Task 10033408
| Name | ParityModified-1639965900-21838-0_0 |
| Workunit | 7411972 |
| Created | 20 Dec 2021, 2:05:04 UTC |
| Sent | 5 Jan 2022, 21:06:07 UTC |
| Report deadline | 13 Jan 2022, 21:06:07 UTC |
| Received | 6 Jan 2022, 0:12:16 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 16731 |
| Run time | 1 hours 11 min 31 sec |
| CPU time | 1 hours 10 min 13 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 6,452.20 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.36 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 6:34 main:435] : INFO : Set logging level to 1 [2022-01-05 14:46:34 main:441] : INFO : Running in BOINC Client mode [2022-01-05 14:46:34 main:444] : INFO : Resolving all filenames [2022-01-05 14:46:34 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-01-05 14:46:34 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-01-05 14:46:34 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-01-05 14:46:34 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-01-05 14:46:34 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-01-05 14:46:34 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-01-05 14:46:34 main:474] : INFO : Configuration: [2022-01-05 14:46:34 main:475] : INFO : Model type: GRU [2022-01-05 14:46:34 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-01-05 14:46:34 main:477] : INFO : Max Epochs: 2048 [2022-01-05 14:46:34 main:478] : INFO : Batch Size: 128 [2022-01-05 14:46:34 main:479] : INFO : Learning Rate: 0.01 [2022-01-05 14:46:34 main:480] : INFO : Patience: 10 [2022-01-05 14:46:34 main:481] : INFO : Hidden Width: 12 [2022-01-05 14:46:34 main:482] : INFO : # Recurrent Layers: 4 [2022-01-05 14:46:34 main:483] : INFO : # Backend Layers: 4 [2022-01-05 14:46:34 main:484] : INFO : # Threads: 1 [2022-01-05 14:46:34 main:486] : INFO : Preparing Dataset [2022-01-05 14:46:34 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-01-05 14:46:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-01-05 14:46:37 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-01-05 14:46:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-01-05 14:46:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-01-05 14:46:37 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-01-05 14:46:37 main:494] : INFO : Creating Model [2022-01-05 14:46:37 main:507] : INFO : Preparing config file [2022-01-05 14:46:37 main:511] : INFO : Found checkpoint, attempting to load... [2022-01-05 14:46:37 main:512] : INFO : Loading config [2022-01-05 14:46:37 main:514] : INFO : Loading state [2022-01-05 14:46:39 main:559] : INFO : Loading DataLoader into Memory [2022-01-05 14:46:39 main:562] : INFO : Starting Training [2022-01-05 14:46:42 main:574] : INFO : Epoch 1648 | loss: 0.0311111 | val_loss: 0.0312505 | Time: 2639.03 ms [2022-01-05 14:46:44 main:574] : INFO : Epoch 1649 | loss: 0.0310392 | val_loss: 0.0313004 | Time: 2127.16 ms [2022-01-05 14:46:46 main:574] : INFO : Epoch 1650 | loss: 0.0310053 | val_loss: 0.0312881 | Time: 2119.32 ms [2022-01-05 14:46:48 main:574] : INFO : Epoch 1651 | loss: 0.0309914 | val_loss: 0.0313076 | Time: 2130.8 ms [2022-01-05 14:46:50 main:574] : INFO : Epoch 1652 | loss: 0.0309924 | val_loss: 0.0313105 | Time: 2143.39 ms [2022-01-05 14:46:52 main:574] : INFO : Epoch 1653 | loss: 0.0309997 | val_loss: 0.0312865 | Time: 1959.56 ms [2022-01-05 14:46:54 main:574] : INFO : Epoch 1654 | loss: 0.0309994 | val_loss: 0.0313096 | Time: 1922.8 ms [2022-01-05 14:46:56 main:574] : INFO : Epoch 1655 | loss: 0.030991 | val_loss: 0.031295 | Time: 1925.94 ms [2022-01-05 14:46:58 main:574] : INFO : Epoch 1656 | loss: 0.030993 | val_loss: 0.0313023 | Time: 1932.18 ms [2022-01-05 14:47:00 main:574] : INFO : Epoch 1657 | loss: 0.0309954 | val_loss: 0.0312744 | Time: 1916.05 ms [2022-01-05 14:47:03 main:574] : INFO : Epoch 1658 | loss: 0.0309945 | val_loss: 0.0312948 | Time: 1915.35 ms [2022-01-05 14:47:05 main:574] : INFO : Epoch 1659 | loss: 0.0309897 | val_loss: 0.0313034 | Time: 1925.75 ms [2022-01-05 14:47:07 main:574] : INFO : Epoch 1660 | loss: 0.030991 | val_loss: 0.0312828 | Time: 1942.83 ms [2022-01-05 14:47:10 main:574] : INFO : Epoch 1661 | loss: 0.0309968 | val_loss: 0.0313243 | Time: 1940.94 ms [2022-01-05 14:47:22 main:574] : INFO : Epoch 1662 | loss: 0.0309961 | val_loss: 0.031299 | Time: 11932.2 ms [2022-01-05 14:47:24 main:574] : INFO : Epoch 1663 | loss: 0.0309955 | val_loss: 0.0312965 | Time: 1916.2 ms [2022-01-05 14:47:26 main:574] : INFO : Epoch 1664 | loss: 0.0309979 | val_loss: 0.0312892 | Time: 1915.29 ms [2022-01-05 14:47:28 main:574] : INFO : Epoch 1665 | loss: 0.0309877 | val_loss: 0.0313045 | Time: 1945.44 ms [2022-01-05 14:47:30 main:574] : INFO : Epoch 1666 | loss: 0.030988 | val_loss: 0.0312979 | Time: 1924.72 ms [2022-01-05 14:47:32 main:574] : INFO : Epoch 1667 | loss: 0.0309962 | val_loss: 0.0313025 | Time: 1919.18 ms [2022-01-05 14:47:34 main:574] : INFO : Epoch 1668 | loss: 0.0310008 | val_loss: 0.0313127 | Time: 1923.32 ms [2022-01-05 14:47:36 main:574] : INFO : Epoch 1669 | loss: 0.0309904 | val_loss: 0.0312872 | Time: 1935.04 ms [2022-01-05 14:47:37 main:574] : INFO : Epoch 1670 | loss: 0.0309937 | val_loss: 0.0312984 | Time: 1923.7 ms [2022-01-05 14:47:39 main:574] : INFO : Epoch 1671 | loss: 0.0309985 | val_loss: 0.0312896 | Time: 1904.83 ms [2022-01-05 14:47:41 main:574] : INFO : Epoch 1672 | loss: 0.0310005 | val_loss: 0.0312936 | Time: 1920.2 ms [2022-01-05 14:47:43 main:574] : INFO : Epoch 1673 | loss: 0.0309929 | val_loss: 0.031266 | Time: 1931.09 ms [2022-01-05 14:47:45 main:574] : INFO : Epoch 1674 | loss: 0.030989 | val_loss: 0.0313196 | Time: 1958.97 ms [2022-01-05 14:47:47 main:574] : INFO : Epoch 1675 | loss: 0.0309912 | val_loss: 0.031294 | Time: 1916.84 ms [2022-01-05 14:47:49 main:574] : INFO : Epoch 1676 | loss: 0.0309851 | val_loss: 0.0313168 | Time: 1937.23 ms [2022-01-05 14:47:51 main:574] : INFO : Epoch 1677 | loss: 0.0309809 | val_loss: 0.0313054 | Time: 1894.09 ms [2022-01-05 14:47:53 main:574] : INFO : Epoch 1678 | loss: 0.0309839 | val_loss: 0.0313123 | Time: 1909.31 ms [2022-01-05 14:47:55 main:574] : INFO : Epoch 1679 | loss: 0.0309903 | val_loss: 0.0313208 | Time: 1927.99 ms [2022-01-05 14:47:57 main:574] : INFO : Epoch 1680 | loss: 0.0309939 | val_loss: 0.0312935 | Time: 1915.58 ms [2022-01-05 14:47:59 main:574] : INFO : Epoch 1681 | loss: 0.0309957 | val_loss: 0.0313065 | Time: 1932.18 ms [2022-01-05 14:48:01 main:574] : INFO : Epoch 1682 | loss: 0.0309925 | val_loss: 0.0313156 | Time: 1904.82 ms [2022-01-05 14:48:03 main:574] : INFO : Epoch 1683 | loss: 0.0309937 | val_loss: 0.0312733 | Time: 1918.12 ms [2022-01-05 14:48:05 main:574] : INFO : Epoch 1684 | loss: 0.0309929 | val_loss: 0.0312903 | Time: 1931.95 ms [2022-01-05 14:48:06 main:574] : INFO : Epoch 1685 | loss: 0.0309888 | val_loss: 0.0312974 | Time: 1918.81 ms [2022-01-05 14:48:08 main:574] : INFO : Epoch 1686 | loss: 0.0309927 | val_loss: 0.0313372 | Time: 1936.48 ms [2022-01-05 14:48:10 main:574] : INFO : Epoch 1687 | loss: 0.030986 | val_loss: 0.0313043 | Time: 1911.79 ms [2022-01-05 14:48:12 main:574] : INFO : Epoch 1688 | loss: 0.0309856 | val_loss: 0.0313261 | Time: 1917.97 ms [2022-01-05 14:48:14 main:574] : INFO : Epoch 1689 | loss: 0.0309835 | val_loss: 0.0313222 | Time: 1933.43 ms [2022-01-05 14:48:16 main:574] : INFO : Epoch 1690 | loss: 0.0309863 | val_loss: 0.0313171 | Time: 1899.3 ms [2022-01-05 14:48:18 main:574] : INFO : Epoch 1691 | loss: 0.0309901 | val_loss: 0.0313055 | Time: 1912.27 ms [2022-01-05 14:48:20 main:574] : INFO : Epoch 1692 | loss: 0.0309924 | val_loss: 0.0312681 | Time: 1922.61 ms [2022-01-05 14:48:22 main:574] : INFO : Epoch 1693 | loss: 0.0309955 | val_loss: 0.0313001 | Time: 1930.65 ms [2022-01-05 14:48:24 main:574] : INFO : Epoch 1694 | loss: 0.0309864 | val_loss: 0.0312777 | Time: 1923.64 ms [2022-01-05 14:48:26 main:574] : INFO : Epoch 1695 | loss: 0.0309863 | val_loss: 0.0313362 | Time: 1912.94 ms [2022-01-05 14:48:28 main:574] : INFO : Epoch 1696 | loss: 0.0309877 | val_loss: 0.0312732 | Time: 1913.66 ms [2022-01-05 14:48:30 main:574] : INFO : Epoch 1697 | loss: 0.0309871 | val_loss: 0.0313105 | Time: 1933.15 ms [2022-01-05 14:48:32 main:574] : INFO : Epoch 1698 | loss: 0.030987 | val_loss: 0.0313064 | Time: 1929.72 ms [2022-01-05 14:48:34 main:574] : INFO : Epoch 1699 | loss: 0.0309892 | val_loss: 0.0313101 | Time: 1917.48 ms [2022-01-05 14:48:36 main:574] : INFO : Epoch 1700 | loss: 0.0309913 | val_loss: 0.0313369 | Time: 1923.36 ms [2022-01-05 14:48:37 main:574] : INFO : Epoch 1701 | loss: 0.0309885 | val_loss: 0.0312837 | Time: 1918.68 ms [2022-01-05 14:48:39 main:574] : INFO : Epoch 1702 | loss: 0.0309917 | val_loss: 0.0312985 | Time: 1925.32 ms [2022-01-05 14:48:41 main:574] : INFO : Epoch 1703 | loss: 0.0309955 | val_loss: 0.0313212 | Time: 1931.7 ms [2022-01-05 14:48:43 main:574] : INFO : Epoch 1704 | loss: 0.0309879 | val_loss: 0.0313082 | Time: 1923.04 ms [2022-01-05 14:48:45 main:574] : INFO : Epoch 1705 | loss: 0.0309895 | val_loss: 0.0313069 | Time: 1923.35 ms [2022-01-05 14:48:47 main:574] : INFO : Epoch 1706 | loss: 0.0309904 | val_loss: 0.0313098 | Time: 1925.76 ms [2022-01-05 14:48:49 main:574] : INFO : Epoch 1707 | loss: 0.0309911 | val_loss: 0.0313023 | Time: 1929.78 ms [2022-01-05 14:48:51 main:574] : INFO : Epoch 1708 | loss: 0.0309838 | val_loss: 0.0312928 | Time: 1898.63 ms [2022-01-05 14:48:53 main:574] : INFO : Epoch 1709 | loss: 0.0309862 | val_loss: 0.0313103 | Time: 1940.78 ms [2022-01-05 14:48:55 main:574] : INFO : Epoch 1710 | loss: 0.0309862 | val_loss: 0.0313007 | Time: 1933.94 ms [2022-01-05 14:48:57 main:574] : INFO : Epoch 1711 | loss: 0.0309904 | val_loss: 0.0313046 | Time: 1926.92 ms [2022-01-05 14:48:59 main:574] : INFO : Epoch 1712 | loss: 0.0309906 | val_loss: 0.0313168 | Time: 1928.93 ms [2022-01-05 14:49:01 main:574] : INFO : Epoch 1713 | loss: 0.0309863 | val_loss: 0.0313191 | Time: 1912.02 ms [2022-01-05 14:49:03 main:574] : INFO : Epoch 1714 | loss: 0.0309851 | val_loss: 0.0313198 | Time: 1918.89 ms [2022-01-05 14:49:05 main:574] : INFO : Epoch 1715 | loss: 0.0309877 | val_loss: 0.0313126 | Time: 1916.41 ms [2022-01-05 14:49:07 main:574] : INFO : Epoch 1716 | loss: 0.0309941 | val_loss: 0.031273 | Time: 1931.15 ms [2022-01-05 14:49:09 main:574] : INFO : Epoch 1717 | loss: 0.0309916 | val_loss: 0.0312926 | Time: 1932.35 ms [2022-01-05 14:49:11 main:574] : INFO : Epoch 1718 | loss: 0.0309862 | val_loss: 0.0313405 | Time: 1930.56 ms [2022-01-05 14:49:12 main:574] : INFO : Epoch 1719 | loss: 0.030985 | val_loss: 0.0313124 | Time: 1916.94 ms [2022-01-05 14:49:14 main:574] : INFO : Epoch 1720 | loss: 0.0309887 | val_loss: 0.0312905 | Time: 1931.77 ms [2022-01-05 14:49:16 main:574] : INFO : Epoch 1721 | loss: 0.0309894 | val_loss: 0.0313239 | Time: 1895.15 ms [2022-01-05 14:49:18 main:574] : INFO : Epoch 1722 | loss: 0.030993 | val_loss: 0.0313042 | Time: 1972.68 ms [2022-01-05 14:49:20 main:574] : INFO : Epoch 1723 | loss: 0.0309903 | val_loss: 0.03129 | Time: 1918.78 ms [2022-01-05 14:49:22 main:574] : INFO : Epoch 1724 | loss: 0.0309972 | val_loss: 0.0313175 | Time: 1935.11 ms [2022-01-05 14:49:24 main:574] : INFO : Epoch 1725 | loss: 0.0309995 | val_loss: 0.0313113 | Time: 1917.16 ms [2022-01-05 14:49:26 main:574] : INFO : Epoch 1726 | loss: 0.0309878 | val_loss: 0.031311 | Time: 1926.46 ms [2022-01-05 14:49:28 main:574] : INFO : Epoch 1727 | loss: 0.0309837 | val_loss: 0.0313032 | Time: 1931.89 ms [2022-01-05 14:49:30 main:574] : INFO : Epoch 1728 | loss: 0.0309819 | val_loss: 0.0313484 | Time: 1927.48 ms [2022-01-05 14:49:32 main:574] : INFO : Epoch 1729 | loss: 0.0309781 | val_loss: 0.0313192 | Time: 1901.02 ms [2022-01-05 14:49:34 main:574] : INFO : Epoch 1730 | loss: 0.0309855 | val_loss: 0.0313216 | Time: 2132.58 ms [2022-01-05 14:49:36 main:574] : INFO : Epoch 1731 | loss: 0.0309985 | val_loss: 0.0313317 | Time: 1950.75 ms [2022-01-05 14:49:38 main:574] : INFO : Epoch 1732 | loss: 0.0309997 | val_loss: 0.0313094 | Time: 1904.22 ms [2022-01-05 14:49:40 main:574] : INFO : Epoch 1733 | loss: 0.0309981 | val_loss: 0.0313119 | Time: 1937.88 ms [2022-01-05 14:49:42 main:574] : INFO : Epoch 1734 | loss: 0.0309894 | val_loss: 0.0313178 | Time: 1941.92 ms [2022-01-05 14:49:44 main:574] : INFO : Epoch 1735 | loss: 0.0309901 | val_loss: 0.0313233 | Time: 1923.33 ms [2022-01-05 14:49:46 main:574] : INFO : Epoch 1736 | loss: 0.0309946 | val_loss: 0.0313087 | Time: 1929.33 ms [2022-01-05 14:49:48 main:574] : INFO : Epoch 1737 | loss: 0.0309958 | val_loss: 0.0312845 | Time: 1914.44 ms [2022-01-05 14:49:50 main:574] : INFO : Epoch 1738 | loss: 0.0309901 | val_loss: 0.0313153 | Time: 1932.78 ms [2022-01-05 14:49:52 main:574] : INFO : Epoch 1739 | loss: 0.0309811 | val_loss: 0.0312928 | Time: 1926.84 ms [2022-01-05 14:49:54 main:574] : INFO : Epoch 1740 | loss: 0.031004 | val_loss: 0.0312853 | Time: 1945.42 ms [2022-01-05 14:49:55 main:574] : INFO : Epoch 1741 | loss: 0.0309962 | val_loss: 0.0313143 | Time: 1929.74 ms [2022-01-05 14:49:57 main:574] : INFO : Epoch 1742 | loss: 0.030988 | val_loss: 0.0312715 | Time: 1918.19 ms [2022-01-05 14:49:59 main:574] : INFO : Epoch 1743 | loss: 0.030993 | val_loss: 0.031286 | Time: 1937 ms [2022-01-05 14:50:01 main:574] : INFO : Epoch 1744 | loss: 0.0309927 | val_loss: 0.0313091 | Time: 1947.5 ms [2022-01-05 14:50:03 main:574] : INFO : Epoch 1745 | loss: 0.0309979 | val_loss: 0.0313046 | Time: 1938.46 ms [2022-01-05 14:50:05 main:574] : INFO : Epoch 1746 | loss: 0.0309958 | val_loss: 0.0313099 | Time: 1945.36 ms [2022-01-05 14:50:07 main:574] : INFO : Epoch 1747 | loss: 0.0310038 | val_loss: 0.0312698 | Time: 1912.65 ms [2022-01-05 14:50:09 main:574] : INFO : Epoch 1748 | loss: 0.0309961 | val_loss: 0.0312985 | Time: 1907.58 ms [2022-01-05 14:50:11 main:574] : INFO : Epoch 1749 | loss: 0.0309928 | val_loss: 0.0313232 | Time: 1920.44 ms [2022-01-05 14:50:13 main:574] : INFO : Epoch 1750 | loss: 0.0309836 | val_loss: 0.0312755 | Time: 1928.78 ms [2022-01-05 14:50:15 main:574] : INFO : Epoch 1751 | loss: 0.0309858 | val_loss: 0.0312925 | Time: 1935.88 ms [2022-01-05 14:50:17 main:574] : INFO : Epoch 1752 | loss: 0.0309859 | val_loss: 0.0312984 | Time: 1940.08 ms [2022-01-05 14:50:19 main:574] : INFO : Epoch 1753 | loss: 0.0309828 | val_loss: 0.0313391 | Time: 1892.05 ms [2022-01-05 14:50:21 main:574] : INFO : Epoch 1754 | loss: 0.0309868 | val_loss: 0.0313559 | Time: 1931.27 ms [2022-01-05 14:50:23 main:574] : INFO : Epoch 1755 | loss: 0.0309906 | val_loss: 0.0313204 | Time: 1908.82 ms [2022-01-05 14:50:25 main:574] : INFO : Epoch 1756 | loss: 0.0310045 | val_loss: 0.0312945 | Time: 1914.84 ms [2022-01-05 14:50:27 main:574] : INFO : Epoch 1757 | loss: 0.0310108 | val_loss: 0.031327 | Time: 1942.52 ms [2022-01-05 14:50:28 main:574] : INFO : Epoch 1758 | loss: 0.0309864 | val_loss: 0.0313059 | Time: 1925.05 ms [2022-01-05 14:50:30 main:574] : INFO : Epoch 1759 | loss: 0.0309832 | val_loss: 0.0313088 | Time: 1929.65 ms [2022-01-05 14:50:32 main:574] : INFO : Epoch 1760 | loss: 0.0309835 | val_loss: 0.0312963 | Time: 1934.99 ms [2022-01-05 14:50:34 main:574] : INFO : Epoch 1761 | loss: 0.0309846 | val_loss: 0.0313053 | Time: 1927.57 ms [2022-01-05 14:50:36 main:574] : INFO : Epoch 1762 | loss: 0.0309913 | val_loss: 0.0312966 | Time: 1926.62 ms [2022-01-05 14:50:38 main:574] : INFO : Epoch 1763 | loss: 0.0309997 | val_loss: 0.0313099 | Time: 1911.88 ms [2022-01-05 14:50:40 main:574] : INFO : Epoch 1764 | loss: 0.0309862 | val_loss: 0.0313161 | Time: 1919.18 ms [2022-01-05 14:50:42 main:574] : INFO : Epoch 1765 | loss: 0.0309887 | val_loss: 0.0313132 | Time: 1911.28 ms [2022-01-05 14:50:44 main:574] : INFO : Epoch 1766 | loss: 0.0309874 | val_loss: 0.0312917 | Time: 1926.79 ms [2022-01-05 14:50:46 main:574] : INFO : Epoch 1767 | loss: 0.0309937 | val_loss: 0.0312712 | Time: 1915.96 ms [2022-01-05 14:50:48 main:574] : INFO : Epoch 1768 | loss: 0.0309944 | val_loss: 0.0312969 | Time: 1915.76 ms [2022-01-05 14:50:50 main:574] : INFO : Epoch 1769 | loss: 0.0309837 | val_loss: 0.031316 | Time: 1942.73 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2060) [2022-01-05 14:57:47 main:435] : INFO : Set logging level to 1 [2022-01-05 14:57:47 main:441] : INFO : Running in BOINC Client mode [2022-01-05 14:57:47 main:444] : INFO : Resolving all filenames [2022-01-05 14:57:47 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-01-05 14:57:47 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-01-05 14:57:47 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-01-05 14:57:47 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-01-05 14:57:47 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-01-05 14:57:47 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-01-05 14:57:47 main:474] : INFO : Configuration: [2022-01-05 14:57:47 main:475] : INFO : Model type: GRU [2022-01-05 14:57:47 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-01-05 14:57:47 main:477] : INFO : Max Epochs: 2048 [2022-01-05 14:57:47 main:478] : INFO : Batch Size: 128 [2022-01-05 14:57:47 main:479] : INFO : Learning Rate: 0.01 [2022-01-05 14:57:47 main:480] : INFO : Patience: 10 [2022-01-05 14:57:47 main:481] : INFO : Hidden Width: 12 [2022-01-05 14:57:47 main:482] : INFO : # Recurrent Layers: 4 [2022-01-05 14:57:47 main:483] : INFO : # Backend Layers: 4 [2022-01-05 14:57:47 main:484] : INFO : # Threads: 1 [2022-01-05 14:57:47 main:486] : INFO : Preparing Dataset [2022-01-05 14:57:47 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-01-05 14:57:47 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-01-05 14:57:49 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-01-05 14:57:49 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-01-05 14:57:49 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-01-05 14:57:49 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-01-05 14:57:49 main:494] : INFO : Creating Model [2022-01-05 14:57:49 main:507] : INFO : Preparing config file [2022-01-05 14:57:49 main:511] : INFO : Found checkpoint, attempting to load... [2022-01-05 14:57:50 main:512] : INFO : Loading config [2022-01-05 14:57:50 main:514] : INFO : Loading state [2022-01-05 14:57:52 main:559] : INFO : Loading DataLoader into Memory [2022-01-05 14:57:52 main:562] : INFO : Starting Training [2022-01-05 14:57:54 main:574] : INFO : Epoch 1742 | loss: 0.0310855 | val_loss: 0.0312822 | Time: 2599.77 ms [2022-01-05 14:57:56 main:574] : INFO : Epoch 1743 | loss: 0.031024 | val_loss: 0.0313439 | Time: 1937.83 ms [2022-01-05 14:57:58 main:574] : INFO : Epoch 1744 | loss: 0.0310109 | val_loss: 0.0312712 | Time: 1930.67 ms [2022-01-05 14:58:00 main:574] : INFO : Epoch 1745 | loss: 0.0310016 | val_loss: 0.0313304 | Time: 1917.28 ms [2022-01-05 14:58:02 main:574] : INFO : Epoch 1746 | loss: 0.030995 | val_loss: 0.0313305 | Time: 1930.3 ms [2022-01-05 14:58:04 main:574] : INFO : Epoch 1747 | loss: 0.0309936 | val_loss: 0.0312953 | Time: 1931.67 ms [2022-01-05 14:58:06 main:574] : INFO : Epoch 1748 | loss: 0.0309967 | val_loss: 0.0313026 | Time: 1951.71 ms [2022-01-05 14:58:08 main:574] : INFO : Epoch 1749 | loss: 0.0309899 | val_loss: 0.031289 | Time: 1940.3 ms [2022-01-05 14:58:10 main:574] : INFO : Epoch 1750 | loss: 0.0309908 | val_loss: 0.0313161 | Time: 1914.72 ms [2022-01-05 14:58:12 main:574] : INFO : Epoch 1751 | loss: 0.0309998 | val_loss: 0.0312926 | Time: 1925.38 ms [2022-01-05 14:58:14 main:574] : INFO : Epoch 1752 | loss: 0.0310029 | val_loss: 0.0312911 | Time: 1913.94 ms [2022-01-05 14:58:16 main:574] : INFO : Epoch 1753 | loss: 0.0309945 | val_loss: 0.0313201 | Time: 1930.97 ms [2022-01-05 14:58:18 main:574] : INFO : Epoch 1754 | loss: 0.0309883 | val_loss: 0.0313677 | Time: 1924.32 ms [2022-01-05 14:58:19 main:574] : INFO : Epoch 1755 | loss: 0.0309934 | val_loss: 0.0312793 | Time: 1925.49 ms [2022-01-05 14:58:21 main:574] : INFO : Epoch 1756 | loss: 0.0309875 | val_loss: 0.0312852 | Time: 1917.43 ms [2022-01-05 14:58:23 main:574] : INFO : Epoch 1757 | loss: 0.0310049 | val_loss: 0.0312817 | Time: 1948.36 ms [2022-01-05 14:58:25 main:574] : INFO : Epoch 1758 | loss: 0.0309863 | val_loss: 0.0312958 | Time: 1916.3 ms [2022-01-05 14:58:27 main:574] : INFO : Epoch 1759 | loss: 0.0309899 | val_loss: 0.0312947 | Time: 1938.85 ms [2022-01-05 14:58:29 main:574] : INFO : Epoch 1760 | loss: 0.0309859 | val_loss: 0.0312973 | Time: 1936.35 ms [2022-01-05 14:58:31 main:574] : INFO : Epoch 1761 | loss: 0.0309889 | val_loss: 0.031292 | Time: 1915.84 ms [2022-01-05 14:58:33 main:574] : INFO : Epoch 1762 | loss: 0.0309908 | val_loss: 0.0313329 | Time: 1913.73 ms [2022-01-05 14:58:35 main:574] : INFO : Epoch 1763 | loss: 0.0309895 | val_loss: 0.0313451 | Time: 1930.11 ms [2022-01-05 14:58:37 main:574] : INFO : Epoch 1764 | loss: 0.030992 | val_loss: 0.0312661 | Time: 1930.86 ms [2022-01-05 14:58:39 main:574] : INFO : Epoch 1765 | loss: 0.030984 | val_loss: 0.0312979 | Time: 1902.18 ms [2022-01-05 14:58:41 main:574] : INFO : Epoch 1766 | loss: 0.0309849 | val_loss: 0.0313439 | Time: 1931.47 ms [2022-01-05 14:58:43 main:574] : INFO : Epoch 1767 | loss: 0.0309895 | val_loss: 0.0313049 | Time: 1940.57 ms [2022-01-05 14:58:45 main:574] : INFO : Epoch 1768 | loss: 0.0309943 | val_loss: 0.0312717 | Time: 1948.36 ms [2022-01-05 14:58:47 main:574] : INFO : Epoch 1769 | loss: 0.0309913 | val_loss: 0.0313165 | Time: 1939.76 ms [2022-01-05 14:58:49 main:574] : INFO : Epoch 1770 | loss: 0.0309869 | val_loss: 0.0313081 | Time: 1943.85 ms [2022-01-05 14:58:51 main:574] : INFO : Epoch 1771 | loss: 0.030988 | val_loss: 0.0313071 | Time: 1915.19 ms [2022-01-05 14:58:53 main:574] : INFO : Epoch 1772 | loss: 0.0309882 | val_loss: 0.0313164 | Time: 1933.78 ms [2022-01-05 14:58:54 main:574] : INFO : Epoch 1773 | loss: 0.0309959 | val_loss: 0.0312567 | Time: 1927.67 ms [2022-01-05 14:58:56 main:574] : INFO : Epoch 1774 | loss: 0.0310073 | val_loss: 0.0312706 | Time: 1913.21 ms [2022-01-05 14:58:58 main:574] : INFO : Epoch 1775 | loss: 0.0309941 | val_loss: 0.0313086 | Time: 1918.45 ms [2022-01-05 14:59:00 main:574] : INFO : Epoch 1776 | loss: 0.0309892 | val_loss: 0.0313058 | Time: 1921.57 ms [2022-01-05 14:59:02 main:574] : INFO : Epoch 1777 | loss: 0.0309872 | val_loss: 0.0313228 | Time: 1913.72 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2060) [2022-01-05 15:02:03 main:435] : INFO : Set logging level to 1 [2022-01-05 15:02:03 main:441] : INFO : Running in BOINC Client mode [2022-01-05 15:02:03 main:444] : INFO : Resolving all filenames [2022-01-05 15:02:03 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-01-05 15:02:03 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-01-05 15:02:03 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-01-05 15:02:03 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-01-05 15:02:03 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-01-05 15:02:03 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-01-05 15:02:03 main:474] : INFO : Configuration: [2022-01-05 15:02:03 main:475] : INFO : Model type: GRU [2022-01-05 15:02:03 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-01-05 15:02:03 main:477] : INFO : Max Epochs: 2048 [2022-01-05 15:02:03 main:478] : INFO : Batch Size: 128 [2022-01-05 15:02:03 main:479] : INFO : Learning Rate: 0.01 [2022-01-05 15:02:03 main:480] : INFO : Patience: 10 [2022-01-05 15:02:03 main:481] : INFO : Hidden Width: 12 [2022-01-05 15:02:03 main:482] : INFO : # Recurrent Layers: 4 [2022-01-05 15:02:03 main:483] : INFO : # Backend Layers: 4 [2022-01-05 15:02:03 main:484] : INFO : # Threads: 1 [2022-01-05 15:02:03 main:486] : INFO : Preparing Dataset [2022-01-05 15:02:03 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-01-05 15:02:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-01-05 15:02:06 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-01-05 15:02:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-01-05 15:02:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-01-05 15:02:06 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-01-05 15:02:06 main:494] : INFO : Creating Model [2022-01-05 15:02:06 main:507] : INFO : Preparing config file [2022-01-05 15:02:06 main:511] : INFO : Found checkpoint, attempting to load... [2022-01-05 15:02:06 main:512] : INFO : Loading config [2022-01-05 15:02:06 main:514] : INFO : Loading state [2022-01-05 15:02:08 main:559] : INFO : Loading DataLoader into Memory [2022-01-05 15:02:08 main:562] : INFO : Starting Training [2022-01-05 15:02:11 main:574] : INFO : Epoch 1774 | loss: 0.0311287 | val_loss: 0.0312561 | Time: 2722.87 ms [2022-01-05 15:02:13 main:574] : INFO : Epoch 1775 | loss: 0.0310534 | val_loss: 0.0312819 | Time: 2165.9 ms [2022-01-05 15:02:16 main:574] : INFO : Epoch 1776 | loss: 0.0310105 | val_loss: 0.0312913 | Time: 2222.62 ms [2022-01-05 15:02:18 main:574] : INFO : Epoch 1777 | loss: 0.0310001 | val_loss: 0.031306 | Time: 2164.78 ms [2022-01-05 15:02:20 main:574] : INFO : Epoch 1778 | loss: 0.0309934 | val_loss: 0.0312984 | Time: 2175.37 ms [2022-01-05 15:02:22 main:574] : INFO : Epoch 1779 | loss: 0.0309976 | val_loss: 0.0313299 | Time: 2230.9 ms [2022-01-05 15:02:24 main:574] : INFO : Epoch 1780 | loss: 0.0309987 | val_loss: 0.0312729 | Time: 2211.11 ms [2022-01-05 15:02:27 main:574] : INFO : Epoch 1781 | loss: 0.0310029 | val_loss: 0.0312923 | Time: 2184.44 ms [2022-01-05 15:02:29 main:574] : INFO : Epoch 1782 | loss: 0.030994 | val_loss: 0.0312938 | Time: 2187.8 ms [2022-01-05 15:02:31 main:574] : INFO : Epoch 1783 | loss: 0.0309923 | val_loss: 0.0313108 | Time: 2245.34 ms [2022-01-05 15:02:33 main:574] : INFO : Epoch 1784 | loss: 0.0309958 | val_loss: 0.0313217 | Time: 2201.9 ms [2022-01-05 15:02:35 main:574] : INFO : Epoch 1785 | loss: 0.0309852 | val_loss: 0.0312886 | Time: 2192.67 ms [2022-01-05 15:02:38 main:574] : INFO : Epoch 1786 | loss: 0.0309835 | val_loss: 0.031309 | Time: 2235 ms [2022-01-05 15:02:40 main:574] : INFO : Epoch 1787 | loss: 0.0309947 | val_loss: 0.0313147 | Time: 2206.51 ms [2022-01-05 15:02:42 main:574] : INFO : Epoch 1788 | loss: 0.0309956 | val_loss: 0.0313021 | Time: 2231.56 ms [2022-01-05 15:02:44 main:574] : INFO : Epoch 1789 | loss: 0.0309861 | val_loss: 0.0313094 | Time: 2186.63 ms [2022-01-05 15:02:47 main:574] : INFO : Epoch 1790 | loss: 0.0309841 | val_loss: 0.0313246 | Time: 2170.83 ms [2022-01-05 15:02:49 main:574] : INFO : Epoch 1791 | loss: 0.0309887 | val_loss: 0.0313063 | Time: 2205.71 ms [2022-01-05 15:02:51 main:574] : INFO : Epoch 1792 | loss: 0.0309967 | val_loss: 0.0313172 | Time: 2171.16 ms [2022-01-05 15:02:53 main:574] : INFO : Epoch 1793 | loss: 0.0309872 | val_loss: 0.0312914 | Time: 2186.82 ms [2022-01-05 15:02:55 main:574] : INFO : Epoch 1794 | loss: 0.0309831 | val_loss: 0.0313165 | Time: 2048.05 ms [2022-01-05 15:02:57 main:574] : INFO : Epoch 1795 | loss: 0.0309842 | val_loss: 0.0313102 | Time: 1991.86 ms [2022-01-05 15:02:59 main:574] : INFO : Epoch 1796 | loss: 0.0310004 | val_loss: 0.0313214 | Time: 1990.74 ms [2022-01-05 15:03:01 main:574] : INFO : Epoch 1797 | loss: 0.0309906 | val_loss: 0.0313375 | Time: 2004.45 ms [2022-01-05 15:03:03 main:574] : INFO : Epoch 1798 | loss: 0.0309837 | val_loss: 0.0312993 | Time: 1972.31 ms [2022-01-05 15:03:05 main:574] : INFO : Epoch 1799 | loss: 0.0309872 | val_loss: 0.0313051 | Time: 2010.46 ms [2022-01-05 15:03:07 main:574] : INFO : Epoch 1800 | loss: 0.0309938 | val_loss: 0.0313146 | Time: 1967.5 ms [2022-01-05 15:03:09 main:574] : INFO : Epoch 1801 | loss: 0.0309924 | val_loss: 0.0313014 | Time: 1917.56 ms [2022-01-05 15:03:11 main:574] : INFO : Epoch 1802 | loss: 0.030987 | val_loss: 0.0312978 | Time: 1977.44 ms [2022-01-05 15:03:13 main:574] : INFO : Epoch 1803 | loss: 0.0309869 | val_loss: 0.031305 | Time: 1952.39 ms [2022-01-05 15:03:15 main:574] : INFO : Epoch 1804 | loss: 0.030984 | val_loss: 0.0313217 | Time: 1996.66 ms [2022-01-05 15:03:17 main:574] : INFO : Epoch 1805 | loss: 0.0309825 | val_loss: 0.031333 | Time: 1971.35 ms [2022-01-05 15:03:19 main:574] : INFO : Epoch 1806 | loss: 0.0309931 | val_loss: 0.0313209 | Time: 1971.23 ms [2022-01-05 15:03:21 main:574] : INFO : Epoch 1807 | loss: 0.0309859 | val_loss: 0.0313087 | Time: 1951.57 ms [2022-01-05 15:03:23 main:574] : INFO : Epoch 1808 | loss: 0.0309925 | val_loss: 0.0313118 | Time: 1967.62 ms [2022-01-05 15:03:25 main:574] : INFO : Epoch 1809 | loss: 0.0309961 | val_loss: 0.0312933 | Time: 1981.32 ms [2022-01-05 15:03:27 main:574] : INFO : Epoch 1810 | loss: 0.0309888 | val_loss: 0.0313059 | Time: 1963.9 ms [2022-01-05 15:03:29 main:574] : INFO : Epoch 1811 | loss: 0.030989 | val_loss: 0.0312936 | Time: 1963.29 ms [2022-01-05 15:03:31 main:574] : INFO : Epoch 1812 | loss: 0.0310066 | val_loss: 0.0312803 | Time: 2034.36 ms [2022-01-05 15:03:33 main:574] : INFO : Epoch 1813 | loss: 0.0310095 | val_loss: 0.031287 | Time: 2047.53 ms [2022-01-05 15:03:35 main:574] : INFO : Epoch 1814 | loss: 0.0309879 | val_loss: 0.0313164 | Time: 1958 ms [2022-01-05 15:03:37 main:574] : INFO : Epoch 1815 | loss: 0.0309847 | val_loss: 0.0313248 | Time: 1976.52 ms [2022-01-05 15:03:39 main:574] : INFO : Epoch 1816 | loss: 0.0309906 | val_loss: 0.0313136 | Time: 1991.91 ms [2022-01-05 15:03:41 main:574] : INFO : Epoch 1817 | loss: 0.030986 | val_loss: 0.0313271 | Time: 1988.89 ms [2022-01-05 15:03:43 main:574] : INFO : Epoch 1818 | loss: 0.0309928 | val_loss: 0.0312992 | Time: 1956.43 ms [2022-01-05 15:03:45 main:574] : INFO : Epoch 1819 | loss: 0.0309868 | val_loss: 0.0312907 | Time: 2027.71 ms [2022-01-05 15:03:47 main:574] : INFO : Epoch 1820 | loss: 0.0309906 | val_loss: 0.0312938 | Time: 2041.24 ms [2022-01-05 15:03:49 main:574] : INFO : Epoch 1821 | loss: 0.0309878 | val_loss: 0.0313181 | Time: 1952.33 ms [2022-01-05 15:03:51 main:574] : INFO : Epoch 1822 | loss: 0.030989 | val_loss: 0.0312987 | Time: 2001.93 ms [2022-01-05 15:03:53 main:574] : INFO : Epoch 1823 | loss: 0.0309891 | val_loss: 0.0313106 | Time: 1971.9 ms [2022-01-05 15:03:55 main:574] : INFO : Epoch 1824 | loss: 0.0309893 | val_loss: 0.0313011 | Time: 2022.37 ms [2022-01-05 15:03:57 main:574] : INFO : Epoch 1825 | loss: 0.0309875 | val_loss: 0.0313044 | Time: 1964.36 ms [2022-01-05 15:03:59 main:574] : INFO : Epoch 1826 | loss: 0.0309898 | val_loss: 0.0313525 | Time: 2018.42 ms [2022-01-05 15:04:01 main:574] : INFO : Epoch 1827 | loss: 0.031003 | val_loss: 0.0313111 | Time: 2000.31 ms [2022-01-05 15:04:03 main:574] : INFO : Epoch 1828 | loss: 0.0309958 | val_loss: 0.0312809 | Time: 2011.3 ms [2022-01-05 15:04:05 main:574] : INFO : Epoch 1829 | loss: 0.0309954 | val_loss: 0.0313187 | Time: 1956.87 ms [2022-01-05 15:04:07 main:574] : INFO : Epoch 1830 | loss: 0.0309904 | val_loss: 0.0313212 | Time: 2001.49 ms [2022-01-05 15:04:09 main:574] : INFO : Epoch 1831 | loss: 0.0309981 | val_loss: 0.0313342 | Time: 1977.24 ms [2022-01-05 15:04:11 main:574] : INFO : Epoch 1832 | loss: 0.030987 | val_loss: 0.0313413 | Time: 1967.56 ms [2022-01-05 15:04:13 main:574] : INFO : Epoch 1833 | loss: 0.0309786 | val_loss: 0.0312937 | Time: 1947.92 ms [2022-01-05 15:04:15 main:574] : INFO : Epoch 1834 | loss: 0.0309839 | val_loss: 0.0313007 | Time: 1985.28 ms [2022-01-05 15:04:17 main:574] : INFO : Epoch 1835 | loss: 0.0309978 | val_loss: 0.0312876 | Time: 2033.74 ms [2022-01-05 15:04:19 main:574] : INFO : Epoch 1836 | loss: 0.0309884 | val_loss: 0.0312957 | Time: 1992.08 ms [2022-01-05 15:04:21 main:574] : INFO : Epoch 1837 | loss: 0.0309813 | val_loss: 0.0313545 | Time: 2004.24 ms [2022-01-05 15:04:23 main:574] : INFO : Epoch 1838 | loss: 0.0309836 | val_loss: 0.0313002 | Time: 1981.97 ms [2022-01-05 15:04:25 main:574] : INFO : Epoch 1839 | loss: 0.0309859 | val_loss: 0.0313036 | Time: 2000.58 ms [2022-01-05 15:04:27 main:574] : INFO : Epoch 1840 | loss: 0.030989 | val_loss: 0.0313296 | Time: 2023.61 ms [2022-01-05 15:04:29 main:574] : INFO : Epoch 1841 | loss: 0.0309856 | val_loss: 0.0312833 | Time: 1983.78 ms [2022-01-05 15:04:31 main:574] : INFO : Epoch 1842 | loss: 0.0309918 | val_loss: 0.0313119 | Time: 1998.03 ms [2022-01-05 15:04:33 main:574] : INFO : Epoch 1843 | loss: 0.0309893 | val_loss: 0.0313154 | Time: 2030.56 ms [2022-01-05 15:04:35 main:574] : INFO : Epoch 1844 | loss: 0.0309966 | val_loss: 0.0313129 | Time: 2005.05 ms [2022-01-05 15:04:37 main:574] : INFO : Epoch 1845 | loss: 0.0309937 | val_loss: 0.0313086 | Time: 2012.25 ms [2022-01-05 15:04:39 main:574] : INFO : Epoch 1846 | loss: 0.0309958 | val_loss: 0.0312997 | Time: 1988.59 ms [2022-01-05 15:04:41 main:574] : INFO : Epoch 1847 | loss: 0.0309909 | val_loss: 0.0313112 | Time: 2008.17 ms [2022-01-05 15:04:44 main:574] : INFO : Epoch 1848 | loss: 0.0309853 | val_loss: 0.0313026 | Time: 2091.65 ms [2022-01-05 15:04:46 main:574] : INFO : Epoch 1849 | loss: 0.0309933 | val_loss: 0.0313207 | Time: 2028.9 ms [2022-01-05 15:04:48 main:574] : INFO : Epoch 1850 | loss: 0.0309878 | val_loss: 0.0312955 | Time: 2019.38 ms [2022-01-05 15:04:50 main:574] : INFO : Epoch 1851 | loss: 0.0309845 | val_loss: 0.031306 | Time: 2038.35 ms [2022-01-05 15:04:52 main:574] : INFO : Epoch 1852 | loss: 0.0309883 | val_loss: 0.0312978 | Time: 2024.34 ms [2022-01-05 15:04:54 main:574] : INFO : Epoch 1853 | loss: 0.0309901 | val_loss: 0.0313116 | Time: 1995.96 ms [2022-01-05 15:04:56 main:574] : INFO : Epoch 1854 | loss: 0.0309909 | val_loss: 0.0313449 | Time: 1984.98 ms [2022-01-05 15:04:58 main:574] : INFO : Epoch 1855 | loss: 0.0309887 | val_loss: 0.0312947 | Time: 2029.59 ms [2022-01-05 15:05:00 main:574] : INFO : Epoch 1856 | loss: 0.0309962 | val_loss: 0.031296 | Time: 1984.47 ms [2022-01-05 15:05:02 main:574] : INFO : Epoch 1857 | loss: 0.0309939 | val_loss: 0.0313523 | Time: 2043.79 ms [2022-01-05 15:05:04 main:574] : INFO : Epoch 1858 | loss: 0.0309967 | val_loss: 0.0313069 | Time: 2031.15 ms [2022-01-05 15:05:06 main:574] : INFO : Epoch 1859 | loss: 0.0309895 | val_loss: 0.0313019 | Time: 2037.96 ms [2022-01-05 15:05:08 main:574] : INFO : Epoch 1860 | loss: 0.0309968 | val_loss: 0.0312907 | Time: 1998.43 ms [2022-01-05 15:05:10 main:574] : INFO : Epoch 1861 | loss: 0.0309903 | val_loss: 0.031314 | Time: 2004.73 ms [2022-01-05 15:05:12 main:574] : INFO : Epoch 1862 | loss: 0.0309848 | val_loss: 0.0312927 | Time: 2011.27 ms [2022-01-05 15:05:14 main:574] : INFO : Epoch 1863 | loss: 0.0309829 | val_loss: 0.0313143 | Time: 2013.4 ms [2022-01-05 15:05:16 main:574] : INFO : Epoch 1864 | loss: 0.030986 | val_loss: 0.0313236 | Time: 2073.28 ms [2022-01-05 15:05:18 main:574] : INFO : Epoch 1865 | loss: 0.0309928 | val_loss: 0.0313046 | Time: 2004.95 ms [2022-01-05 15:05:20 main:574] : INFO : Epoch 1866 | loss: 0.0310026 | val_loss: 0.0313246 | Time: 2026.56 ms [2022-01-05 15:05:22 main:574] : INFO : Epoch 1867 | loss: 0.030994 | val_loss: 0.0313301 | Time: 1997.78 ms [2022-01-05 15:05:24 main:574] : INFO : Epoch 1868 | loss: 0.0309879 | val_loss: 0.0313146 | Time: 2061.14 ms [2022-01-05 15:05:26 main:574] : INFO : Epoch 1869 | loss: 0.0309897 | val_loss: 0.0313068 | Time: 2027.35 ms [2022-01-05 15:05:28 main:574] : INFO : Epoch 1870 | loss: 0.0309817 | val_loss: 0.0313016 | Time: 2059.89 ms [2022-01-05 15:05:30 main:574] : INFO : Epoch 1871 | loss: 0.0309889 | val_loss: 0.031319 | Time: 2013.62 ms [2022-01-05 15:05:32 main:574] : INFO : Epoch 1872 | loss: 0.0309943 | val_loss: 0.0313167 | Time: 2007.12 ms [2022-01-05 15:05:34 main:574] : INFO : Epoch 1873 | loss: 0.0309873 | val_loss: 0.0312957 | Time: 1995.6 ms [2022-01-05 15:05:37 main:574] : INFO : Epoch 1874 | loss: 0.0309886 | val_loss: 0.0313409 | Time: 2011.01 ms [2022-01-05 15:05:39 main:574] : INFO : Epoch 1875 | loss: 0.0309922 | val_loss: 0.0313014 | Time: 1961.37 ms [2022-01-05 15:05:41 main:574] : INFO : Epoch 1876 | loss: 0.0309854 | val_loss: 0.0313075 | Time: 2063.89 ms [2022-01-05 15:05:43 main:574] : INFO : Epoch 1877 | loss: 0.030998 | val_loss: 0.0312631 | Time: 2011.38 ms [2022-01-05 15:05:45 main:574] : INFO : Epoch 1878 | loss: 0.0309925 | val_loss: 0.0313132 | Time: 2061.06 ms [2022-01-05 15:05:47 main:574] : INFO : Epoch 1879 | loss: 0.0309827 | val_loss: 0.0313159 | Time: 2028.7 ms [2022-01-05 15:05:49 main:574] : INFO : Epoch 1880 | loss: 0.0309855 | val_loss: 0.0313329 | Time: 2009.84 ms [2022-01-05 15:05:51 main:574] : INFO : Epoch 1881 | loss: 0.0309849 | val_loss: 0.0313103 | Time: 2081.44 ms [2022-01-05 15:05:53 main:574] : INFO : Epoch 1882 | loss: 0.0309838 | val_loss: 0.0312864 | Time: 2061.65 ms [2022-01-05 15:05:55 main:574] : INFO : Epoch 1883 | loss: 0.0309809 | val_loss: 0.0313045 | Time: 1995.29 ms [2022-01-05 15:05:57 main:574] : INFO : Epoch 1884 | loss: 0.0309846 | val_loss: 0.0313042 | Time: 2083.63 ms [2022-01-05 15:05:59 main:574] : INFO : Epoch 1885 | loss: 0.030986 | val_loss: 0.0313074 | Time: 2029 ms [2022-01-05 15:06:01 main:574] : INFO : Epoch 1886 | loss: 0.0309857 | val_loss: 0.0313231 | Time: 2039.38 ms [2022-01-05 15:06:03 main:574] : INFO : Epoch 1887 | loss: 0.030988 | val_loss: 0.0313043 | Time: 2016.52 ms [2022-01-05 15:06:05 main:574] : INFO : Epoch 1888 | loss: 0.0309903 | val_loss: 0.0313076 | Time: 2094.93 ms [2022-01-05 15:06:07 main:574] : INFO : Epoch 1889 | loss: 0.0309925 | val_loss: 0.0313388 | Time: 2000 ms [2022-01-05 15:06:09 main:574] : INFO : Epoch 1890 | loss: 0.0309905 | val_loss: 0.0312835 | Time: 2029.22 ms [2022-01-05 15:06:11 main:574] : INFO : Epoch 1891 | loss: 0.0309888 | val_loss: 0.0313127 | Time: 2031.63 ms [2022-01-05 15:06:13 main:574] : INFO : Epoch 1892 | loss: 0.0310757 | val_loss: 0.0312064 | Time: 2030.5 ms [2022-01-05 15:06:16 main:574] : INFO : Epoch 1893 | loss: 0.0311955 | val_loss: 0.0311989 | Time: 2076.6 ms [2022-01-05 15:06:18 main:574] : INFO : Epoch 1894 | loss: 0.0311937 | val_loss: 0.0311961 | Time: 2025.33 ms [2022-01-05 15:06:20 main:574] : INFO : Epoch 1895 | loss: 0.0311754 | val_loss: 0.0311924 | Time: 2032.26 ms [2022-01-05 15:06:22 main:574] : INFO : Epoch 1896 | loss: 0.0311583 | val_loss: 0.0311828 | Time: 2062.86 ms [2022-01-05 15:06:24 main:574] : INFO : Epoch 1897 | loss: 0.0311499 | val_loss: 0.031181 | Time: 2067.82 ms [2022-01-05 15:06:26 main:574] : INFO : Epoch 1898 | loss: 0.0311453 | val_loss: 0.0311917 | Time: 2043.51 ms [2022-01-05 15:06:28 main:574] : INFO : Epoch 1899 | loss: 0.0311432 | val_loss: 0.0311829 | Time: 2043.27 ms [2022-01-05 15:06:30 main:574] : INFO : Epoch 1900 | loss: 0.0311362 | val_loss: 0.0311888 | Time: 2025.73 ms [2022-01-05 15:06:32 main:574] : INFO : Epoch 1901 | loss: 0.0311322 | val_loss: 0.0311951 | Time: 2052.79 ms [2022-01-05 15:06:34 main:574] : INFO : Epoch 1902 | loss: 0.0311312 | val_loss: 0.0311956 | Time: 2040.9 ms [2022-01-05 15:06:36 main:574] : INFO : Epoch 1903 | loss: 0.0311282 | val_loss: 0.0312003 | Time: 2048.89 ms [2022-01-05 15:06:38 main:574] : INFO : Epoch 1904 | loss: 0.0311204 | val_loss: 0.0311917 | Time: 2051.72 ms [2022-01-05 15:06:40 main:574] : INFO : Epoch 1905 | loss: 0.0311183 | val_loss: 0.0311951 | Time: 2028.74 ms [2022-01-05 15:06:42 main:574] : INFO : Epoch 1906 | loss: 0.0311148 | val_loss: 0.031193 | Time: 1978.51 ms [2022-01-05 15:06:44 main:574] : INFO : Epoch 1907 | loss: 0.0311117 | val_loss: 0.0312017 | Time: 2006.2 ms [2022-01-05 15:06:46 main:574] : INFO : Epoch 1908 | loss: 0.0311097 | val_loss: 0.0311996 | Time: 2025.57 ms [2022-01-05 15:06:48 main:574] : INFO : Epoch 1909 | loss: 0.0311054 | val_loss: 0.0312022 | Time: 2043.81 ms [2022-01-05 15:06:50 main:574] : INFO : Epoch 1910 | loss: 0.0311023 | val_loss: 0.0311966 | Time: 1975.68 ms [2022-01-05 15:06:53 main:574] : INFO : Epoch 1911 | loss: 0.0311008 | val_loss: 0.0312042 | Time: 2084.01 ms [2022-01-05 15:06:55 main:574] : INFO : Epoch 1912 | loss: 0.0310973 | val_loss: 0.0312048 | Time: 2076.31 ms [2022-01-05 15:06:57 main:574] : INFO : Epoch 1913 | loss: 0.0310951 | val_loss: 0.0312011 | Time: 2032.73 ms [2022-01-05 15:06:59 main:574] : INFO : Epoch 1914 | loss: 0.0310941 | val_loss: 0.0312118 | Time: 2049.3 ms [2022-01-05 15:07:01 main:574] : INFO : Epoch 1915 | loss: 0.0310924 | val_loss: 0.0311974 | Time: 2022.63 ms [2022-01-05 15:07:03 main:574] : INFO : Epoch 1916 | loss: 0.0310905 | val_loss: 0.0312205 | Time: 2028.61 ms [2022-01-05 15:07:05 main:574] : INFO : Epoch 1917 | loss: 0.0310867 | val_loss: 0.0312114 | Time: 2027.82 ms [2022-01-05 15:07:07 main:574] : INFO : Epoch 1918 | loss: 0.0310845 | val_loss: 0.0312148 | Time: 2077.6 ms [2022-01-05 15:07:09 main:574] : INFO : Epoch 1919 | loss: 0.0310829 | val_loss: 0.0312185 | Time: 1999.76 ms [2022-01-05 15:07:11 main:574] : INFO : Epoch 1920 | loss: 0.031081 | val_loss: 0.0312282 | Time: 2002.1 ms [2022-01-05 15:07:13 main:574] : INFO : Epoch 1921 | loss: 0.0310777 | val_loss: 0.0312256 | Time: 2056.6 ms [2022-01-05 15:07:15 main:574] : INFO : Epoch 1922 | loss: 0.0310713 | val_loss: 0.0312285 | Time: 2006.93 ms [2022-01-05 15:07:17 main:574] : INFO : Epoch 1923 | loss: 0.0310697 | val_loss: 0.0312251 | Time: 2050.7 ms [2022-01-05 15:07:19 main:574] : INFO : Epoch 1924 | loss: 0.0310684 | val_loss: 0.0312642 | Time: 2032.11 ms [2022-01-05 15:07:21 main:574] : INFO : Epoch 1925 | loss: 0.0310634 | val_loss: 0.031233 | Time: 2039.42 ms [2022-01-05 15:07:23 main:574] : INFO : Epoch 1926 | loss: 0.0310628 | val_loss: 0.0312379 | Time: 2016.56 ms [2022-01-05 15:07:25 main:574] : INFO : Epoch 1927 | loss: 0.0310582 | val_loss: 0.031244 | Time: 2045.15 ms [2022-01-05 15:07:27 main:574] : INFO : Epoch 1928 | loss: 0.0310553 | val_loss: 0.0312287 | Time: 2020.98 ms [2022-01-05 15:07:29 main:574] : INFO : Epoch 1929 | loss: 0.0310531 | val_loss: 0.0312466 | Time: 2063.7 ms [2022-01-05 15:07:31 main:574] : INFO : Epoch 1930 | loss: 0.0310475 | val_loss: 0.0312655 | Time: 2029.05 ms [2022-01-05 15:07:34 main:574] : INFO : Epoch 1931 | loss: 0.0310411 | val_loss: 0.0312411 | Time: 2038.92 ms [2022-01-05 15:07:36 main:574] : INFO : Epoch 1932 | loss: 0.0310382 | val_loss: 0.0312604 | Time: 2065.06 ms [2022-01-05 15:07:38 main:574] : INFO : Epoch 1933 | loss: 0.0310352 | val_loss: 0.0312654 | Time: 2031.19 ms [2022-01-05 15:07:40 main:574] : INFO : Epoch 1934 | loss: 0.0310301 | val_loss: 0.0312456 | Time: 2055.69 ms [2022-01-05 15:07:42 main:574] : INFO : Epoch 1935 | loss: 0.0310282 | val_loss: 0.0312627 | Time: 2007.81 ms [2022-01-05 15:07:44 main:574] : INFO : Epoch 1936 | loss: 0.0310287 | val_loss: 0.0312458 | Time: 2065.17 ms [2022-01-05 15:07:46 main:574] : INFO : Epoch 1937 | loss: 0.0310311 | val_loss: 0.0312697 | Time: 1995.39 ms [2022-01-05 15:07:48 main:574] : INFO : Epoch 1938 | loss: 0.0310282 | val_loss: 0.0312675 | Time: 2057.86 ms [2022-01-05 15:07:50 main:574] : INFO : Epoch 1939 | loss: 0.0310254 | val_loss: 0.031289 | Time: 2015.38 ms [2022-01-05 15:07:52 main:574] : INFO : Epoch 1940 | loss: 0.0310188 | val_loss: 0.0312695 | Time: 2061.66 ms [2022-01-05 15:07:54 main:574] : INFO : Epoch 1941 | loss: 0.0310158 | val_loss: 0.0312828 | Time: 2025.48 ms [2022-01-05 15:07:56 main:574] : INFO : Epoch 1942 | loss: 0.0310135 | val_loss: 0.0312659 | Time: 2028.34 ms [2022-01-05 15:07:58 main:574] : INFO : Epoch 1943 | loss: 0.0310238 | val_loss: 0.0312698 | Time: 1998.73 ms [2022-01-05 15:08:00 main:574] : INFO : Epoch 1944 | loss: 0.031022 | val_loss: 0.0312702 | Time: 2005.96 ms [2022-01-05 15:08:02 main:574] : INFO : Epoch 1945 | loss: 0.0310184 | val_loss: 0.0313009 | Time: 2042.64 ms [2022-01-05 15:08:04 main:574] : INFO : Epoch 1946 | loss: 0.031011 | val_loss: 0.0312893 | Time: 2040.84 ms [2022-01-05 15:08:06 main:574] : INFO : Epoch 1947 | loss: 0.0310084 | val_loss: 0.0312823 | Time: 2048.36 ms [2022-01-05 15:08:08 main:574] : INFO : Epoch 1948 | loss: 0.0310073 | val_loss: 0.0312758 | Time: 2078.45 ms [2022-01-05 15:08:10 main:574] : INFO : Epoch 1949 | loss: 0.0310073 | val_loss: 0.0313147 | Time: 2049 ms [2022-01-05 15:08:13 main:574] : INFO : Epoch 1950 | loss: 0.0310021 | val_loss: 0.0312799 | Time: 2016.88 ms [2022-01-05 15:08:15 main:574] : INFO : Epoch 1951 | loss: 0.0310029 | val_loss: 0.0313202 | Time: 2068.23 ms [2022-01-05 15:08:17 main:574] : INFO : Epoch 1952 | loss: 0.0310023 | val_loss: 0.0312785 | Time: 2025.57 ms [2022-01-05 15:08:19 main:574] : INFO : Epoch 1953 | loss: 0.0310047 | val_loss: 0.0312836 | Time: 2028.58 ms [2022-01-05 15:08:21 main:574] : INFO : Epoch 1954 | loss: 0.0310039 | val_loss: 0.031282 | Time: 2022.13 ms [2022-01-05 15:08:23 main:574] : INFO : Epoch 1955 | loss: 0.031001 | val_loss: 0.0312936 | Time: 2036.47 ms [2022-01-05 15:08:25 main:574] : INFO : Epoch 1956 | loss: 0.0310005 | val_loss: 0.0312879 | Time: 2028.08 ms [2022-01-05 15:08:27 main:574] : INFO : Epoch 1957 | loss: 0.0310235 | val_loss: 0.0312563 | Time: 2030.27 ms [2022-01-05 15:08:29 main:574] : INFO : Epoch 1958 | loss: 0.0310247 | val_loss: 0.0312508 | Time: 2016.35 ms [2022-01-05 15:08:31 main:574] : INFO : Epoch 1959 | loss: 0.0310051 | val_loss: 0.0313223 | Time: 1995.52 ms [2022-01-05 15:08:33 main:574] : INFO : Epoch 1960 | loss: 0.0309963 | val_loss: 0.0312941 | Time: 2071.53 ms [2022-01-05 15:08:35 main:574] : INFO : Epoch 1961 | loss: 0.0309926 | val_loss: 0.031313 | Time: 2046.38 ms [2022-01-05 15:08:37 main:574] : INFO : Epoch 1962 | loss: 0.0309931 | val_loss: 0.03128 | Time: 2013.66 ms [2022-01-05 15:08:39 main:574] : INFO : Epoch 1963 | loss: 0.0309972 | val_loss: 0.0313281 | Time: 2046.85 ms [2022-01-05 15:08:41 main:574] : INFO : Epoch 1964 | loss: 0.0309993 | val_loss: 0.0312825 | Time: 2069.6 ms [2022-01-05 15:08:43 main:574] : INFO : Epoch 1965 | loss: 0.0309962 | val_loss: 0.0312911 | Time: 2071.81 ms [2022-01-05 15:08:45 main:574] : INFO : Epoch 1966 | loss: 0.0309978 | val_loss: 0.0312842 | Time: 2047.83 ms [2022-01-05 15:08:47 main:574] : INFO : Epoch 1967 | loss: 0.0310047 | val_loss: 0.0313102 | Time: 1972.19 ms [2022-01-05 15:08:49 main:574] : INFO : Epoch 1968 | loss: 0.0309988 | val_loss: 0.0313032 | Time: 1998.69 ms [2022-01-05 15:08:51 main:574] : INFO : Epoch 1969 | loss: 0.0309967 | val_loss: 0.0313106 | Time: 2045.04 ms [2022-01-05 15:08:53 main:574] : INFO : Epoch 1970 | loss: 0.0309964 | val_loss: 0.0312951 | Time: 2068.85 ms [2022-01-05 15:08:56 main:574] : INFO : Epoch 1971 | loss: 0.031018 | val_loss: 0.0312715 | Time: 2074.76 ms [2022-01-05 15:08:58 main:574] : INFO : Epoch 1972 | loss: 0.0310059 | val_loss: 0.0312949 | Time: 2035.59 ms [2022-01-05 15:09:00 main:574] : INFO : Epoch 1973 | loss: 0.0309956 | val_loss: 0.0312806 | Time: 2036.47 ms [2022-01-05 15:09:02 main:574] : INFO : Epoch 1974 | loss: 0.0309997 | val_loss: 0.0312974 | Time: 2038.19 ms [2022-01-05 15:09:04 main:574] : INFO : Epoch 1975 | loss: 0.0309989 | val_loss: 0.031321 | Time: 2055.74 ms [2022-01-05 15:09:06 main:574] : INFO : Epoch 1976 | loss: 0.030999 | val_loss: 0.0312865 | Time: 2036.58 ms [2022-01-05 15:09:08 main:574] : INFO : Epoch 1977 | loss: 0.0309945 | val_loss: 0.0313085 | Time: 2047.93 ms [2022-01-05 15:09:10 main:574] : INFO : Epoch 1978 | loss: 0.0309935 | val_loss: 0.0313181 | Time: 2047.61 ms [2022-01-05 15:09:12 main:574] : INFO : Epoch 1979 | loss: 0.0309953 | val_loss: 0.0313003 | Time: 2039.49 ms [2022-01-05 15:09:14 main:574] : INFO : Epoch 1980 | loss: 0.0309942 | val_loss: 0.0312961 | Time: 2032.97 ms [2022-01-05 15:09:16 main:574] : INFO : Epoch 1981 | loss: 0.0310026 | val_loss: 0.0312827 | Time: 2023.63 ms [2022-01-05 15:09:18 main:574] : INFO : Epoch 1982 | loss: 0.0309966 | val_loss: 0.0313159 | Time: 2022.56 ms [2022-01-05 15:09:20 main:574] : INFO : Epoch 1983 | loss: 0.0310035 | val_loss: 0.0313197 | Time: 2107.58 ms [2022-01-05 15:09:22 main:574] : INFO : Epoch 1984 | loss: 0.0309929 | val_loss: 0.0313126 | Time: 2058.84 ms [2022-01-05 15:09:24 main:574] : INFO : Epoch 1985 | loss: 0.0309896 | val_loss: 0.031307 | Time: 2018.69 ms [2022-01-05 15:09:26 main:574] : INFO : Epoch 1986 | loss: 0.030996 | val_loss: 0.0312646 | Time: 2008.41 ms [2022-01-05 15:09:28 main:574] : INFO : Epoch 1987 | loss: 0.0309944 | val_loss: 0.0313012 | Time: 2043.96 ms [2022-01-05 15:09:31 main:574] : INFO : Epoch 1988 | loss: 0.0309877 | val_loss: 0.0313177 | Time: 2054.35 ms [2022-01-05 15:09:33 main:574] : INFO : Epoch 1989 | loss: 0.0309948 | val_loss: 0.0313234 | Time: 2083.35 ms [2022-01-05 15:09:35 main:574] : INFO : Epoch 1990 | loss: 0.0309968 | val_loss: 0.0312928 | Time: 2042.24 ms [2022-01-05 15:09:37 main:574] : INFO : Epoch 1991 | loss: 0.0309955 | val_loss: 0.0313296 | Time: 2061.8 ms [2022-01-05 15:09:39 main:574] : INFO : Epoch 1992 | loss: 0.0310009 | val_loss: 0.0313417 | Time: 2018.29 ms [2022-01-05 15:09:41 main:574] : INFO : Epoch 1993 | loss: 0.0310026 | val_loss: 0.0313096 | Time: 2034.01 ms [2022-01-05 15:09:43 main:574] : INFO : Epoch 1994 | loss: 0.0309968 | val_loss: 0.031283 | Time: 2044.01 ms [2022-01-05 15:09:45 main:574] : INFO : Epoch 1995 | loss: 0.0309986 | val_loss: 0.0312911 | Time: 2075.31 ms [2022-01-05 15:09:47 main:574] : INFO : Epoch 1996 | loss: 0.0309921 | val_loss: 0.0312983 | Time: 2060.71 ms [2022-01-05 15:09:49 main:574] : INFO : Epoch 1997 | loss: 0.0309882 | val_loss: 0.0313067 | Time: 2097.54 ms [2022-01-05 15:09:51 main:574] : INFO : Epoch 1998 | loss: 0.0309843 | val_loss: 0.031308 | Time: 2059.22 ms [2022-01-05 15:09:53 main:574] : INFO : Epoch 1999 | loss: 0.0309916 | val_loss: 0.0312991 | Time: 2056.39 ms [2022-01-05 15:09:55 main:574] : INFO : Epoch 2000 | loss: 0.0309926 | val_loss: 0.0313095 | Time: 2039.21 ms [2022-01-05 15:09:57 main:574] : INFO : Epoch 2001 | loss: 0.0309906 | val_loss: 0.0312766 | Time: 2071.05 ms [2022-01-05 15:10:00 main:574] : INFO : Epoch 2002 | loss: 0.0309887 | val_loss: 0.0313089 | Time: 2078.1 ms [2022-01-05 15:10:02 main:574] : INFO : Epoch 2003 | loss: 0.0309999 | val_loss: 0.0312969 | Time: 2035.33 ms [2022-01-05 15:10:04 main:574] : INFO : Epoch 2004 | loss: 0.0309994 | val_loss: 0.0312688 | Time: 2006.63 ms [2022-01-05 15:10:06 main:574] : INFO : Epoch 2005 | loss: 0.0309961 | val_loss: 0.0313101 | Time: 1989.38 ms [2022-01-05 15:10:08 main:574] : INFO : Epoch 2006 | loss: 0.0309976 | val_loss: 0.0313095 | Time: 2076.07 ms [2022-01-05 15:10:10 main:574] : INFO : Epoch 2007 | loss: 0.0309973 | val_loss: 0.0312775 | Time: 2041.32 ms [2022-01-05 15:10:12 main:574] : INFO : Epoch 2008 | loss: 0.0309922 | val_loss: 0.0313245 | Time: 2082.3 ms [2022-01-05 15:10:14 main:574] : INFO : Epoch 2009 | loss: 0.0309831 | val_loss: 0.0312935 | Time: 2047.26 ms [2022-01-05 15:10:16 main:574] : INFO : Epoch 2010 | loss: 0.0309864 | val_loss: 0.0312936 | Time: 2047.13 ms [2022-01-05 15:10:18 main:574] : INFO : Epoch 2011 | loss: 0.0310047 | val_loss: 0.0313147 | Time: 2042.19 ms [2022-01-05 15:10:20 main:574] : INFO : Epoch 2012 | loss: 0.0310028 | val_loss: 0.0313248 | Time: 2042.17 ms [2022-01-05 15:10:22 main:574] : INFO : Epoch 2013 | loss: 0.0309976 | val_loss: 0.0313064 | Time: 2050.07 ms [2022-01-05 15:10:24 main:574] : INFO : Epoch 2014 | loss: 0.030994 | val_loss: 0.0313051 | Time: 2054.79 ms [2022-01-05 15:10:26 main:574] : INFO : Epoch 2015 | loss: 0.0309967 | val_loss: 0.031287 | Time: 2039.28 ms [2022-01-05 15:10:28 main:574] : INFO : Epoch 2016 | loss: 0.0309926 | val_loss: 0.0313061 | Time: 2052.59 ms [2022-01-05 15:10:30 main:574] : INFO : Epoch 2017 | loss: 0.0309939 | val_loss: 0.0313109 | Time: 2002.04 ms [2022-01-05 15:10:32 main:574] : INFO : Epoch 2018 | loss: 0.0309969 | val_loss: 0.0313025 | Time: 2064.92 ms [2022-01-05 15:10:35 main:574] : INFO : Epoch 2019 | loss: 0.030997 | val_loss: 0.0313009 | Time: 2040.44 ms [2022-01-05 15:10:37 main:574] : INFO : Epoch 2020 | loss: 0.0309985 | val_loss: 0.0312931 | Time: 2079.73 ms [2022-01-05 15:10:39 main:574] : INFO : Epoch 2021 | loss: 0.030996 | val_loss: 0.0313073 | Time: 2039.5 ms [2022-01-05 15:10:41 main:574] : INFO : Epoch 2022 | loss: 0.0309976 | val_loss: 0.0312653 | Time: 2019.1 ms [2022-01-05 15:10:43 main:574] : INFO : Epoch 2023 | loss: 0.030998 | val_loss: 0.0313422 | Time: 2034.13 ms [2022-01-05 15:10:45 main:574] : INFO : Epoch 2024 | loss: 0.0310041 | val_loss: 0.0313324 | Time: 2058.17 ms [2022-01-05 15:10:47 main:574] : INFO : Epoch 2025 | loss: 0.030994 | val_loss: 0.0312737 | Time: 2082 ms [2022-01-05 15:10:49 main:574] : INFO : Epoch 2026 | loss: 0.0309909 | val_loss: 0.0312916 | Time: 2062.61 ms [2022-01-05 15:10:51 main:574] : INFO : Epoch 2027 | loss: 0.0309852 | val_loss: 0.0313275 | Time: 2037.41 ms [2022-01-05 15:10:53 main:574] : INFO : Epoch 2028 | loss: 0.0309919 | val_loss: 0.0313204 | Time: 2077.19 ms [2022-01-05 15:10:55 main:574] : INFO : Epoch 2029 | loss: 0.0309997 | val_loss: 0.0313118 | Time: 2051.42 ms [2022-01-05 15:10:57 main:574] : INFO : Epoch 2030 | loss: 0.0309924 | val_loss: 0.0313111 | Time: 2092.91 ms [2022-01-05 15:10:59 main:574] : INFO : Epoch 2031 | loss: 0.0309877 | val_loss: 0.0312987 | Time: 2091.66 ms [2022-01-05 15:11:02 main:574] : INFO : Epoch 2032 | loss: 0.0309935 | val_loss: 0.0313201 | Time: 2079.82 ms [2022-01-05 15:11:04 main:574] : INFO : Epoch 2033 | loss: 0.031006 | val_loss: 0.0312859 | Time: 2047.32 ms [2022-01-05 15:11:06 main:574] : INFO : Epoch 2034 | loss: 0.0310035 | val_loss: 0.0313126 | Time: 2081.11 ms [2022-01-05 15:11:08 main:574] : INFO : Epoch 2035 | loss: 0.0310054 | val_loss: 0.0312931 | Time: 2065.39 ms [2022-01-05 15:11:10 main:574] : INFO : Epoch 2036 | loss: 0.0309994 | val_loss: 0.0312942 | Time: 2109.98 ms [2022-01-05 15:11:12 main:574] : INFO : Epoch 2037 | loss: 0.0309994 | val_loss: 0.0312844 | Time: 2070.25 ms [2022-01-05 15:11:14 main:574] : INFO : Epoch 2038 | loss: 0.0309962 | val_loss: 0.0313294 | Time: 2044.8 ms [2022-01-05 15:11:16 main:574] : INFO : Epoch 2039 | loss: 0.0309862 | val_loss: 0.0313105 | Time: 2058.8 ms [2022-01-05 15:11:18 main:574] : INFO : Epoch 2040 | loss: 0.0309873 | val_loss: 0.0313114 | Time: 2050.01 ms [2022-01-05 15:11:20 main:574] : INFO : Epoch 2041 | loss: 0.0309914 | val_loss: 0.0312795 | Time: 2079.07 ms [2022-01-05 15:11:22 main:574] : INFO : Epoch 2042 | loss: 0.0309998 | val_loss: 0.0312966 | Time: 2040.37 ms [2022-01-05 15:11:24 main:574] : INFO : Epoch 2043 | loss: 0.0309917 | val_loss: 0.0313443 | Time: 2062.13 ms [2022-01-05 15:11:26 main:574] : INFO : Epoch 2044 | loss: 0.0309927 | val_loss: 0.031294 | Time: 2044.57 ms [2022-01-05 15:11:29 main:574] : INFO : Epoch 2045 | loss: 0.0309925 | val_loss: 0.0312904 | Time: 2047.69 ms [2022-01-05 15:11:31 main:574] : INFO : Epoch 2046 | loss: 0.0309865 | val_loss: 0.0313198 | Time: 2063.42 ms [2022-01-05 15:11:33 main:574] : INFO : Epoch 2047 | loss: 0.0309875 | val_loss: 0.0313062 | Time: 2086.46 ms [2022-01-05 15:11:35 main:574] : INFO : Epoch 2048 | loss: 0.0309882 | val_loss: 0.0313169 | Time: 2081.52 ms [2022-01-05 15:11:35 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0313169 [2022-01-05 15:11:35 main:603] : INFO : Saving end state to config to file [2022-01-05 15:11:35 main:608] : INFO : Success, exiting.. 15:11:35 (21908): 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)