15 17:17:37 main:574] : INFO : Epoch 1880 | loss: 0.0312438 | val_loss: 0.0312428 | Time: 2150.73 ms
[2022-04-15 17:17:39 main:574] : INFO : Epoch 1881 | loss: 0.0312432 | val_loss: 0.0312429 | Time: 2167.4 ms
[2022-04-15 17:17:41 main:574] : INFO : Epoch 1882 | loss: 0.0312446 | val_loss: 0.0312472 | Time: 2096.92 ms
[2022-04-15 17:17:43 main:574] : INFO : Epoch 1883 | loss: 0.031243 | val_loss: 0.0312435 | Time: 2079.72 ms
[2022-04-15 17:17:46 main:574] : INFO : Epoch 1884 | loss: 0.0312429 | val_loss: 0.0312427 | Time: 2100.72 ms
[2022-04-15 17:17:48 main:574] : INFO : Epoch 1885 | loss: 0.0312428 | val_loss: 0.0312423 | Time: 2151.37 ms
[2022-04-15 17:17:50 main:574] : INFO : Epoch 1886 | loss: 0.0312424 | val_loss: 0.0312424 | Time: 2091.35 ms
[2022-04-15 17:17:52 main:574] : INFO : Epoch 1887 | loss: 0.0312424 | val_loss: 0.0312433 | Time: 2188.75 ms
[2022-04-15 17:17:54 main:574] : INFO : Epoch 1888 | loss: 0.0312424 | val_loss: 0.0312424 | Time: 2086.75 ms
[2022-04-15 17:17:56 main:574] : INFO : Epoch 1889 | loss: 0.0312428 | val_loss: 0.0312426 | Time: 2139.79 ms
[2022-04-15 17:17:58 main:574] : INFO : Epoch 1890 | loss: 0.0312424 | val_loss: 0.0312422 | Time: 2104.9 ms
[2022-04-15 17:18:01 main:574] : INFO : Epoch 1891 | loss: 0.031243 | val_loss: 0.0312432 | Time: 2129.59 ms
[2022-04-15 17:18:03 main:574] : INFO : Epoch 1892 | loss: 0.0312424 | val_loss: 0.0312424 | Time: 2096.68 ms
[2022-04-15 17:18:05 main:574] : INFO : Epoch 1893 | loss: 0.0312421 | val_loss: 0.0312433 | Time: 2064.61 ms
[2022-04-15 17:18:07 main:574] : INFO : Epoch 1894 | loss: 0.0312432 | val_loss: 0.0312424 | Time: 2068.42 ms
[2022-04-15 17:18:09 main:574] : INFO : Epoch 1895 | loss: 0.0312432 | val_loss: 0.0312448 | Time: 2127.69 ms
[2022-04-15 17:18:11 main:574] : INFO : Epoch 1896 | loss: 0.0312437 | val_loss: 0.0312436 | Time: 2065.47 ms
[2022-04-15 17:18:13 main:574] : INFO : Epoch 1897 | loss: 0.0312442 | val_loss: 0.0312433 | Time: 2083.2 ms
[2022-04-15 17:18:15 main:574] : INFO : Epoch 1898 | loss: 0.0312426 | val_loss: 0.0312426 | Time: 2054.64 ms
[2022-04-15 17:18:18 main:574] : INFO : Epoch 1899 | loss: 0.0312423 | val_loss: 0.0312431 | Time: 2123.18 ms
[2022-04-15 17:18:20 main:574] : INFO : Epoch 1900 | loss: 0.0312422 | val_loss: 0.0312428 | Time: 2099.82 ms
[2022-04-15 17:18:22 main:574] : INFO : Epoch 1901 | loss: 0.0312453 | val_loss: 0.0312433 | Time: 2102.17 ms
[2022-04-15 17:18:24 main:574] : INFO : Epoch 1902 | loss: 0.031243 | val_loss: 0.0312428 | Time: 2129.63 ms
[2022-04-15 17:18:26 main:574] : INFO : Epoch 1903 | loss: 0.0312433 | val_loss: 0.0312424 | Time: 2161.78 ms
[2022-04-15 17:18:28 main:574] : INFO : Epoch 1904 | loss: 0.0312423 | val_loss: 0.0312432 | Time: 2097.95 ms
[2022-04-15 17:18:30 main:574] : INFO : Epoch 1905 | loss: 0.0312426 | val_loss: 0.0312423 | Time: 2097.1 ms
[2022-04-15 17:18:32 main:574] : INFO : Epoch 1906 | loss: 0.0312426 | val_loss: 0.0312424 | Time: 2081.51 ms
[2022-04-15 17:18:35 main:574] : INFO : Epoch 1907 | loss: 0.0312424 | val_loss: 0.0312426 | Time: 2144.58 ms
[2022-04-15 17:18:37 main:574] : INFO : Epoch 1908 | loss: 0.0312426 | val_loss: 0.0312427 | Time: 2147.1 ms
[2022-04-15 17:18:39 main:574] : INFO : Epoch 1909 | loss: 0.0312426 | val_loss: 0.0312432 | Time: 2049.57 ms
[2022-04-15 17:18:41 main:574] : INFO : Epoch 1910 | loss: 0.0312428 | val_loss: 0.0312423 | Time: 2145.02 ms
[2022-04-15 17:18:43 main:574] : INFO : Epoch 1911 | loss: 0.0312455 | val_loss: 0.031243 | Time: 2066.39 ms
[2022-04-15 17:18:45 main:574] : INFO : Epoch 1912 | loss: 0.031244 | val_loss: 0.0312443 | Time: 2074.4 ms
[2022-04-15 17:18:47 main:574] : INFO : Epoch 1913 | loss: 0.031243 | val_loss: 0.0312423 | Time: 2098.72 ms
[2022-04-15 17:18:50 main:574] : INFO : Epoch 1914 | loss: 0.0312424 | val_loss: 0.0312432 | Time: 2159.69 ms
[2022-04-15 17:18:52 main:574] : INFO : Epoch 1915 | loss: 0.0312432 | val_loss: 0.0312452 | Time: 2110.94 ms
[2022-04-15 17:18:54 main:574] : INFO : Epoch 1916 | loss: 0.0312431 | val_loss: 0.0312427 | Time: 2115.88 ms
[2022-04-15 17:18:56 main:574] : INFO : Epoch 1917 | loss: 0.0312424 | val_loss: 0.0312426 | Time: 2086.9 ms
[2022-04-15 17:18:58 main:574] : INFO : Epoch 1918 | loss: 0.0312426 | val_loss: 0.0312423 | Time: 2117.48 ms
[2022-04-15 17:19:00 main:574] : INFO : Epoch 1919 | loss: 0.0312423 | val_loss: 0.0312431 | Time: 2187.5 ms
[2022-04-15 17:19:02 main:574] : INFO : Epoch 1920 | loss: 0.0312425 | val_loss: 0.0312423 | Time: 2155.37 ms
[2022-04-15 17:19:05 main:574] : INFO : Epoch 1921 | loss: 0.031242 | val_loss: 0.0312424 | Time: 2130.8 ms
[2022-04-15 17:19:07 main:574] : INFO : Epoch 1922 | loss: 0.0312441 | val_loss: 0.0312458 | Time: 2053.34 ms
[2022-04-15 17:19:09 main:574] : INFO : Epoch 1923 | loss: 0.0312431 | val_loss: 0.0312458 | Time: 2145.71 ms
[2022-04-15 17:19:11 main:574] : INFO : Epoch 1924 | loss: 0.0312436 | val_loss: 0.0312453 | Time: 2085.92 ms
[2022-04-15 17:19:13 main:574] : INFO : Epoch 1925 | loss: 0.0312429 | val_loss: 0.0312461 | Time: 2152.68 ms
[2022-04-15 17:19:15 main:574] : INFO : Epoch 1926 | loss: 0.0312427 | val_loss: 0.0312427 | Time: 2122.27 ms
[2022-04-15 17:19:17 main:574] : INFO : Epoch 1927 | loss: 0.0312436 | val_loss: 0.0312434 | Time: 2081.85 ms
[2022-04-15 17:19:19 main:574] : INFO : Epoch 1928 | loss: 0.0312426 | val_loss: 0.0312423 | Time: 2135.2 ms
[2022-04-15 17:19:22 main:574] : INFO : Epoch 1929 | loss: 0.0312423 | val_loss: 0.0312429 | Time: 2172.88 ms
[2022-04-15 17:19:24 main:574] : INFO : Epoch 1930 | loss: 0.0312424 | val_loss: 0.0312453 | Time: 2056.79 ms
[2022-04-15 17:19:26 main:574] : INFO : Epoch 1931 | loss: 0.0312428 | val_loss: 0.031243 | Time: 2128.38 ms
[2022-04-15 17:19:28 main:574] : INFO : Epoch 1932 | loss: 0.0312427 | val_loss: 0.0312441 | Time: 2108.93 ms
[2022-04-15 17:19:30 main:574] : INFO : Epoch 1933 | loss: 0.0312428 | val_loss: 0.0312423 | Time: 2058.87 ms
[2022-04-15 17:19:32 main:574] : INFO : Epoch 1934 | loss: 0.0312441 | val_loss: 0.0312426 | Time: 2107.39 ms
[2022-04-15 17:19:34 main:574] : INFO : Epoch 1935 | loss: 0.0312439 | val_loss: 0.031243 | Time: 2113.38 ms
[2022-04-15 17:19:37 main:574] : INFO : Epoch 1936 | loss: 0.0312425 | val_loss: 0.0312423 | Time: 2084.35 ms
[2022-04-15 17:19:39 main:574] : INFO : Epoch 1937 | loss: 0.0312423 | val_loss: 0.0312432 | Time: 2090.4 ms
[2022-04-15 17:19:41 main:574] : INFO : Epoch 1938 | loss: 0.031244 | val_loss: 0.0312434 | Time: 2137.02 ms
[2022-04-15 17:19:43 main:574] : INFO : Epoch 1939 | loss: 0.0312429 | val_loss: 0.0312425 | Time: 2075.57 ms
[2022-04-15 17:19:45 main:574] : INFO : Epoch 1940 | loss: 0.0312424 | val_loss: 0.0312425 | Time: 2115.01 ms
[2022-04-15 17:19:47 main:574] : INFO : Epoch 1941 | loss: 0.0312432 | val_loss: 0.0312425 | Time: 2108.67 ms
[2022-04-15 17:19:49 main:574] : INFO : Epoch 1942 | loss: 0.0312454 | val_loss: 0.0312433 | Time: 2081.85 ms
[2022-04-15 17:19:51 main:574] : INFO : Epoch 1943 | loss: 0.0312448 | val_loss: 0.0312534 | Time: 2102.48 ms
[2022-04-15 17:19:53 main:574] : INFO : Epoch 1944 | loss: 0.0312463 | val_loss: 0.0312435 | Time: 2091.4 ms
[2022-04-15 17:19:56 main:574] : INFO : Epoch 1945 | loss: 0.0312427 | val_loss: 0.0312425 | Time: 2028.21 ms
[2022-04-15 17:19:58 main:574] : INFO : Epoch 1946 | loss: 0.0312435 | val_loss: 0.0312459 | Time: 2156.55 ms
[2022-04-15 17:20:00 main:574] : INFO : Epoch 1947 | loss: 0.031245 | val_loss: 0.0312453 | Time: 2072.29 ms
[2022-04-15 17:20:02 main:574] : INFO : Epoch 1948 | loss: 0.0312435 | val_loss: 0.0312422 | Time: 2110.73 ms
[2022-04-15 17:20:04 main:574] : INFO : Epoch 1949 | loss: 0.0312423 | val_loss: 0.0312425 | Time: 2134.09 ms
[2022-04-15 17:20:06 main:574] : INFO : Epoch 1950 | loss: 0.0312421 | val_loss: 0.0312424 | Time: 2131.95 ms
[2022-04-15 17:20:08 main:574] : INFO : Epoch 1951 | loss: 0.0312425 | val_loss: 0.0312424 | Time: 2122.76 ms
[2022-04-15 17:20:11 main:574] : INFO : Epoch 1952 | loss: 0.0312432 | val_loss: 0.0312423 | Time: 2180.48 ms
[2022-04-15 17:20:13 main:574] : INFO : Epoch 1953 | loss: 0.0312424 | val_loss: 0.0312422 | Time: 2146.13 ms
[2022-04-15 17:20:15 main:574] : INFO : Epoch 1954 | loss: 0.0312422 | val_loss: 0.031245 | Time: 2107.38 ms
[2022-04-15 17:20:17 main:574] : INFO : Epoch 1955 | loss: 0.0312443 | val_loss: 0.0312437 | Time: 2142.81 ms
[2022-04-15 17:20:19 main:574] : INFO : Epoch 1956 | loss: 0.0312423 | val_loss: 0.0312427 | Time: 2093.99 ms
[2022-04-15 17:20:21 main:574] : INFO : Epoch 1957 | loss: 0.0312422 | val_loss: 0.0312435 | Time: 2100.07 ms
[2022-04-15 17:20:23 main:574] : INFO : Epoch 1958 | loss: 0.0312429 | val_loss: 0.0312423 | Time: 2037.71 ms
[2022-04-15 17:20:26 main:574] : INFO : Epoch 1959 | loss: 0.0312425 | val_loss: 0.0312423 | Time: 2141.58 ms
[2022-04-15 17:20:28 main:574] : INFO : Epoch 1960 | loss: 0.0312422 | val_loss: 0.0312422 | Time: 2119.97 ms
[2022-04-15 17:20:30 main:574] : INFO : Epoch 1961 | loss: 0.0312421 | val_loss: 0.0312423 | Time: 2049.04 ms
[2022-04-15 17:20:32 main:574] : INFO : Epoch 1962 | loss: 0.031242 | val_loss: 0.0312426 | Time: 2137.77 ms
[2022-04-15 17:20:34 main:574] : INFO : Epoch 1963 | loss: 0.0312429 | val_loss: 0.0312462 | Time: 2050.78 ms
[2022-04-15 17:20:36 main:574] : INFO : Epoch 1964 | loss: 0.031243 | val_loss: 0.0312422 | Time: 2100.14 ms
[2022-04-15 17:20:38 main:574] : INFO : Epoch 1965 | loss: 0.0312432 | val_loss: 0.0312448 | Time: 2114.41 ms
[2022-04-15 17:20:40 main:574] : INFO : Epoch 1966 | loss: 0.0312429 | val_loss: 0.0312438 | Time: 2070.05 ms
[2022-04-15 17:20:42 main:574] : INFO : Epoch 1967 | loss: 0.0312433 | val_loss: 0.0312452 | Time: 2105.21 ms
[2022-04-15 17:20:45 main:574] : INFO : Epoch 1968 | loss: 0.0312427 | val_loss: 0.0312427 | Time: 2052.69 ms
[2022-04-15 17:20:47 main:574] : INFO : Epoch 1969 | loss: 0.0312424 | val_loss: 0.0312426 | Time: 2067.11 ms
[2022-04-15 17:20:49 main:574] : INFO : Epoch 1970 | loss: 0.0312427 | val_loss: 0.0312424 | Time: 2122.51 ms
[2022-04-15 17:20:51 main:574] : INFO : Epoch 1971 | loss: 0.0312429 | val_loss: 0.0312422 | Time: 2141.69 ms
[2022-04-15 17:20:53 main:574] : INFO : Epoch 1972 | loss: 0.0312428 | val_loss: 0.0312427 | Time: 2114.19 ms
[2022-04-15 17:20:55 main:574] : INFO : Epoch 1973 | loss: 0.0312429 | val_loss: 0.0312426 | Time: 2074.53 ms
[2022-04-15 17:20:57 main:574] : INFO : Epoch 1974 | loss: 0.0312431 | val_loss: 0.0312472 | Time: 2151.67 ms
[2022-04-15 17:21:00 main:574] : INFO : Epoch 1975 | loss: 0.0312443 | val_loss: 0.0312455 | Time: 2118.51 ms
[2022-04-15 17:21:02 main:574] : INFO : Epoch 1976 | loss: 0.0312435 | val_loss: 0.0312445 | Time: 2116.87 ms
[2022-04-15 17:21:04 main:574] : INFO : Epoch 1977 | loss: 0.0312428 | val_loss: 0.0312457 | Time: 2032.6 ms
[2022-04-15 17:21:06 main:574] : INFO : Epoch 1978 | loss: 0.0312427 | val_loss: 0.0312444 | Time: 2143.19 ms
[2022-04-15 17:21:08 main:574] : INFO : Epoch 1979 | loss: 0.0312436 | val_loss: 0.0312424 | Time: 2130.66 ms
[2022-04-15 17:21:10 main:574] : INFO : Epoch 1980 | loss: 0.0312425 | val_loss: 0.0312453 | Time: 2126.28 ms
[2022-04-15 17:21:12 main:574] : INFO : Epoch 1981 | loss: 0.0312437 | val_loss: 0.0312469 | Time: 2139.1 ms
[2022-04-15 17:21:15 main:574] : INFO : Epoch 1982 | loss: 0.0312462 | val_loss: 0.0312441 | Time: 2171.27 ms
[2022-04-15 17:21:17 main:574] : INFO : Epoch 1983 | loss: 0.0312434 | val_loss: 0.0312429 | Time: 2199.87 ms
[2022-04-15 17:21:19 main:574] : INFO : Epoch 1984 | loss: 0.0312428 | val_loss: 0.0312427 | Time: 2108.34 ms
[2022-04-15 17:21:21 main:574] : INFO : Epoch 1985 | loss: 0.0312423 | val_loss: 0.0312423 | Time: 2104.04 ms
[2022-04-15 17:21:23 main:574] : INFO : Epoch 1986 | loss: 0.0312429 | val_loss: 0.031247 | Time: 2188.39 ms
[2022-04-15 17:21:25 main:574] : INFO : Epoch 1987 | loss: 0.0312429 | val_loss: 0.0312423 | Time: 2103.31 ms
[2022-04-15 17:21:28 main:574] : INFO : Epoch 1988 | loss: 0.0312422 | val_loss: 0.0312423 | Time: 2128.9 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 950)
[2022-04-15 17:39:10 main:435] : INFO : Set logging level to 1
[2022-04-15 17:39:10 main:441] : INFO : Running in BOINC Client mode
[2022-04-15 17:39:10 main:444] : INFO : Resolving all filenames
[2022-04-15 17:39:10 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-15 17:39:10 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-15 17:39:10 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-15 17:39:10 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-15 17:39:10 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-15 17:39:10 main:472] : INFO : Dataset filename: dataset.hdf5
[2022-04-15 17:39:10 main:474] : INFO : Configuration:
[2022-04-15 17:39:10 main:475] : INFO : Model type: GRU
[2022-04-15 17:39:10 main:476] : INFO : Validation Loss Threshold: 0.0001
[2022-04-15 17:39:10 main:477] : INFO : Max Epochs: 2048
[2022-04-15 17:39:10 main:478] : INFO : Batch Size: 128
[2022-04-15 17:39:10 main:479] : INFO : Learning Rate: 0.01
[2022-04-15 17:39:10 main:480] : INFO : Patience: 10
[2022-04-15 17:39:10 main:481] : INFO : Hidden Width: 12
[2022-04-15 17:39:10 main:482] : INFO : # Recurrent Layers: 4
[2022-04-15 17:39:10 main:483] : INFO : # Backend Layers: 4
[2022-04-15 17:39:10 main:484] : INFO : # Threads: 1
[2022-04-15 17:39:10 main:486] : INFO : Preparing Dataset
[2022-04-15 17:39:10 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-15 17:39:11 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-15 17:39:13 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory.
[2022-04-15 17:39:13 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-15 17:39:14 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-15 17:39:14 load:106] : INFO : Successfully loaded dataset of 512 examples into memory.
[2022-04-15 17:39:14 main:494] : INFO : Creating Model
[2022-04-15 17:39:14 main:507] : INFO : Preparing config file
[2022-04-15 17:39:14 main:511] : INFO : Found checkpoint, attempting to load...
[2022-04-15 17:39:14 main:512] : INFO : Loading config
[2022-04-15 17:39:14 main:514] : INFO : Loading state
[2022-04-15 17:39:15 main:559] : INFO : Loading DataLoader into Memory
[2022-04-15 17:39:15 main:562] : INFO : Starting Training
[2022-04-15 17:39:18 main:574] : INFO : Epoch 1943 | loss: 0.0312694 | val_loss: 0.0312485 | Time: 3354.77 ms
[2022-04-15 17:39:20 main:574] : INFO : Epoch 1944 | loss: 0.0312454 | val_loss: 0.0312442 | Time: 2105.41 ms
[2022-04-15 17:39:22 main:574] : INFO : Epoch 1945 | loss: 0.0312427 | val_loss: 0.0312437 | Time: 2161.96 ms
[2022-04-15 17:39:24 main:574] : INFO : Epoch 1946 | loss: 0.0312437 | val_loss: 0.0312437 | Time: 2066.39 ms
[2022-04-15 17:39:27 main:574] : INFO : Epoch 1947 | loss: 0.0312428 | val_loss: 0.031243 | Time: 2075.98 ms
[2022-04-15 17:39:29 main:574] : INFO : Epoch 1948 | loss: 0.0312427 | val_loss: 0.0312424 | Time: 2075.64 ms
[2022-04-15 17:39:31 main:574] : INFO : Epoch 1949 | loss: 0.0312424 | val_loss: 0.0312425 | Time: 2107.45 ms
[2022-04-15 17:39:33 main:574] : INFO : Epoch 1950 | loss: 0.0312437 | val_loss: 0.0312448 | Time: 2080.13 ms
[2022-04-15 17:39:35 main:574] : INFO : Epoch 1951 | loss: 0.031243 | val_loss: 0.0312433 | Time: 2030.1 ms
[2022-04-15 17:39:37 main:574] : INFO : Epoch 1952 | loss: 0.0312428 | val_loss: 0.0312442 | Time: 2036.71 ms
[2022-04-15 17:39:39 main:574] : INFO : Epoch 1953 | loss: 0.0312436 | val_loss: 0.0312428 | Time: 2088.92 ms
[2022-04-15 17:39:41 main:574] : INFO : Epoch 1954 | loss: 0.0312421 | val_loss: 0.0312423 | Time: 2140.29 ms
[2022-04-15 17:39:43 main:574] : INFO : Epoch 1955 | loss: 0.0312433 | val_loss: 0.0312436 | Time: 2051.15 ms
[2022-04-15 17:39:46 main:574] : INFO : Epoch 1956 | loss: 0.0312429 | val_loss: 0.0312439 | Time: 2122.11 ms
[2022-04-15 17:39:48 main:574] : INFO : Epoch 1957 | loss: 0.0312424 | val_loss: 0.0312433 | Time: 2036.32 ms
[2022-04-15 17:39:50 main:574] : INFO : Epoch 1958 | loss: 0.0312431 | val_loss: 0.0312425 | Time: 2053.69 ms
[2022-04-15 17:39:52 main:574] : INFO : Epoch 1959 | loss: 0.0312424 | val_loss: 0.0312427 | Time: 2113.17 ms
[2022-04-15 17:39:54 main:574] : INFO : Epoch 1960 | loss: 0.0312424 | val_loss: 0.0312425 | Time: 2089.58 ms
[2022-04-15 17:39:56 main:574] : INFO : Epoch 1961 | loss: 0.0312426 | val_loss: 0.0312434 | Time: 2162.65 ms
[2022-04-15 17:39:58 main:574] : INFO : Epoch 1962 | loss: 0.0312431 | val_loss: 0.0312424 | Time: 2060.91 ms
[2022-04-15 17:40:00 main:574] : INFO : Epoch 1963 | loss: 0.0312427 | val_loss: 0.0312428 | Time: 2059.07 ms
[2022-04-15 17:40:02 main:574] : INFO : Epoch 1964 | loss: 0.0312432 | val_loss: 0.0312425 | Time: 2085.08 ms
[2022-04-15 17:40:05 main:574] : INFO : Epoch 1965 | loss: 0.0312424 | val_loss: 0.0312424 | Time: 2114.97 ms
[2022-04-15 17:40:07 main:574] : INFO : Epoch 1966 | loss: 0.0312429 | val_loss: 0.0312426 | Time: 2164 ms
[2022-04-15 17:40:09 main:574] : INFO : Epoch 1967 | loss: 0.0312427 | val_loss: 0.0312429 | Time: 2121.76 ms
[2022-04-15 17:40:11 main:574] : INFO : Epoch 1968 | loss: 0.0312422 | val_loss: 0.0312439 | Time: 2042.73 ms
[2022-04-15 17:40:13 main:574] : INFO : Epoch 1969 | loss: 0.0312427 | val_loss: 0.0312428 | Time: 2144.33 ms
[2022-04-15 17:40:15 main:574] : INFO : Epoch 1970 | loss: 0.0312425 | val_loss: 0.0312423 | Time: 2009.9 ms
[2022-04-15 17:40:17 main:574] : INFO : Epoch 1971 | loss: 0.0312434 | val_loss: 0.0312427 | Time: 2029.2 ms
[2022-04-15 17:40:19 main:574] : INFO : Epoch 1972 | loss: 0.0312433 | val_loss: 0.0312465 | Time: 2146.01 ms
[2022-04-15 17:40:22 main:574] : INFO : Epoch 1973 | loss: 0.0312434 | val_loss: 0.0312438 | Time: 2075.51 ms
[2022-04-15 17:40:24 main:574] : INFO : Epoch 1974 | loss: 0.0312424 | val_loss: 0.0312439 | Time: 2098.78 ms
[2022-04-15 17:40:26 main:574] : INFO : Epoch 1975 | loss: 0.0312426 | val_loss: 0.0312424 | Time: 2096.04 ms
[2022-04-15 17:40:28 main:574] : INFO : Epoch 1976 | loss: 0.031242 | val_loss: 0.0312432 | Time: 2053.79 ms
[2022-04-15 17:40:30 main:574] : INFO : Epoch 1977 | loss: 0.0312429 | val_loss: 0.0312428 | Time: 2145.28 ms
[2022-04-15 17:40:32 main:574] : INFO : Epoch 1978 | loss: 0.0312429 | val_loss: 0.031246 | Time: 2117.73 ms
[2022-04-15 17:40:34 main:574] : INFO : Epoch 1979 | loss: 0.0312433 | val_loss: 0.0312457 | Time: 2076.47 ms
[2022-04-15 17:40:37 main:574] : INFO : Epoch 1980 | loss: 0.0312434 | val_loss: 0.0312438 | Time: 2137.85 ms
[2022-04-15 17:40:39 main:574] : INFO : Epoch 1981 | loss: 0.0312422 | val_loss: 0.0312423 | Time: 2059.72 ms
[2022-04-15 17:40:41 main:574] : INFO : Epoch 1982 | loss: 0.0312425 | val_loss: 0.0312429 | Time: 2071.8 ms
[2022-04-15 17:40:43 main:574] : INFO : Epoch 1983 | loss: 0.0312424 | val_loss: 0.0312424 | Time: 2128.7 ms
[2022-04-15 17:40:45 main:574] : INFO : Epoch 1984 | loss: 0.0312428 | val_loss: 0.0312438 | Time: 2030.03 ms
[2022-04-15 17:40:47 main:574] : INFO : Epoch 1985 | loss: 0.0312422 | val_loss: 0.0312423 | Time: 2130.9 ms
[2022-04-15 17:40:49 main:574] : INFO : Epoch 1986 | loss: 0.0312421 | val_loss: 0.0312427 | Time: 2059.04 ms
[2022-04-15 17:40:51 main:574] : INFO : Epoch 1987 | loss: 0.0312423 | val_loss: 0.0312432 | Time: 2185.67 ms
[2022-04-15 17:40:54 main:574] : INFO : Epoch 1988 | loss: 0.0312433 | val_loss: 0.0312423 | Time: 2131.25 ms
[2022-04-15 17:40:56 main:574] : INFO : Epoch 1989 | loss: 0.0312432 | val_loss: 0.0312424 | Time: 2133.5 ms
[2022-04-15 17:40:58 main:574] : INFO : Epoch 1990 | loss: 0.0312435 | val_loss: 0.0312425 | Time: 2111.14 ms
[2022-04-15 17:41:00 main:574] : INFO : Epoch 1991 | loss: 0.0312431 | val_loss: 0.0312429 | Time: 2117.71 ms
[2022-04-15 17:41:02 main:574] : INFO : Epoch 1992 | loss: 0.0312433 | val_loss: 0.0312425 | Time: 2061.34 ms
[2022-04-15 17:41:04 main:574] : INFO : Epoch 1993 | loss: 0.0312425 | val_loss: 0.0312444 | Time: 2072.21 ms
[2022-04-15 17:41:06 main:574] : INFO : Epoch 1994 | loss: 0.0312426 | val_loss: 0.0312426 | Time: 2000.73 ms
[2022-04-15 17:41:08 main:574] : INFO : Epoch 1995 | loss: 0.0312422 | val_loss: 0.0312432 | Time: 2055.7 ms
[2022-04-15 17:41:10 main:574] : INFO : Epoch 1996 | loss: 0.0312423 | val_loss: 0.0312448 | Time: 2099.97 ms
[2022-04-15 17:41:13 main:574] : INFO : Epoch 1997 | loss: 0.0312424 | val_loss: 0.0312428 | Time: 2106.61 ms
[2022-04-15 17:41:15 main:574] : INFO : Epoch 1998 | loss: 0.0312425 | val_loss: 0.0312423 | Time: 2091.52 ms
[2022-04-15 17:41:17 main:574] : INFO : Epoch 1999 | loss: 0.0312422 | val_loss: 0.0312423 | Time: 2153.73 ms
[2022-04-15 17:41:19 main:574] : INFO : Epoch 2000 | loss: 0.0312423 | val_loss: 0.0312425 | Time: 2093.74 ms
[2022-04-15 17:41:21 main:574] : INFO : Epoch 2001 | loss: 0.0312445 | val_loss: 0.0312453 | Time: 2129.94 ms
[2022-04-15 17:41:23 main:574] : INFO : Epoch 2002 | loss: 0.031244 | val_loss: 0.0312436 | Time: 2082.98 ms
[2022-04-15 17:41:25 main:574] : INFO : Epoch 2003 | loss: 0.0312446 | val_loss: 0.031244 | Time: 2070.27 ms
[2022-04-15 17:41:27 main:574] : INFO : Epoch 2004 | loss: 0.0312431 | val_loss: 0.0312435 | Time: 2174.6 ms
[2022-04-15 17:41:30 main:574] : INFO : Epoch 2005 | loss: 0.0312431 | val_loss: 0.0312438 | Time: 2052.77 ms
[2022-04-15 17:41:32 main:574] : INFO : Epoch 2006 | loss: 0.0312428 | val_loss: 0.0312422 | Time: 2107.74 ms
[2022-04-15 17:41:34 main:574] : INFO : Epoch 2007 | loss: 0.0312421 | val_loss: 0.0312423 | Time: 2071.96 ms
[2022-04-15 17:41:36 main:574] : INFO : Epoch 2008 | loss: 0.0312421 | val_loss: 0.031245 | Time: 2145.54 ms
[2022-04-15 17:41:38 main:574] : INFO : Epoch 2009 | loss: 0.0312428 | val_loss: 0.0312422 | Time: 2121.26 ms
[2022-04-15 17:41:40 main:574] : INFO : Epoch 2010 | loss: 0.0312427 | val_loss: 0.0312429 | Time: 2065.7 ms
[2022-04-15 17:41:42 main:574] : INFO : Epoch 2011 | loss: 0.0312431 | val_loss: 0.0312445 | Time: 2111.47 ms
[2022-04-15 17:41:45 main:574] : INFO : Epoch 2012 | loss: 0.0312423 | val_loss: 0.0312423 | Time: 2117.72 ms
[2022-04-15 17:41:47 main:574] : INFO : Epoch 2013 | loss: 0.0312423 | val_loss: 0.0312422 | Time: 2088.75 ms
[2022-04-15 17:41:49 main:574] : INFO : Epoch 2014 | loss: 0.0312429 | val_loss: 0.0312455 | Time: 2090.17 ms
[2022-04-15 17:41:51 main:574] : INFO : Epoch 2015 | loss: 0.0312424 | val_loss: 0.0312426 | Time: 2046.67 ms
[2022-04-15 17:41:53 main:574] : INFO : Epoch 2016 | loss: 0.0312424 | val_loss: 0.0312424 | Time: 2153.18 ms
[2022-04-15 17:41:55 main:574] : INFO : Epoch 2017 | loss: 0.0312424 | val_loss: 0.0312424 | Time: 2067.8 ms
[2022-04-15 17:41:57 main:574] : INFO : Epoch 2018 | loss: 0.031242 | val_loss: 0.0312424 | Time: 2154.3 ms
[2022-04-15 17:41:59 main:574] : INFO : Epoch 2019 | loss: 0.0312428 | val_loss: 0.0312438 | Time: 2092.75 ms
[2022-04-15 17:42:01 main:574] : INFO : Epoch 2020 | loss: 0.0312433 | val_loss: 0.0312426 | Time: 2090.64 ms
[2022-04-15 17:42:04 main:574] : INFO : Epoch 2021 | loss: 0.0312422 | val_loss: 0.0312421 | Time: 2024.98 ms
[2022-04-15 17:42:06 main:574] : INFO : Epoch 2022 | loss: 0.0312427 | val_loss: 0.031243 | Time: 2081.28 ms
[2022-04-15 17:42:08 main:574] : INFO : Epoch 2023 | loss: 0.0312427 | val_loss: 0.0312429 | Time: 2027.41 ms
[2022-04-15 17:42:10 main:574] : INFO : Epoch 2024 | loss: 0.0312435 | val_loss: 0.0312428 | Time: 2074.94 ms
[2022-04-15 17:42:12 main:574] : INFO : Epoch 2025 | loss: 0.0312427 | val_loss: 0.0312439 | Time: 2066.43 ms
[2022-04-15 17:42:14 main:574] : INFO : Epoch 2026 | loss: 0.0312442 | val_loss: 0.0312469 | Time: 2097.44 ms
[2022-04-15 17:42:16 main:574] : INFO : Epoch 2027 | loss: 0.0312468 | val_loss: 0.0312441 | Time: 2116.43 ms
[2022-04-15 17:42:18 main:574] : INFO : Epoch 2028 | loss: 0.0312445 | val_loss: 0.0312464 | Time: 2084.83 ms
[2022-04-15 17:42:20 main:574] : INFO : Epoch 2029 | loss: 0.0312436 | val_loss: 0.0312425 | Time: 2145.76 ms
[2022-04-15 17:42:23 main:574] : INFO : Epoch 2030 | loss: 0.031243 | val_loss: 0.031247 | Time: 2077.46 ms
[2022-04-15 17:42:25 main:574] : INFO : Epoch 2031 | loss: 0.0312441 | val_loss: 0.0312435 | Time: 2043.66 ms
[2022-04-15 17:42:27 main:574] : INFO : Epoch 2032 | loss: 0.0312438 | val_loss: 0.0312443 | Time: 2070.98 ms
[2022-04-15 17:42:29 main:574] : INFO : Epoch 2033 | loss: 0.0312426 | val_loss: 0.0312441 | Time: 2045.16 ms
[2022-04-15 17:42:31 main:574] : INFO : Epoch 2034 | loss: 0.031244 | val_loss: 0.0312423 | Time: 2052.69 ms
[2022-04-15 17:42:33 main:574] : INFO : Epoch 2035 | loss: 0.0312434 | val_loss: 0.0312424 | Time: 2154.61 ms
[2022-04-15 17:42:35 main:574] : INFO : Epoch 2036 | loss: 0.0312421 | val_loss: 0.031243 | Time: 2131.55 ms
[2022-04-15 17:42:37 main:574] : INFO : Epoch 2037 | loss: 0.0312426 | val_loss: 0.0312429 | Time: 2047.47 ms
[2022-04-15 17:42:39 main:574] : INFO : Epoch 2038 | loss: 0.0312423 | val_loss: 0.0312431 | Time: 2097.54 ms
[2022-04-15 17:42:42 main:574] : INFO : Epoch 2039 | loss: 0.0312423 | val_loss: 0.0312424 | Time: 2075.03 ms
[2022-04-15 17:42:44 main:574] : INFO : Epoch 2040 | loss: 0.0312424 | val_loss: 0.031243 | Time: 2175.41 ms
[2022-04-15 17:42:46 main:574] : INFO : Epoch 2041 | loss: 0.031243 | val_loss: 0.0312431 | Time: 2088.63 ms
[2022-04-15 17:42:48 main:574] : INFO : Epoch 2042 | loss: 0.0312423 | val_loss: 0.0312431 | Time: 2107.91 ms
[2022-04-15 17:42:50 main:574] : INFO : Epoch 2043 | loss: 0.0312428 | val_loss: 0.0312424 | Time: 2171.53 ms
[2022-04-15 17:42:52 main:574] : INFO : Epoch 2044 | loss: 0.0312432 | val_loss: 0.0312441 | Time: 2042.11 ms
[2022-04-15 17:42:54 main:574] : INFO : Epoch 2045 | loss: 0.0312445 | val_loss: 0.0312425 | Time: 2057.36 ms
[2022-04-15 17:42:57 main:574] : INFO : Epoch 2046 | loss: 0.0312422 | val_loss: 0.0312428 | Time: 2120.32 ms
[2022-04-15 17:42:59 main:574] : INFO : Epoch 2047 | loss: 0.0312428 | val_loss: 0.0312438 | Time: 2043.46 ms
[2022-04-15 17:43:01 main:574] : INFO : Epoch 2048 | loss: 0.0312426 | val_loss: 0.0312424 | Time: 2161.71 ms
[2022-04-15 17:43:01 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312424
[2022-04-15 17:43:01 main:603] : INFO : Saving end state to config to file
[2022-04-15 17:43:01 main:608] : INFO : Success, exiting..
17:43:01 (7244): called boinc_finish(0)
</stderr_txt>
]]>
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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)