Task 7360459
| Name | ParityModified-1631726205-14261-0_0 |
| Workunit | 5036692 |
| Created | 15 Sep 2021, 17:16:47 UTC |
| Sent | 15 Sep 2021, 18:04:10 UTC |
| Report deadline | 23 Sep 2021, 18:04:10 UTC |
| Received | 24 Nov 2021, 13:05:15 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 7556 |
| Run time | 50 min 51 sec |
| CPU time | 49 min 29 sec |
| Validate state | Task was reported too late to validate |
| Credit | 0.00 |
| Device peak FLOPS | 5,158.80 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.33 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.7</core_client_version> <![CDATA[ <stderr_txt> 1449.74 ms [2021-11-23 21:07:16 main:574] : INFO : Epoch 1793 | loss: 0.0309867 | val_loss: 0.0312 | Time: 1453.9 ms [2021-11-23 21:07:18 main:574] : INFO : Epoch 1794 | loss: 0.030995 | val_loss: 0.0312122 | Time: 1487.81 ms [2021-11-23 21:07:19 main:574] : INFO : Epoch 1795 | loss: 0.0309876 | val_loss: 0.0312156 | Time: 1465.12 ms [2021-11-23 21:07:20 main:574] : INFO : Epoch 1796 | loss: 0.0309795 | val_loss: 0.0312003 | Time: 1487.41 ms [2021-11-23 21:07:22 main:574] : INFO : Epoch 1797 | loss: 0.0309984 | val_loss: 0.0312033 | Time: 1491.81 ms [2021-11-23 21:07:23 main:574] : INFO : Epoch 1798 | loss: 0.0309907 | val_loss: 0.0312305 | Time: 1452.26 ms [2021-11-23 21:07:25 main:574] : INFO : Epoch 1799 | loss: 0.030988 | val_loss: 0.0312119 | Time: 1454.39 ms [2021-11-23 21:07:26 main:574] : INFO : Epoch 1800 | loss: 0.0309944 | val_loss: 0.0312208 | Time: 1477.9 ms [2021-11-23 21:07:28 main:574] : INFO : Epoch 1801 | loss: 0.0309952 | val_loss: 0.0312145 | Time: 1498.82 ms [2021-11-23 21:07:29 main:574] : INFO : Epoch 1802 | loss: 0.0309927 | val_loss: 0.0312091 | Time: 1454.62 ms [2021-11-23 21:07:31 main:574] : INFO : Epoch 1803 | loss: 0.0309795 | val_loss: 0.0312141 | Time: 1505.31 ms [2021-11-23 21:07:32 main:574] : INFO : Epoch 1804 | loss: 0.0309909 | val_loss: 0.0312054 | Time: 1502.98 ms [2021-11-23 21:07:34 main:574] : INFO : Epoch 1805 | loss: 0.0309942 | val_loss: 0.0311968 | Time: 1473.82 ms [2021-11-23 21:07:35 main:574] : INFO : Epoch 1806 | loss: 0.0309838 | val_loss: 0.0312076 | Time: 1452.62 ms [2021-11-23 21:07:37 main:574] : INFO : Epoch 1807 | loss: 0.0309918 | val_loss: 0.0312165 | Time: 1495.67 ms [2021-11-23 21:07:38 main:574] : INFO : Epoch 1808 | loss: 0.0309825 | val_loss: 0.0312153 | Time: 1460.9 ms [2021-11-23 21:07:40 main:574] : INFO : Epoch 1809 | loss: 0.0309872 | val_loss: 0.0312199 | Time: 1465.64 ms [2021-11-23 21:07:41 main:574] : INFO : Epoch 1810 | loss: 0.0309796 | val_loss: 0.031222 | Time: 1489.89 ms [2021-11-23 21:07:43 main:574] : INFO : Epoch 1811 | loss: 0.0309831 | val_loss: 0.0312248 | Time: 1492.38 ms [2021-11-23 21:07:44 main:574] : INFO : Epoch 1812 | loss: 0.0309784 | val_loss: 0.031224 | Time: 1446.96 ms [2021-11-23 21:07:46 main:574] : INFO : Epoch 1813 | loss: 0.0309817 | val_loss: 0.0312124 | Time: 1468.63 ms [2021-11-23 21:07:47 main:574] : INFO : Epoch 1814 | loss: 0.0309957 | val_loss: 0.0312043 | Time: 1494.74 ms [2021-11-23 21:07:49 main:574] : INFO : Epoch 1815 | loss: 0.0309896 | val_loss: 0.0312088 | Time: 1439.43 ms [2021-11-23 21:07:50 main:574] : INFO : Epoch 1816 | loss: 0.0309906 | val_loss: 0.0312214 | Time: 1441.69 ms [2021-11-23 21:07:52 main:574] : INFO : Epoch 1817 | loss: 0.0309842 | val_loss: 0.031223 | Time: 1504.52 ms [2021-11-23 21:07:53 main:574] : INFO : Epoch 1818 | loss: 0.0309862 | val_loss: 0.0312181 | Time: 1486.54 ms [2021-11-23 21:07:54 main:574] : INFO : Epoch 1819 | loss: 0.0309883 | val_loss: 0.0312198 | Time: 1451.28 ms [2021-11-23 21:07:56 main:574] : INFO : Epoch 1820 | loss: 0.030989 | val_loss: 0.031203 | Time: 1654.36 ms [2021-11-23 21:07:58 main:574] : INFO : Epoch 1821 | loss: 0.0309995 | val_loss: 0.0311883 | Time: 1644.61 ms [2021-11-23 21:07:59 main:574] : INFO : Epoch 1822 | loss: 0.0309851 | val_loss: 0.0312148 | Time: 1701.34 ms [2021-11-23 21:08:01 main:574] : INFO : Epoch 1823 | loss: 0.0309829 | val_loss: 0.0312233 | Time: 1751.77 ms [2021-11-23 21:08:03 main:574] : INFO : Epoch 1824 | loss: 0.0309837 | val_loss: 0.031204 | Time: 1727.23 ms [2021-11-23 21:08:05 main:574] : INFO : Epoch 1825 | loss: 0.0309885 | val_loss: 0.0312044 | Time: 1595.78 ms [2021-11-23 21:08:06 main:574] : INFO : Epoch 1826 | loss: 0.0309906 | val_loss: 0.0312164 | Time: 1566.36 ms [2021-11-23 21:08:08 main:574] : INFO : Epoch 1827 | loss: 0.0309966 | val_loss: 0.0312406 | Time: 1622.7 ms [2021-11-23 21:08:09 main:574] : INFO : Epoch 1828 | loss: 0.0309983 | val_loss: 0.0312084 | Time: 1584.48 ms [2021-11-23 21:08:11 main:574] : INFO : Epoch 1829 | loss: 0.0309834 | val_loss: 0.0312113 | Time: 1592.61 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1660 SUPER) [2021-11-23 21:23:04 main:435] : INFO : Set logging level to 1 [2021-11-23 21:23:04 main:441] : INFO : Running in BOINC Client mode [2021-11-23 21:23:04 main:444] : INFO : Resolving all filenames [2021-11-23 21:23:04 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-11-23 21:23:04 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726205-14261-0_0_r1936788084_1 (exists = 1) [2021-11-23 21:23:04 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726205-14261-0_0_r1936788084_0 (exists = 0) [2021-11-23 21:23:04 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-11-23 21:23:04 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-11-23 21:23:04 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-11-23 21:23:04 main:474] : INFO : Configuration: [2021-11-23 21:23:04 main:475] : INFO : Model type: GRU [2021-11-23 21:23:04 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-11-23 21:23:04 main:477] : INFO : Max Epochs: 2048 [2021-11-23 21:23:04 main:478] : INFO : Batch Size: 128 [2021-11-23 21:23:04 main:479] : INFO : Learning Rate: 0.01 [2021-11-23 21:23:04 main:480] : INFO : Patience: 10 [2021-11-23 21:23:04 main:481] : INFO : Hidden Width: 12 [2021-11-23 21:23:04 main:482] : INFO : # Recurrent Layers: 4 [2021-11-23 21:23:04 main:483] : INFO : # Backend Layers: 4 [2021-11-23 21:23:04 main:484] : INFO : # Threads: 1 [2021-11-23 21:23:04 main:486] : INFO : Preparing Dataset [2021-11-23 21:23:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-23 21:23:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-23 21:23:06 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-11-23 21:23:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-23 21:23:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-23 21:23:06 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-11-23 21:23:06 main:494] : INFO : Creating Model [2021-11-23 21:23:06 main:507] : INFO : Preparing config file [2021-11-23 21:23:06 main:511] : INFO : Found checkpoint, attempting to load... [2021-11-23 21:23:06 main:512] : INFO : Loading config [2021-11-23 21:23:06 main:514] : INFO : Loading state [2021-11-23 21:23:07 main:559] : INFO : Loading DataLoader into Memory [2021-11-23 21:23:07 main:562] : INFO : Starting Training [2021-11-23 21:23:09 main:574] : INFO : Epoch 1782 | loss: 0.0311344 | val_loss: 0.0311658 | Time: 1787.84 ms [2021-11-23 21:23:10 main:574] : INFO : Epoch 1783 | loss: 0.0310718 | val_loss: 0.0311697 | Time: 1477.54 ms [2021-11-23 21:23:12 main:574] : INFO : Epoch 1784 | loss: 0.0310266 | val_loss: 0.0311932 | Time: 1453.38 ms [2021-11-23 21:23:13 main:574] : INFO : Epoch 1785 | loss: 0.0310013 | val_loss: 0.0312122 | Time: 1495.89 ms [2021-11-23 21:23:15 main:574] : INFO : Epoch 1786 | loss: 0.0309923 | val_loss: 0.0312176 | Time: 1482.98 ms [2021-11-23 21:23:16 main:574] : INFO : Epoch 1787 | loss: 0.0309885 | val_loss: 0.0311904 | Time: 1493.98 ms [2021-11-23 21:23:18 main:574] : INFO : Epoch 1788 | loss: 0.0309905 | val_loss: 0.0311989 | Time: 1500.09 ms [2021-11-23 21:23:19 main:574] : INFO : Epoch 1789 | loss: 0.0309807 | val_loss: 0.0312181 | Time: 1452.09 ms [2021-11-23 21:23:21 main:574] : INFO : Epoch 1790 | loss: 0.0309821 | val_loss: 0.0312155 | Time: 1439.64 ms [2021-11-23 21:23:22 main:574] : INFO : Epoch 1791 | loss: 0.030986 | val_loss: 0.0312394 | Time: 1491.94 ms [2021-11-23 21:23:23 main:574] : INFO : Epoch 1792 | loss: 0.0309902 | val_loss: 0.0311935 | Time: 1472.2 ms [2021-11-23 21:23:25 main:574] : INFO : Epoch 1793 | loss: 0.0309916 | val_loss: 0.0312118 | Time: 1457.56 ms [2021-11-23 21:23:26 main:574] : INFO : Epoch 1794 | loss: 0.0309787 | val_loss: 0.0312353 | Time: 1454.89 ms [2021-11-23 21:23:28 main:574] : INFO : Epoch 1795 | loss: 0.0309817 | val_loss: 0.0312158 | Time: 1506.49 ms [2021-11-23 21:23:29 main:574] : INFO : Epoch 1796 | loss: 0.0309865 | val_loss: 0.0312099 | Time: 1449.45 ms [2021-11-23 21:23:31 main:574] : INFO : Epoch 1797 | loss: 0.0309828 | val_loss: 0.0312212 | Time: 1519.27 ms [2021-11-23 21:23:32 main:574] : INFO : Epoch 1798 | loss: 0.0309911 | val_loss: 0.0312147 | Time: 1516.54 ms [2021-11-23 21:23:34 main:574] : INFO : Epoch 1799 | loss: 0.0309816 | val_loss: 0.0312172 | Time: 1538.43 ms [2021-11-23 21:23:35 main:574] : INFO : Epoch 1800 | loss: 0.0309822 | val_loss: 0.0312207 | Time: 1507.5 ms [2021-11-23 21:23:37 main:574] : INFO : Epoch 1801 | loss: 0.0309783 | val_loss: 0.03123 | Time: 1457.63 ms [2021-11-23 21:23:38 main:574] : INFO : Epoch 1802 | loss: 0.0309855 | val_loss: 0.0312015 | Time: 1473.21 ms [2021-11-23 21:23:40 main:574] : INFO : Epoch 1803 | loss: 0.0309887 | val_loss: 0.0312114 | Time: 1460.34 ms [2021-11-23 21:23:41 main:574] : INFO : Epoch 1804 | loss: 0.0309893 | val_loss: 0.0312166 | Time: 1465.98 ms [2021-11-23 21:23:43 main:574] : INFO : Epoch 1805 | loss: 0.0309966 | val_loss: 0.031202 | Time: 1498.86 ms [2021-11-23 21:23:44 main:574] : INFO : Epoch 1806 | loss: 0.0309919 | val_loss: 0.0312055 | Time: 1478.36 ms [2021-11-23 21:23:46 main:574] : INFO : Epoch 1807 | loss: 0.0309871 | val_loss: 0.0312226 | Time: 1509.75 ms [2021-11-23 21:23:47 main:574] : INFO : Epoch 1808 | loss: 0.0309765 | val_loss: 0.0312019 | Time: 1486.27 ms [2021-11-23 21:23:49 main:574] : INFO : Epoch 1809 | loss: 0.0309798 | val_loss: 0.0312285 | Time: 1433.73 ms [2021-11-23 21:23:50 main:574] : INFO : Epoch 1810 | loss: 0.0309833 | val_loss: 0.0312054 | Time: 1466.54 ms [2021-11-23 21:23:52 main:574] : INFO : Epoch 1811 | loss: 0.0309817 | val_loss: 0.0312103 | Time: 1533.94 ms [2021-11-23 21:23:53 main:574] : INFO : Epoch 1812 | loss: 0.0309898 | val_loss: 0.0312127 | Time: 1479.73 ms [2021-11-23 21:23:55 main:574] : INFO : Epoch 1813 | loss: 0.0309856 | val_loss: 0.0312256 | Time: 1463.49 ms [2021-11-23 21:23:56 main:574] : INFO : Epoch 1814 | loss: 0.0309935 | val_loss: 0.031202 | Time: 1459.11 ms [2021-11-23 21:23:58 main:574] : INFO : Epoch 1815 | loss: 0.030996 | val_loss: 0.031219 | Time: 1493.74 ms [2021-11-23 21:23:59 main:574] : INFO : Epoch 1816 | loss: 0.0309905 | val_loss: 0.0312152 | Time: 1458.93 ms [2021-11-23 21:24:01 main:574] : INFO : Epoch 1817 | loss: 0.0309877 | val_loss: 0.0312324 | Time: 1533.56 ms [2021-11-23 21:24:02 main:574] : INFO : Epoch 1818 | loss: 0.0309917 | val_loss: 0.0312114 | Time: 1522.91 ms [2021-11-23 21:24:04 main:574] : INFO : Epoch 1819 | loss: 0.0309846 | val_loss: 0.0312132 | Time: 1573.13 ms [2021-11-23 21:24:05 main:574] : INFO : Epoch 1820 | loss: 0.0309832 | val_loss: 0.0311962 | Time: 1747.06 ms [2021-11-23 21:24:07 main:574] : INFO : Epoch 1821 | loss: 0.0309985 | val_loss: 0.0312161 | Time: 1631.46 ms [2021-11-23 21:24:09 main:574] : INFO : Epoch 1822 | loss: 0.0309952 | val_loss: 0.0312167 | Time: 1617.17 ms [2021-11-23 21:24:10 main:574] : INFO : Epoch 1823 | loss: 0.0309904 | val_loss: 0.0312278 | Time: 1588.73 ms [2021-11-23 21:24:12 main:574] : INFO : Epoch 1824 | loss: 0.0309845 | val_loss: 0.0312077 | Time: 1586.96 ms [2021-11-23 21:24:13 main:574] : INFO : Epoch 1825 | loss: 0.0309845 | val_loss: 0.0312051 | Time: 1558.62 ms [2021-11-23 21:24:15 main:574] : INFO : Epoch 1826 | loss: 0.0309743 | val_loss: 0.0312256 | Time: 1619.07 ms [2021-11-23 21:24:17 main:574] : INFO : Epoch 1827 | loss: 0.0309801 | val_loss: 0.0312217 | Time: 1614.96 ms [2021-11-23 21:24:18 main:574] : INFO : Epoch 1828 | loss: 0.0309825 | val_loss: 0.0312193 | Time: 1586.4 ms [2021-11-23 21:24:20 main:574] : INFO : Epoch 1829 | loss: 0.0309833 | val_loss: 0.0312061 | Time: 1572.9 ms [2021-11-23 21:24:22 main:574] : INFO : Epoch 1830 | loss: 0.0310009 | val_loss: 0.0312014 | Time: 1620.79 ms [2021-11-23 21:24:23 main:574] : INFO : Epoch 1831 | loss: 0.030998 | val_loss: 0.0312031 | Time: 1645.68 ms [2021-11-23 21:24:25 main:574] : INFO : Epoch 1832 | loss: 0.0309952 | val_loss: 0.0312052 | Time: 1616.06 ms [2021-11-23 21:24:26 main:574] : INFO : Epoch 1833 | loss: 0.0309855 | val_loss: 0.0312017 | Time: 1590.47 ms [2021-11-23 21:24:28 main:574] : INFO : Epoch 1834 | loss: 0.0309867 | val_loss: 0.0312291 | Time: 1604.15 ms [2021-11-23 21:24:30 main:574] : INFO : Epoch 1835 | loss: 0.0309885 | val_loss: 0.0312168 | Time: 1622.83 ms [2021-11-23 21:24:31 main:574] : INFO : Epoch 1836 | loss: 0.0309897 | val_loss: 0.0312484 | Time: 1665.14 ms [2021-11-23 21:24:33 main:574] : INFO : Epoch 1837 | loss: 0.0309831 | val_loss: 0.0312031 | Time: 1652.99 ms [2021-11-23 21:24:35 main:574] : INFO : Epoch 1838 | loss: 0.0309786 | val_loss: 0.0312041 | Time: 1666.46 ms [2021-11-23 21:24:36 main:574] : INFO : Epoch 1839 | loss: 0.0309839 | val_loss: 0.0312061 | Time: 1634.96 ms [2021-11-23 21:24:38 main:574] : INFO : Epoch 1840 | loss: 0.0309812 | val_loss: 0.0312255 | Time: 1605.54 ms [2021-11-23 21:24:39 main:574] : INFO : Epoch 1841 | loss: 0.0309789 | val_loss: 0.0312112 | Time: 1592.17 ms [2021-11-23 21:24:41 main:574] : INFO : Epoch 1842 | loss: 0.0309772 | val_loss: 0.031211 | Time: 1620.58 ms [2021-11-23 21:24:43 main:574] : INFO : Epoch 1843 | loss: 0.030975 | val_loss: 0.0312393 | Time: 1647.56 ms [2021-11-23 21:24:44 main:574] : INFO : Epoch 1844 | loss: 0.0309826 | val_loss: 0.031205 | Time: 1598.35 ms [2021-11-23 21:24:46 main:574] : INFO : Epoch 1845 | loss: 0.030997 | val_loss: 0.0312134 | Time: 1591.37 ms [2021-11-23 21:24:47 main:574] : INFO : Epoch 1846 | loss: 0.0309944 | val_loss: 0.0312174 | Time: 1584.29 ms [2021-11-23 21:24:49 main:574] : INFO : Epoch 1847 | loss: 0.0309803 | val_loss: 0.0312241 | Time: 1595.78 ms [2021-11-23 21:24:51 main:574] : INFO : Epoch 1848 | loss: 0.0309807 | val_loss: 0.0312166 | Time: 1633.97 ms [2021-11-23 21:24:52 main:574] : INFO : Epoch 1849 | loss: 0.0309843 | val_loss: 0.031213 | Time: 1580.39 ms [2021-11-23 21:24:54 main:574] : INFO : Epoch 1850 | loss: 0.0309797 | val_loss: 0.0312216 | Time: 1584.12 ms [2021-11-23 21:24:56 main:574] : INFO : Epoch 1851 | loss: 0.0309874 | val_loss: 0.0312082 | Time: 1595.46 ms [2021-11-23 21:24:57 main:574] : INFO : Epoch 1852 | loss: 0.0309801 | val_loss: 0.0312158 | Time: 1642.45 ms [2021-11-23 21:24:59 main:574] : INFO : Epoch 1853 | loss: 0.0309789 | val_loss: 0.0312237 | Time: 1646.87 ms [2021-11-23 21:25:01 main:574] : INFO : Epoch 1854 | loss: 0.0309826 | val_loss: 0.0311994 | Time: 1704.1 ms [2021-11-23 21:25:02 main:574] : INFO : Epoch 1855 | loss: 0.0309763 | val_loss: 0.0312419 | Time: 1669.34 ms [2021-11-23 21:25:04 main:574] : INFO : Epoch 1856 | loss: 0.03098 | val_loss: 0.0312263 | Time: 1635.36 ms [2021-11-23 21:25:05 main:574] : INFO : Epoch 1857 | loss: 0.0309781 | val_loss: 0.0312287 | Time: 1638.71 ms [2021-11-23 21:25:07 main:574] : INFO : Epoch 1858 | loss: 0.0310024 | val_loss: 0.0312209 | Time: 1599.81 ms [2021-11-23 21:25:09 main:574] : INFO : Epoch 1859 | loss: 0.0309928 | val_loss: 0.0312017 | Time: 1587.12 ms [2021-11-23 21:25:10 main:574] : INFO : Epoch 1860 | loss: 0.0309918 | val_loss: 0.031223 | Time: 1596.36 ms [2021-11-23 21:25:12 main:574] : INFO : Epoch 1861 | loss: 0.0309851 | val_loss: 0.0312111 | Time: 1640.39 ms [2021-11-23 21:25:14 main:574] : INFO : Epoch 1862 | loss: 0.03098 | val_loss: 0.0312069 | Time: 1625.04 ms [2021-11-23 21:25:15 main:574] : INFO : Epoch 1863 | loss: 0.0310053 | val_loss: 0.0312071 | Time: 1587.79 ms [2021-11-23 21:25:17 main:574] : INFO : Epoch 1864 | loss: 0.0310006 | val_loss: 0.0311953 | Time: 1606.64 ms [2021-11-23 21:25:18 main:574] : INFO : Epoch 1865 | loss: 0.0309901 | val_loss: 0.0312247 | Time: 1612.93 ms [2021-11-23 21:25:20 main:574] : INFO : Epoch 1866 | loss: 0.0309831 | val_loss: 0.0311975 | Time: 1617.11 ms [2021-11-23 21:25:22 main:574] : INFO : Epoch 1867 | loss: 0.0309853 | val_loss: 0.0312172 | Time: 1613.53 ms [2021-11-23 21:25:23 main:574] : INFO : Epoch 1868 | loss: 0.0309892 | val_loss: 0.0312123 | Time: 1587.6 ms [2021-11-23 21:25:25 main:574] : INFO : Epoch 1869 | loss: 0.0309933 | val_loss: 0.0312069 | Time: 1635.85 ms [2021-11-23 21:25:26 main:574] : INFO : Epoch 1870 | loss: 0.0309902 | val_loss: 0.0312228 | Time: 1590.34 ms [2021-11-23 21:25:28 main:574] : INFO : Epoch 1871 | loss: 0.0309911 | val_loss: 0.0312039 | Time: 1608.66 ms [2021-11-23 21:25:30 main:574] : INFO : Epoch 1872 | loss: 0.0309859 | val_loss: 0.0312193 | Time: 1635.99 ms [2021-11-23 21:25:31 main:574] : INFO : Epoch 1873 | loss: 0.0309847 | val_loss: 0.0312236 | Time: 1630.61 ms [2021-11-23 21:25:33 main:574] : INFO : Epoch 1874 | loss: 0.0309876 | val_loss: 0.0312019 | Time: 1607.25 ms [2021-11-23 21:25:34 main:574] : INFO : Epoch 1875 | loss: 0.0309822 | val_loss: 0.0312234 | Time: 1606.91 ms [2021-11-23 21:25:36 main:574] : INFO : Epoch 1876 | loss: 0.0309845 | val_loss: 0.0312084 | Time: 1598.26 ms [2021-11-23 21:25:38 main:574] : INFO : Epoch 1877 | loss: 0.0309858 | val_loss: 0.0312052 | Time: 1607.61 ms [2021-11-23 21:25:39 main:574] : INFO : Epoch 1878 | loss: 0.0309886 | val_loss: 0.0312168 | Time: 1574.77 ms [2021-11-23 21:25:41 main:574] : INFO : Epoch 1879 | loss: 0.0309912 | val_loss: 0.0312094 | Time: 1586.09 ms [2021-11-23 21:25:42 main:574] : INFO : Epoch 1880 | loss: 0.0310025 | val_loss: 0.0312239 | Time: 1623.9 ms [2021-11-23 21:25:44 main:574] : INFO : Epoch 1881 | loss: 0.0309917 | val_loss: 0.0312188 | Time: 1612.22 ms [2021-11-23 21:25:46 main:574] : INFO : Epoch 1882 | loss: 0.0309828 | val_loss: 0.0312137 | Time: 1581.8 ms [2021-11-23 21:25:47 main:574] : INFO : Epoch 1883 | loss: 0.0309823 | val_loss: 0.0312289 | Time: 1606.26 ms [2021-11-23 21:25:49 main:574] : INFO : Epoch 1884 | loss: 0.0309865 | val_loss: 0.0311976 | Time: 1622.08 ms [2021-11-23 21:25:51 main:574] : INFO : Epoch 1885 | loss: 0.0309828 | val_loss: 0.0312086 | Time: 1616.97 ms [2021-11-23 21:25:52 main:574] : INFO : Epoch 1886 | loss: 0.0309801 | val_loss: 0.0312136 | Time: 1611.53 ms [2021-11-23 21:25:54 main:574] : INFO : Epoch 1887 | loss: 0.0309885 | val_loss: 0.0312188 | Time: 1584.39 ms [2021-11-23 21:25:55 main:574] : INFO : Epoch 1888 | loss: 0.0309888 | val_loss: 0.0311968 | Time: 1623.12 ms [2021-11-23 21:25:57 main:574] : INFO : Epoch 1889 | loss: 0.0309869 | val_loss: 0.0312252 | Time: 1599.2 ms [2021-11-23 21:25:59 main:574] : INFO : Epoch 1890 | loss: 0.0309856 | val_loss: 0.0312152 | Time: 1564.14 ms [2021-11-23 21:26:00 main:574] : INFO : Epoch 1891 | loss: 0.0309802 | val_loss: 0.0312119 | Time: 1684.96 ms [2021-11-23 21:26:02 main:574] : INFO : Epoch 1892 | loss: 0.0309814 | val_loss: 0.0312338 | Time: 1655.83 ms [2021-11-23 21:26:04 main:574] : INFO : Epoch 1893 | loss: 0.0309782 | val_loss: 0.0312291 | Time: 1681.51 ms [2021-11-23 21:26:05 main:574] : INFO : Epoch 1894 | loss: 0.0309721 | val_loss: 0.0312302 | Time: 1626.58 ms [2021-11-23 21:26:07 main:574] : INFO : Epoch 1895 | loss: 0.03098 | val_loss: 0.031224 | Time: 1593.17 ms [2021-11-23 21:26:08 main:574] : INFO : Epoch 1896 | loss: 0.0309819 | val_loss: 0.03121 | Time: 1607.7 ms [2021-11-23 21:26:10 main:574] : INFO : Epoch 1897 | loss: 0.0309825 | val_loss: 0.0312354 | Time: 1625.18 ms [2021-11-23 21:26:12 main:574] : INFO : Epoch 1898 | loss: 0.0309901 | val_loss: 0.0312044 | Time: 1610.8 ms [2021-11-23 21:26:13 main:574] : INFO : Epoch 1899 | loss: 0.0309846 | val_loss: 0.0312096 | Time: 1572.65 ms [2021-11-23 21:26:15 main:574] : INFO : Epoch 1900 | loss: 0.0309919 | val_loss: 0.0312265 | Time: 1615.74 ms [2021-11-23 21:26:16 main:574] : INFO : Epoch 1901 | loss: 0.0309952 | val_loss: 0.0312223 | Time: 1619.59 ms [2021-11-23 21:26:18 main:574] : INFO : Epoch 1902 | loss: 0.0309936 | val_loss: 0.0311989 | Time: 1593.07 ms [2021-11-23 21:26:20 main:574] : INFO : Epoch 1903 | loss: 0.0309867 | val_loss: 0.0312112 | Time: 1576.84 ms [2021-11-23 21:26:21 main:574] : INFO : Epoch 1904 | loss: 0.030979 | val_loss: 0.0312303 | Time: 1634.94 ms [2021-11-23 21:26:23 main:574] : INFO : Epoch 1905 | loss: 0.0309894 | val_loss: 0.0312053 | Time: 1619.02 ms [2021-11-23 21:26:24 main:574] : INFO : Epoch 1906 | loss: 0.0310351 | val_loss: 0.0311961 | Time: 1607.37 ms [2021-11-23 21:26:26 main:574] : INFO : Epoch 1907 | loss: 0.0310183 | val_loss: 0.0312248 | Time: 1589.68 ms [2021-11-23 21:26:28 main:574] : INFO : Epoch 1908 | loss: 0.0310163 | val_loss: 0.0312265 | Time: 1608.61 ms [2021-11-23 21:26:29 main:574] : INFO : Epoch 1909 | loss: 0.030996 | val_loss: 0.0312149 | Time: 1648.42 ms [2021-11-23 21:26:31 main:574] : INFO : Epoch 1910 | loss: 0.0309979 | val_loss: 0.0312202 | Time: 1688.17 ms [2021-11-23 21:26:33 main:574] : INFO : Epoch 1911 | loss: 0.0309794 | val_loss: 0.0312103 | Time: 1635.76 ms [2021-11-23 21:26:34 main:574] : INFO : Epoch 1912 | loss: 0.030978 | val_loss: 0.0312356 | Time: 1678.65 ms [2021-11-23 21:26:36 main:574] : INFO : Epoch 1913 | loss: 0.0309794 | val_loss: 0.0312255 | Time: 1692.32 ms [2021-11-23 21:26:38 main:574] : INFO : Epoch 1914 | loss: 0.0309738 | val_loss: 0.0312026 | Time: 1607.81 ms [2021-11-23 21:26:39 main:574] : INFO : Epoch 1915 | loss: 0.0309713 | val_loss: 0.031223 | Time: 1612.75 ms [2021-11-23 21:26:41 main:574] : INFO : Epoch 1916 | loss: 0.0309843 | val_loss: 0.0312192 | Time: 1631.74 ms [2021-11-23 21:26:43 main:574] : INFO : Epoch 1917 | loss: 0.03098 | val_loss: 0.0312187 | Time: 1672.81 ms [2021-11-23 21:26:44 main:574] : INFO : Epoch 1918 | loss: 0.0309773 | val_loss: 0.0312232 | Time: 1586.44 ms [2021-11-23 21:26:46 main:574] : INFO : Epoch 1919 | loss: 0.0309816 | val_loss: 0.0312248 | Time: 1579.64 ms [2021-11-23 21:26:47 main:574] : INFO : Epoch 1920 | loss: 0.030978 | val_loss: 0.0312077 | Time: 1613.54 ms [2021-11-23 21:26:49 main:574] : INFO : Epoch 1921 | loss: 0.030976 | val_loss: 0.0312326 | Time: 1627.48 ms [2021-11-23 21:26:51 main:574] : INFO : Epoch 1922 | loss: 0.0309872 | val_loss: 0.0312069 | Time: 1630.86 ms [2021-11-23 21:26:52 main:574] : INFO : Epoch 1923 | loss: 0.0309839 | val_loss: 0.0312198 | Time: 1585.38 ms [2021-11-23 21:26:54 main:574] : INFO : Epoch 1924 | loss: 0.0309811 | val_loss: 0.0311972 | Time: 1596.08 ms [2021-11-23 21:26:55 main:574] : INFO : Epoch 1925 | loss: 0.0309791 | val_loss: 0.0312129 | Time: 1627.88 ms [2021-11-23 21:26:57 main:574] : INFO : Epoch 1926 | loss: 0.0309883 | val_loss: 0.0312181 | Time: 1598.12 ms [2021-11-23 21:26:59 main:574] : INFO : Epoch 1927 | loss: 0.0309889 | val_loss: 0.0312301 | Time: 1593.11 ms [2021-11-23 21:27:00 main:574] : INFO : Epoch 1928 | loss: 0.0309898 | val_loss: 0.0312181 | Time: 1679.15 ms [2021-11-23 21:27:02 main:574] : INFO : Epoch 1929 | loss: 0.0309834 | val_loss: 0.0312222 | Time: 1693.77 ms [2021-11-23 21:27:04 main:574] : INFO : Epoch 1930 | loss: 0.0309908 | val_loss: 0.0312073 | Time: 1663.61 ms [2021-11-23 21:27:05 main:574] : INFO : Epoch 1931 | loss: 0.0310015 | val_loss: 0.0312141 | Time: 1612.94 ms [2021-11-23 21:27:07 main:574] : INFO : Epoch 1932 | loss: 0.0309852 | val_loss: 0.0312018 | Time: 1605.04 ms [2021-11-23 21:27:09 main:574] : INFO : Epoch 1933 | loss: 0.0309803 | val_loss: 0.0312126 | Time: 1655.52 ms [2021-11-23 21:27:10 main:574] : INFO : Epoch 1934 | loss: 0.0309754 | val_loss: 0.0312207 | Time: 1604.46 ms [2021-11-23 21:27:12 main:574] : INFO : Epoch 1935 | loss: 0.0309727 | val_loss: 0.0311991 | Time: 1597.54 ms [2021-11-23 21:27:13 main:574] : INFO : Epoch 1936 | loss: 0.0309855 | val_loss: 0.0312032 | Time: 1633.3 ms [2021-11-23 21:27:15 main:574] : INFO : Epoch 1937 | loss: 0.0310004 | val_loss: 0.0311986 | Time: 1632.55 ms [2021-11-23 21:27:17 main:574] : INFO : Epoch 1938 | loss: 0.0309903 | val_loss: 0.0312128 | Time: 1659.11 ms [2021-11-23 21:27:18 main:574] : INFO : Epoch 1939 | loss: 0.0309798 | val_loss: 0.0312124 | Time: 1619.28 ms [2021-11-23 21:27:20 main:574] : INFO : Epoch 1940 | loss: 0.0309828 | val_loss: 0.031226 | Time: 1620.99 ms [2021-11-23 21:27:22 main:574] : INFO : Epoch 1941 | loss: 0.0309803 | val_loss: 0.0312129 | Time: 1617.76 ms [2021-11-23 21:27:23 main:574] : INFO : Epoch 1942 | loss: 0.0309862 | val_loss: 0.0312089 | Time: 1628.98 ms [2021-11-23 21:27:25 main:574] : INFO : Epoch 1943 | loss: 0.0309874 | val_loss: 0.0312243 | Time: 1627.77 ms [2021-11-23 21:27:26 main:574] : INFO : Epoch 1944 | loss: 0.0309812 | val_loss: 0.0312142 | Time: 1600.51 ms [2021-11-23 21:27:28 main:574] : INFO : Epoch 1945 | loss: 0.030987 | val_loss: 0.0312198 | Time: 1624.54 ms [2021-11-23 21:27:30 main:574] : INFO : Epoch 1946 | loss: 0.0309982 | val_loss: 0.0311993 | Time: 1656.12 ms [2021-11-23 21:27:31 main:574] : INFO : Epoch 1947 | loss: 0.030998 | val_loss: 0.0312184 | Time: 1654.32 ms [2021-11-23 21:27:33 main:574] : INFO : Epoch 1948 | loss: 0.0309901 | val_loss: 0.0312223 | Time: 1658.72 ms [2021-11-23 21:27:35 main:574] : INFO : Epoch 1949 | loss: 0.0309866 | val_loss: 0.0312284 | Time: 1676.66 ms [2021-11-23 21:27:36 main:574] : INFO : Epoch 1950 | loss: 0.0309972 | val_loss: 0.0312057 | Time: 1625.72 ms [2021-11-23 21:27:38 main:574] : INFO : Epoch 1951 | loss: 0.0309972 | val_loss: 0.0312149 | Time: 1617.81 ms [2021-11-23 21:27:40 main:574] : INFO : Epoch 1952 | loss: 0.0309849 | val_loss: 0.0312217 | Time: 1617.04 ms [2021-11-23 21:27:41 main:574] : INFO : Epoch 1953 | loss: 0.0309842 | val_loss: 0.031219 | Time: 1680.51 ms [2021-11-23 21:27:43 main:574] : INFO : Epoch 1954 | loss: 0.0309797 | val_loss: 0.0312161 | Time: 1654.1 ms [2021-11-23 21:27:45 main:574] : INFO : Epoch 1955 | loss: 0.0309779 | val_loss: 0.0312121 | Time: 1601.1 ms [2021-11-23 21:27:46 main:574] : INFO : Epoch 1956 | loss: 0.0309856 | val_loss: 0.0312211 | Time: 1666.05 ms [2021-11-23 21:27:48 main:574] : INFO : Epoch 1957 | loss: 0.0309853 | val_loss: 0.0312143 | Time: 1670.34 ms [2021-11-23 21:27:50 main:574] : INFO : Epoch 1958 | loss: 0.0309832 | val_loss: 0.0312215 | Time: 1679.13 ms [2021-11-23 21:27:51 main:574] : INFO : Epoch 1959 | loss: 0.0309801 | val_loss: 0.0312247 | Time: 1641.17 ms [2021-11-23 21:27:53 main:574] : INFO : Epoch 1960 | loss: 0.0309809 | val_loss: 0.0312098 | Time: 1591.42 ms [2021-11-23 21:27:54 main:574] : INFO : Epoch 1961 | loss: 0.0309786 | val_loss: 0.0312352 | Time: 1625.84 ms [2021-11-23 21:27:56 main:574] : INFO : Epoch 1962 | loss: 0.0309893 | val_loss: 0.0312054 | Time: 1636.01 ms [2021-11-23 21:27:58 main:574] : INFO : Epoch 1963 | loss: 0.0310005 | val_loss: 0.0312109 | Time: 1596.33 ms [2021-11-23 21:27:59 main:574] : INFO : Epoch 1964 | loss: 0.0309876 | val_loss: 0.03121 | Time: 1613.69 ms [2021-11-23 21:28:01 main:574] : INFO : Epoch 1965 | loss: 0.0309974 | val_loss: 0.031211 | Time: 1703.21 ms [2021-11-23 21:28:03 main:574] : INFO : Epoch 1966 | loss: 0.0309978 | val_loss: 0.0312053 | Time: 1671.11 ms [2021-11-23 21:28:04 main:574] : INFO : Epoch 1967 | loss: 0.0309829 | val_loss: 0.0312094 | Time: 1641.84 ms [2021-11-23 21:28:06 main:574] : INFO : Epoch 1968 | loss: 0.0310082 | val_loss: 0.0312205 | Time: 1616.15 ms [2021-11-23 21:28:08 main:574] : INFO : Epoch 1969 | loss: 0.0310009 | val_loss: 0.0312118 | Time: 1627.43 ms [2021-11-23 21:28:09 main:574] : INFO : Epoch 1970 | loss: 0.0309869 | val_loss: 0.0312125 | Time: 1633.75 ms [2021-11-23 21:28:11 main:574] : INFO : Epoch 1971 | loss: 0.0309821 | val_loss: 0.0312099 | Time: 1631.71 ms [2021-11-23 21:28:12 main:574] : INFO : Epoch 1972 | loss: 0.0309801 | val_loss: 0.0312209 | Time: 1609.89 ms [2021-11-23 21:28:14 main:574] : INFO : Epoch 1973 | loss: 0.0309836 | val_loss: 0.031218 | Time: 1642.67 ms [2021-11-23 21:28:16 main:574] : INFO : Epoch 1974 | loss: 0.0309831 | val_loss: 0.0312082 | Time: 1611.98 ms [2021-11-23 21:28:17 main:574] : INFO : Epoch 1975 | loss: 0.0309835 | val_loss: 0.031229 | Time: 1598.33 ms [2021-11-23 21:28:19 main:574] : INFO : Epoch 1976 | loss: 0.0309853 | val_loss: 0.0312398 | Time: 1608.36 ms [2021-11-23 21:28:21 main:574] : INFO : Epoch 1977 | loss: 0.0309804 | val_loss: 0.0312245 | Time: 1633.3 ms [2021-11-23 21:28:22 main:574] : INFO : Epoch 1978 | loss: 0.0309768 | val_loss: 0.0312095 | Time: 1596 ms [2021-11-23 21:28:24 main:574] : INFO : Epoch 1979 | loss: 0.0309802 | val_loss: 0.0312173 | Time: 1624.15 ms [2021-11-23 21:28:25 main:574] : INFO : Epoch 1980 | loss: 0.0309776 | val_loss: 0.0312228 | Time: 1619.15 ms [2021-11-23 21:28:27 main:574] : INFO : Epoch 1981 | loss: 0.0309839 | val_loss: 0.0312284 | Time: 1654.55 ms [2021-11-23 21:28:29 main:574] : INFO : Epoch 1982 | loss: 0.0309839 | val_loss: 0.031235 | Time: 1608.15 ms [2021-11-23 21:28:30 main:574] : INFO : Epoch 1983 | loss: 0.0309768 | val_loss: 0.0312121 | Time: 1676.7 ms [2021-11-23 21:28:32 main:574] : INFO : Epoch 1984 | loss: 0.0309728 | val_loss: 0.0312159 | Time: 1659.03 ms [2021-11-23 21:28:34 main:574] : INFO : Epoch 1985 | loss: 0.030979 | val_loss: 0.03122 | Time: 1680.05 ms [2021-11-23 21:28:35 main:574] : INFO : Epoch 1986 | loss: 0.0309878 | val_loss: 0.0312145 | Time: 1660.65 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1660 SUPER) [2021-11-23 21:31:49 main:435] : INFO : Set logging level to 1 [2021-11-23 21:31:49 main:441] : INFO : Running in BOINC Client mode [2021-11-23 21:31:49 main:444] : INFO : Resolving all filenames [2021-11-23 21:31:49 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-11-23 21:31:49 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726205-14261-0_0_r1936788084_1 (exists = 1) [2021-11-23 21:31:49 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726205-14261-0_0_r1936788084_0 (exists = 0) [2021-11-23 21:31:49 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-11-23 21:31:49 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-11-23 21:31:49 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-11-23 21:31:49 main:474] : INFO : Configuration: [2021-11-23 21:31:49 main:475] : INFO : Model type: GRU [2021-11-23 21:31:49 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-11-23 21:31:49 main:477] : INFO : Max Epochs: 2048 [2021-11-23 21:31:49 main:478] : INFO : Batch Size: 128 [2021-11-23 21:31:49 main:479] : INFO : Learning Rate: 0.01 [2021-11-23 21:31:49 main:480] : INFO : Patience: 10 [2021-11-23 21:31:49 main:481] : INFO : Hidden Width: 12 [2021-11-23 21:31:49 main:482] : INFO : # Recurrent Layers: 4 [2021-11-23 21:31:49 main:483] : INFO : # Backend Layers: 4 [2021-11-23 21:31:49 main:484] : INFO : # Threads: 1 [2021-11-23 21:31:49 main:486] : INFO : Preparing Dataset [2021-11-23 21:31:49 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-23 21:31:49 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-23 21:31:51 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-11-23 21:31:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-23 21:31:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-23 21:31:51 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-11-23 21:31:51 main:494] : INFO : Creating Model [2021-11-23 21:31:51 main:507] : INFO : Preparing config file [2021-11-23 21:31:51 main:511] : INFO : Found checkpoint, attempting to load... [2021-11-23 21:31:51 main:512] : INFO : Loading config [2021-11-23 21:31:51 main:514] : INFO : Loading state [2021-11-23 21:31:52 main:559] : INFO : Loading DataLoader into Memory [2021-11-23 21:31:52 main:562] : INFO : Starting Training [2021-11-23 21:31:53 main:574] : INFO : Epoch 1906 | loss: 0.0310635 | val_loss: 0.0312021 | Time: 1729.69 ms [2021-11-23 21:31:55 main:574] : INFO : Epoch 1907 | loss: 0.0310218 | val_loss: 0.0312061 | Time: 1439.4 ms [2021-11-23 21:31:56 main:574] : INFO : Epoch 1908 | loss: 0.0310016 | val_loss: 0.0312014 | Time: 1445.97 ms [2021-11-23 21:31:58 main:574] : INFO : Epoch 1909 | loss: 0.0310104 | val_loss: 0.0312022 | Time: 1474.09 ms [2021-11-23 21:31:59 main:574] : INFO : Epoch 1910 | loss: 0.031 | val_loss: 0.0312177 | Time: 1497.9 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1660 SUPER) [2021-11-24 13:50:52 main:435] : INFO : Set logging level to 1 [2021-11-24 13:50:52 main:441] : INFO : Running in BOINC Client mode [2021-11-24 13:50:52 main:444] : INFO : Resolving all filenames [2021-11-24 13:50:52 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-11-24 13:50:52 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726205-14261-0_0_r1936788084_1 (exists = 1) [2021-11-24 13:50:52 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726205-14261-0_0_r1936788084_0 (exists = 0) [2021-11-24 13:50:52 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-11-24 13:50:52 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-11-24 13:50:52 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-11-24 13:50:52 main:474] : INFO : Configuration: [2021-11-24 13:50:52 main:475] : INFO : Model type: GRU [2021-11-24 13:50:52 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-11-24 13:50:52 main:477] : INFO : Max Epochs: 2048 [2021-11-24 13:50:52 main:478] : INFO : Batch Size: 128 [2021-11-24 13:50:52 main:479] : INFO : Learning Rate: 0.01 [2021-11-24 13:50:52 main:480] : INFO : Patience: 10 [2021-11-24 13:50:52 main:481] : INFO : Hidden Width: 12 [2021-11-24 13:50:52 main:482] : INFO : # Recurrent Layers: 4 [2021-11-24 13:50:52 main:483] : INFO : # Backend Layers: 4 [2021-11-24 13:50:52 main:484] : INFO : # Threads: 1 [2021-11-24 13:50:52 main:486] : INFO : Preparing Dataset [2021-11-24 13:50:52 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-24 13:50:52 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-24 13:50:54 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-11-24 13:50:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-24 13:50:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-24 13:50:54 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-11-24 13:50:54 main:494] : INFO : Creating Model [2021-11-24 13:50:54 main:507] : INFO : Preparing config file [2021-11-24 13:50:54 main:511] : INFO : Found checkpoint, attempting to load... [2021-11-24 13:50:54 main:512] : INFO : Loading config [2021-11-24 13:50:54 main:514] : INFO : Loading state Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1660 SUPER) [2021-11-24 14:01:18 main:435] : INFO : Set logging level to 1 [2021-11-24 14:01:18 main:441] : INFO : Running in BOINC Client mode [2021-11-24 14:01:18 main:444] : INFO : Resolving all filenames [2021-11-24 14:01:18 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-11-24 14:01:18 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726205-14261-0_0_r1936788084_1 (exists = 1) [2021-11-24 14:01:18 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726205-14261-0_0_r1936788084_0 (exists = 0) [2021-11-24 14:01:18 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-11-24 14:01:18 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-11-24 14:01:18 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-11-24 14:01:18 main:474] : INFO : Configuration: [2021-11-24 14:01:18 main:475] : INFO : Model type: GRU [2021-11-24 14:01:18 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-11-24 14:01:18 main:477] : INFO : Max Epochs: 2048 [2021-11-24 14:01:18 main:478] : INFO : Batch Size: 128 [2021-11-24 14:01:18 main:479] : INFO : Learning Rate: 0.01 [2021-11-24 14:01:18 main:480] : INFO : Patience: 10 [2021-11-24 14:01:18 main:481] : INFO : Hidden Width: 12 [2021-11-24 14:01:18 main:482] : INFO : # Recurrent Layers: 4 [2021-11-24 14:01:18 main:483] : INFO : # Backend Layers: 4 [2021-11-24 14:01:18 main:484] : INFO : # Threads: 1 [2021-11-24 14:01:19 main:486] : INFO : Preparing Dataset [2021-11-24 14:01:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-24 14:01:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-24 14:01:20 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-11-24 14:01:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-24 14:01:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-24 14:01:20 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-11-24 14:01:20 main:494] : INFO : Creating Model [2021-11-24 14:01:20 main:507] : INFO : Preparing config file [2021-11-24 14:01:20 main:511] : INFO : Found checkpoint, attempting to load... [2021-11-24 14:01:20 main:512] : INFO : Loading config [2021-11-24 14:01:20 main:514] : INFO : Loading state [2021-11-24 14:01:21 main:559] : INFO : Loading DataLoader into Memory [2021-11-24 14:01:21 main:562] : INFO : Starting Training [2021-11-24 14:01:23 main:574] : INFO : Epoch 1906 | loss: 0.0310854 | val_loss: 0.0311885 | Time: 1932.7 ms [2021-11-24 14:01:24 main:574] : INFO : Epoch 1907 | loss: 0.031022 | val_loss: 0.0312055 | Time: 1308.3 ms [2021-11-24 14:01:26 main:574] : INFO : Epoch 1908 | loss: 0.0310032 | val_loss: 0.0312054 | Time: 1326.21 ms [2021-11-24 14:01:27 main:574] : INFO : Epoch 1909 | loss: 0.0309916 | val_loss: 0.0312113 | Time: 1342.13 ms [2021-11-24 14:01:28 main:574] : INFO : Epoch 1910 | loss: 0.0309988 | val_loss: 0.0312095 | Time: 1332.74 ms [2021-11-24 14:01:30 main:574] : INFO : Epoch 1911 | loss: 0.0309979 | val_loss: 0.031201 | Time: 1364.54 ms [2021-11-24 14:01:31 main:574] : INFO : Epoch 1912 | loss: 0.0309911 | val_loss: 0.0312197 | Time: 1329.94 ms [2021-11-24 14:01:32 main:574] : INFO : Epoch 1913 | loss: 0.0309885 | val_loss: 0.0312133 | Time: 1340.97 ms [2021-11-24 14:01:34 main:574] : INFO : Epoch 1914 | loss: 0.0309776 | val_loss: 0.0312292 | Time: 1317.61 ms [2021-11-24 14:01:35 main:574] : INFO : Epoch 1915 | loss: 0.0309822 | val_loss: 0.0312348 | Time: 1357.33 ms [2021-11-24 14:01:36 main:574] : INFO : Epoch 1916 | loss: 0.030988 | val_loss: 0.031215 | Time: 1331.43 ms [2021-11-24 14:01:38 main:574] : INFO : Epoch 1917 | loss: 0.0309907 | val_loss: 0.0311967 | Time: 1338.4 ms [2021-11-24 14:01:39 main:574] : INFO : Epoch 1918 | loss: 0.030995 | val_loss: 0.031231 | Time: 1342.75 ms [2021-11-24 14:01:40 main:574] : INFO : Epoch 1919 | loss: 0.0309872 | val_loss: 0.0312112 | Time: 1337.48 ms [2021-11-24 14:01:42 main:574] : INFO : Epoch 1920 | loss: 0.0309844 | val_loss: 0.0312153 | Time: 1345.38 ms [2021-11-24 14:01:43 main:574] : INFO : Epoch 1921 | loss: 0.0309778 | val_loss: 0.0312209 | Time: 1316.83 ms [2021-11-24 14:01:44 main:574] : INFO : Epoch 1922 | loss: 0.0309734 | val_loss: 0.0312382 | Time: 1301.78 ms [2021-11-24 14:01:46 main:574] : INFO : Epoch 1923 | loss: 0.0309779 | val_loss: 0.0312117 | Time: 1313.51 ms [2021-11-24 14:01:47 main:574] : INFO : Epoch 1924 | loss: 0.0309847 | val_loss: 0.0312194 | Time: 1349.14 ms [2021-11-24 14:01:48 main:574] : INFO : Epoch 1925 | loss: 0.0309896 | val_loss: 0.0311953 | Time: 1364.8 ms [2021-11-24 14:01:50 main:574] : INFO : Epoch 1926 | loss: 0.0309871 | val_loss: 0.031219 | Time: 1348.84 ms [2021-11-24 14:01:51 main:574] : INFO : Epoch 1927 | loss: 0.0309838 | val_loss: 0.0312091 | Time: 1321.2 ms [2021-11-24 14:01:52 main:574] : INFO : Epoch 1928 | loss: 0.0309822 | val_loss: 0.0312229 | Time: 1320.61 ms [2021-11-24 14:01:54 main:574] : INFO : Epoch 1929 | loss: 0.0309856 | val_loss: 0.0312051 | Time: 1324.81 ms [2021-11-24 14:01:55 main:574] : INFO : Epoch 1930 | loss: 0.0309882 | val_loss: 0.0312165 | Time: 1323.03 ms [2021-11-24 14:01:56 main:574] : INFO : Epoch 1931 | loss: 0.0309816 | val_loss: 0.031218 | Time: 1345.54 ms [2021-11-24 14:01:58 main:574] : INFO : Epoch 1932 | loss: 0.0309876 | val_loss: 0.0312193 | Time: 1379.18 ms [2021-11-24 14:01:59 main:574] : INFO : Epoch 1933 | loss: 0.0309909 | val_loss: 0.031223 | Time: 1367.69 ms [2021-11-24 14:02:01 main:574] : INFO : Epoch 1934 | loss: 0.0309797 | val_loss: 0.0312239 | Time: 1365.7 ms [2021-11-24 14:02:02 main:574] : INFO : Epoch 1935 | loss: 0.0309986 | val_loss: 0.0312167 | Time: 1347.01 ms [2021-11-24 14:02:03 main:574] : INFO : Epoch 1936 | loss: 0.030996 | val_loss: 0.0312121 | Time: 1330.88 ms [2021-11-24 14:02:05 main:574] : INFO : Epoch 1937 | loss: 0.0309917 | val_loss: 0.031191 | Time: 1359.92 ms [2021-11-24 14:02:06 main:574] : INFO : Epoch 1938 | loss: 0.0309803 | val_loss: 0.0312397 | Time: 1360.62 ms [2021-11-24 14:02:07 main:574] : INFO : Epoch 1939 | loss: 0.0309858 | val_loss: 0.0312265 | Time: 1347.35 ms [2021-11-24 14:02:09 main:574] : INFO : Epoch 1940 | loss: 0.0309922 | val_loss: 0.0312236 | Time: 1317.22 ms [2021-11-24 14:02:10 main:574] : INFO : Epoch 1941 | loss: 0.0309981 | val_loss: 0.0312097 | Time: 1320.58 ms [2021-11-24 14:02:11 main:574] : INFO : Epoch 1942 | loss: 0.0309818 | val_loss: 0.0312068 | Time: 1316.17 ms [2021-11-24 14:02:13 main:574] : INFO : Epoch 1943 | loss: 0.0309966 | val_loss: 0.0312089 | Time: 1347.17 ms [2021-11-24 14:02:14 main:574] : INFO : Epoch 1944 | loss: 0.0309894 | val_loss: 0.0312117 | Time: 1322.19 ms [2021-11-24 14:02:15 main:574] : INFO : Epoch 1945 | loss: 0.0309854 | val_loss: 0.0311944 | Time: 1344.03 ms [2021-11-24 14:02:17 main:574] : INFO : Epoch 1946 | loss: 0.0309843 | val_loss: 0.0312249 | Time: 1307.64 ms [2021-11-24 14:02:18 main:574] : INFO : Epoch 1947 | loss: 0.0309792 | val_loss: 0.031219 | Time: 1396.34 ms [2021-11-24 14:02:20 main:574] : INFO : Epoch 1948 | loss: 0.0309787 | val_loss: 0.0312423 | Time: 1889.88 ms [2021-11-24 14:02:22 main:574] : INFO : Epoch 1949 | loss: 0.0309845 | val_loss: 0.0312262 | Time: 1655.96 ms [2021-11-24 14:02:23 main:574] : INFO : Epoch 1950 | loss: 0.0309891 | val_loss: 0.0312151 | Time: 1611.18 ms [2021-11-24 14:02:25 main:574] : INFO : Epoch 1951 | loss: 0.0309903 | val_loss: 0.0311982 | Time: 1712.99 ms [2021-11-24 14:02:27 main:574] : INFO : Epoch 1952 | loss: 0.0309934 | val_loss: 0.0312013 | Time: 1682.16 ms [2021-11-24 14:02:28 main:574] : INFO : Epoch 1953 | loss: 0.0309928 | val_loss: 0.0312038 | Time: 1662 ms [2021-11-24 14:02:30 main:574] : INFO : Epoch 1954 | loss: 0.0309979 | val_loss: 0.031228 | Time: 1571.26 ms [2021-11-24 14:02:32 main:574] : INFO : Epoch 1955 | loss: 0.0309857 | val_loss: 0.0312288 | Time: 1683.96 ms [2021-11-24 14:02:33 main:574] : INFO : Epoch 1956 | loss: 0.0309797 | val_loss: 0.0312178 | Time: 1657.12 ms [2021-11-24 14:02:37 main:574] : INFO : Epoch 1957 | loss: 0.0309817 | val_loss: 0.0312205 | Time: 1670.64 ms [2021-11-24 14:02:38 main:574] : INFO : Epoch 1958 | loss: 0.0309801 | val_loss: 0.031232 | Time: 1681.08 ms [2021-11-24 14:02:40 main:574] : INFO : Epoch 1959 | loss: 0.0309887 | val_loss: 0.0312037 | Time: 1604.24 ms [2021-11-24 14:02:42 main:574] : INFO : Epoch 1960 | loss: 0.0310023 | val_loss: 0.0311984 | Time: 1547.47 ms [2021-11-24 14:02:43 main:574] : INFO : Epoch 1961 | loss: 0.0310011 | val_loss: 0.0312149 | Time: 1550.7 ms [2021-11-24 14:02:45 main:574] : INFO : Epoch 1962 | loss: 0.0309843 | val_loss: 0.0312148 | Time: 1555.03 ms [2021-11-24 14:02:46 main:574] : INFO : Epoch 1963 | loss: 0.0309736 | val_loss: 0.0312172 | Time: 1573.46 ms [2021-11-24 14:02:48 main:574] : INFO : Epoch 1964 | loss: 0.0309809 | val_loss: 0.0312051 | Time: 1562.66 ms [2021-11-24 14:02:49 main:574] : INFO : Epoch 1965 | loss: 0.0309823 | val_loss: 0.0312257 | Time: 1569.4 ms [2021-11-24 14:02:51 main:574] : INFO : Epoch 1966 | loss: 0.030989 | val_loss: 0.0312019 | Time: 1547.4 ms [2021-11-24 14:02:53 main:574] : INFO : Epoch 1967 | loss: 0.030982 | val_loss: 0.0312143 | Time: 1585.14 ms [2021-11-24 14:02:54 main:574] : INFO : Epoch 1968 | loss: 0.03099 | val_loss: 0.0312053 | Time: 1545.54 ms [2021-11-24 14:02:56 main:574] : INFO : Epoch 1969 | loss: 0.0309882 | val_loss: 0.0312114 | Time: 1571.95 ms [2021-11-24 14:02:57 main:574] : INFO : Epoch 1970 | loss: 0.0309795 | val_loss: 0.0312235 | Time: 1542.09 ms [2021-11-24 14:02:59 main:574] : INFO : Epoch 1971 | loss: 0.0309742 | val_loss: 0.0312146 | Time: 1563.73 ms [2021-11-24 14:03:00 main:574] : INFO : Epoch 1972 | loss: 0.0309802 | val_loss: 0.0312213 | Time: 1578.46 ms [2021-11-24 14:03:02 main:574] : INFO : Epoch 1973 | loss: 0.0309852 | val_loss: 0.0312105 | Time: 1567.71 ms [2021-11-24 14:03:03 main:574] : INFO : Epoch 1974 | loss: 0.0309786 | val_loss: 0.0312187 | Time: 1552.92 ms [2021-11-24 14:03:05 main:574] : INFO : Epoch 1975 | loss: 0.030984 | val_loss: 0.0312016 | Time: 1577.83 ms [2021-11-24 14:03:07 main:574] : INFO : Epoch 1976 | loss: 0.0310128 | val_loss: 0.0312043 | Time: 1563.93 ms [2021-11-24 14:03:08 main:574] : INFO : Epoch 1977 | loss: 0.0310004 | val_loss: 0.0312078 | Time: 1542.96 ms [2021-11-24 14:03:10 main:574] : INFO : Epoch 1978 | loss: 0.0309826 | val_loss: 0.0312008 | Time: 1567.64 ms [2021-11-24 14:03:11 main:574] : INFO : Epoch 1979 | loss: 0.030987 | val_loss: 0.0312095 | Time: 1551.2 ms [2021-11-24 14:03:13 main:574] : INFO : Epoch 1980 | loss: 0.0309796 | val_loss: 0.0312137 | Time: 1575.28 ms [2021-11-24 14:03:14 main:574] : INFO : Epoch 1981 | loss: 0.0309895 | val_loss: 0.0312014 | Time: 1563.73 ms [2021-11-24 14:03:16 main:574] : INFO : Epoch 1982 | loss: 0.0309799 | val_loss: 0.0312182 | Time: 1565.94 ms [2021-11-24 14:03:18 main:574] : INFO : Epoch 1983 | loss: 0.0309767 | val_loss: 0.0312385 | Time: 1556.93 ms [2021-11-24 14:03:19 main:574] : INFO : Epoch 1984 | loss: 0.0309864 | val_loss: 0.0312063 | Time: 1584.55 ms [2021-11-24 14:03:21 main:574] : INFO : Epoch 1985 | loss: 0.0309797 | val_loss: 0.0312156 | Time: 1546.23 ms [2021-11-24 14:03:22 main:574] : INFO : Epoch 1986 | loss: 0.0309831 | val_loss: 0.0312207 | Time: 1536.18 ms [2021-11-24 14:03:24 main:574] : INFO : Epoch 1987 | loss: 0.0309752 | val_loss: 0.0312164 | Time: 1568.56 ms [2021-11-24 14:03:25 main:574] : INFO : Epoch 1988 | loss: 0.0309813 | val_loss: 0.0312132 | Time: 1544.69 ms [2021-11-24 14:03:27 main:574] : INFO : Epoch 1989 | loss: 0.0309708 | val_loss: 0.0312173 | Time: 1552.51 ms [2021-11-24 14:03:28 main:574] : INFO : Epoch 1990 | loss: 0.0309773 | val_loss: 0.0312094 | Time: 1563.43 ms [2021-11-24 14:03:30 main:574] : INFO : Epoch 1991 | loss: 0.0309782 | val_loss: 0.0312281 | Time: 1577.98 ms [2021-11-24 14:03:32 main:574] : INFO : Epoch 1992 | loss: 0.0309847 | val_loss: 0.0312111 | Time: 1569.45 ms [2021-11-24 14:03:33 main:574] : INFO : Epoch 1993 | loss: 0.0309806 | val_loss: 0.0312241 | Time: 1564.76 ms [2021-11-24 14:03:35 main:574] : INFO : Epoch 1994 | loss: 0.0309764 | val_loss: 0.0312069 | Time: 1572.43 ms [2021-11-24 14:03:36 main:574] : INFO : Epoch 1995 | loss: 0.0309788 | val_loss: 0.0312277 | Time: 1563.87 ms [2021-11-24 14:03:38 main:574] : INFO : Epoch 1996 | loss: 0.0309743 | val_loss: 0.0312252 | Time: 1569.09 ms [2021-11-24 14:03:39 main:574] : INFO : Epoch 1997 | loss: 0.0309892 | val_loss: 0.0312209 | Time: 1552.27 ms [2021-11-24 14:03:41 main:574] : INFO : Epoch 1998 | loss: 0.0309755 | val_loss: 0.0312113 | Time: 1556.86 ms [2021-11-24 14:03:43 main:574] : INFO : Epoch 1999 | loss: 0.0309773 | val_loss: 0.0312283 | Time: 1557.13 ms [2021-11-24 14:03:44 main:574] : INFO : Epoch 2000 | loss: 0.0309847 | val_loss: 0.0312168 | Time: 1556.75 ms [2021-11-24 14:03:46 main:574] : INFO : Epoch 2001 | loss: 0.0309832 | val_loss: 0.0312197 | Time: 1572.09 ms [2021-11-24 14:03:47 main:574] : INFO : Epoch 2002 | loss: 0.030985 | val_loss: 0.0312262 | Time: 1564.11 ms [2021-11-24 14:03:49 main:574] : INFO : Epoch 2003 | loss: 0.0309833 | val_loss: 0.0312152 | Time: 1559.99 ms [2021-11-24 14:03:50 main:574] : INFO : Epoch 2004 | loss: 0.0309899 | val_loss: 0.0311921 | Time: 1563.07 ms [2021-11-24 14:03:52 main:574] : INFO : Epoch 2005 | loss: 0.0309912 | val_loss: 0.0312198 | Time: 1556.17 ms [2021-11-24 14:03:54 main:574] : INFO : Epoch 2006 | loss: 0.0309942 | val_loss: 0.0311959 | Time: 1571.57 ms [2021-11-24 14:03:55 main:574] : INFO : Epoch 2007 | loss: 0.0309855 | val_loss: 0.0312182 | Time: 1561.89 ms [2021-11-24 14:03:57 main:574] : INFO : Epoch 2008 | loss: 0.0309877 | val_loss: 0.0312271 | Time: 1559.98 ms [2021-11-24 14:03:58 main:574] : INFO : Epoch 2009 | loss: 0.0309882 | val_loss: 0.0312103 | Time: 1594.86 ms [2021-11-24 14:04:00 main:574] : INFO : Epoch 2010 | loss: 0.0309756 | val_loss: 0.0312381 | Time: 1582.17 ms [2021-11-24 14:04:01 main:574] : INFO : Epoch 2011 | loss: 0.030973 | val_loss: 0.0312504 | Time: 1562.14 ms [2021-11-24 14:04:03 main:574] : INFO : Epoch 2012 | loss: 0.0309859 | val_loss: 0.0312203 | Time: 1557.33 ms [2021-11-24 14:04:05 main:574] : INFO : Epoch 2013 | loss: 0.0309833 | val_loss: 0.0312273 | Time: 1571.94 ms [2021-11-24 14:04:06 main:574] : INFO : Epoch 2014 | loss: 0.0309764 | val_loss: 0.0312383 | Time: 1569.23 ms [2021-11-24 14:04:08 main:574] : INFO : Epoch 2015 | loss: 0.0309986 | val_loss: 0.0312219 | Time: 1561.59 ms [2021-11-24 14:04:09 main:574] : INFO : Epoch 2016 | loss: 0.0310082 | val_loss: 0.0312409 | Time: 1550.73 ms [2021-11-24 14:04:11 main:574] : INFO : Epoch 2017 | loss: 0.0309956 | val_loss: 0.0312054 | Time: 1556.94 ms [2021-11-24 14:04:12 main:574] : INFO : Epoch 2018 | loss: 0.0309928 | val_loss: 0.0312001 | Time: 1543.54 ms [2021-11-24 14:04:14 main:574] : INFO : Epoch 2019 | loss: 0.0309795 | val_loss: 0.0312175 | Time: 1577.93 ms [2021-11-24 14:04:15 main:574] : INFO : Epoch 2020 | loss: 0.0309781 | val_loss: 0.0312203 | Time: 1544.39 ms [2021-11-24 14:04:17 main:574] : INFO : Epoch 2021 | loss: 0.030979 | val_loss: 0.0312136 | Time: 1560.25 ms [2021-11-24 14:04:19 main:574] : INFO : Epoch 2022 | loss: 0.0309957 | val_loss: 0.0312142 | Time: 1536.58 ms [2021-11-24 14:04:20 main:574] : INFO : Epoch 2023 | loss: 0.0309865 | val_loss: 0.0312152 | Time: 1545.14 ms [2021-11-24 14:04:22 main:574] : INFO : Epoch 2024 | loss: 0.0309898 | val_loss: 0.0312099 | Time: 1544 ms [2021-11-24 14:04:23 main:574] : INFO : Epoch 2025 | loss: 0.0309788 | val_loss: 0.0312441 | Time: 1571.24 ms [2021-11-24 14:04:25 main:574] : INFO : Epoch 2026 | loss: 0.0309861 | val_loss: 0.0312033 | Time: 1572.88 ms [2021-11-24 14:04:26 main:574] : INFO : Epoch 2027 | loss: 0.0309862 | val_loss: 0.0312141 | Time: 1581.67 ms [2021-11-24 14:04:28 main:574] : INFO : Epoch 2028 | loss: 0.0309928 | val_loss: 0.0312333 | Time: 1573.07 ms [2021-11-24 14:04:29 main:574] : INFO : Epoch 2029 | loss: 0.0309878 | val_loss: 0.03122 | Time: 1543.5 ms [2021-11-24 14:04:31 main:574] : INFO : Epoch 2030 | loss: 0.0309999 | val_loss: 0.0312057 | Time: 1537.29 ms [2021-11-24 14:04:33 main:574] : INFO : Epoch 2031 | loss: 0.0310002 | val_loss: 0.0312136 | Time: 1557.56 ms [2021-11-24 14:04:34 main:574] : INFO : Epoch 2032 | loss: 0.0309865 | val_loss: 0.0312189 | Time: 1564.94 ms [2021-11-24 14:04:36 main:574] : INFO : Epoch 2033 | loss: 0.0309791 | val_loss: 0.0312211 | Time: 1574.56 ms [2021-11-24 14:04:37 main:574] : INFO : Epoch 2034 | loss: 0.0309764 | val_loss: 0.0312218 | Time: 1550.8 ms [2021-11-24 14:04:39 main:574] : INFO : Epoch 2035 | loss: 0.030981 | val_loss: 0.0312223 | Time: 1582.18 ms [2021-11-24 14:04:40 main:574] : INFO : Epoch 2036 | loss: 0.0309784 | val_loss: 0.0312228 | Time: 1561.01 ms [2021-11-24 14:04:42 main:574] : INFO : Epoch 2037 | loss: 0.0309861 | val_loss: 0.0312203 | Time: 1586.61 ms [2021-11-24 14:04:44 main:574] : INFO : Epoch 2038 | loss: 0.0309846 | val_loss: 0.0312115 | Time: 1603.11 ms [2021-11-24 14:04:45 main:574] : INFO : Epoch 2039 | loss: 0.0309858 | val_loss: 0.0312274 | Time: 1595.24 ms [2021-11-24 14:04:47 main:574] : INFO : Epoch 2040 | loss: 0.0309839 | val_loss: 0.0312135 | Time: 1561.17 ms [2021-11-24 14:04:48 main:574] : INFO : Epoch 2041 | loss: 0.0309841 | val_loss: 0.0312197 | Time: 1544.06 ms [2021-11-24 14:04:50 main:574] : INFO : Epoch 2042 | loss: 0.0309767 | val_loss: 0.0312046 | Time: 1542.69 ms [2021-11-24 14:04:51 main:574] : INFO : Epoch 2043 | loss: 0.0309815 | val_loss: 0.0312223 | Time: 1556.9 ms [2021-11-24 14:04:53 main:574] : INFO : Epoch 2044 | loss: 0.030981 | val_loss: 0.0312303 | Time: 1554.69 ms [2021-11-24 14:04:55 main:574] : INFO : Epoch 2045 | loss: 0.0309767 | val_loss: 0.0312264 | Time: 1562.19 ms [2021-11-24 14:04:56 main:574] : INFO : Epoch 2046 | loss: 0.0309843 | val_loss: 0.0312352 | Time: 1578.37 ms [2021-11-24 14:04:58 main:574] : INFO : Epoch 2047 | loss: 0.0309877 | val_loss: 0.0312295 | Time: 1549.32 ms [2021-11-24 14:04:59 main:574] : INFO : Epoch 2048 | loss: 0.0309837 | val_loss: 0.0312021 | Time: 1561.11 ms [2021-11-24 14:04:59 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312021 [2021-11-24 14:04:59 main:603] : INFO : Saving end state to config to file [2021-11-24 14:04:59 main:608] : INFO : Success, exiting.. 14:04:59 (16416): 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)