Task 9119450
| Name | ParityModified-1636180028-11659-2_1 |
| Workunit | 6379487 |
| Created | 22 Nov 2021, 22:09:40 UTC |
| Sent | 22 Nov 2021, 23:12:26 UTC |
| Report deadline | 29 Nov 2021, 23:12:26 UTC |
| Received | 23 Nov 2021, 3:21:37 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 6334 |
| Run time | 1 hours 8 min 58 sec |
| CPU time | 1 hours 2 min 21 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 9,144.71 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.08 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> 06 main:574] : INFO : Epoch 1605 | loss: 0.0311835 | val_loss: 0.0311833 | Time: 1933.19 ms [2021-11-22 21:01:08 main:574] : INFO : Epoch 1606 | loss: 0.031179 | val_loss: 0.0311822 | Time: 1892.81 ms [2021-11-22 21:01:10 main:574] : INFO : Epoch 1607 | loss: 0.0311776 | val_loss: 0.0311806 | Time: 1909.57 ms [2021-11-22 21:01:12 main:574] : INFO : Epoch 1608 | loss: 0.0311774 | val_loss: 0.0311813 | Time: 1915.5 ms [2021-11-22 21:01:14 main:574] : INFO : Epoch 1609 | loss: 0.0311784 | val_loss: 0.0311823 | Time: 1904.33 ms [2021-11-22 21:01:16 main:574] : INFO : Epoch 1610 | loss: 0.0311798 | val_loss: 0.0311813 | Time: 1905.49 ms [2021-11-22 21:01:18 main:574] : INFO : Epoch 1611 | loss: 0.0311792 | val_loss: 0.0311807 | Time: 1926.49 ms [2021-11-22 21:01:20 main:574] : INFO : Epoch 1612 | loss: 0.0311808 | val_loss: 0.0311831 | Time: 1895.21 ms [2021-11-22 21:01:22 main:574] : INFO : Epoch 1613 | loss: 0.0311803 | val_loss: 0.0311847 | Time: 1938.02 ms [2021-11-22 21:01:24 main:574] : INFO : Epoch 1614 | loss: 0.031182 | val_loss: 0.0311859 | Time: 1895.71 ms [2021-11-22 21:01:26 main:574] : INFO : Epoch 1615 | loss: 0.0311848 | val_loss: 0.0311813 | Time: 1882.16 ms [2021-11-22 21:01:28 main:574] : INFO : Epoch 1616 | loss: 0.0311836 | val_loss: 0.0311822 | Time: 1919.5 ms [2021-11-22 21:01:30 main:574] : INFO : Epoch 1617 | loss: 0.0311837 | val_loss: 0.0311823 | Time: 1902.06 ms [2021-11-22 21:01:32 main:574] : INFO : Epoch 1618 | loss: 0.0311825 | val_loss: 0.0311807 | Time: 1909.49 ms [2021-11-22 21:01:34 main:574] : INFO : Epoch 1619 | loss: 0.0311821 | val_loss: 0.0311848 | Time: 1919.92 ms [2021-11-22 21:01:36 main:574] : INFO : Epoch 1620 | loss: 0.0311873 | val_loss: 0.0311829 | Time: 1931.16 ms [2021-11-22 21:01:38 main:574] : INFO : Epoch 1621 | loss: 0.031183 | val_loss: 0.031181 | Time: 1924.69 ms [2021-11-22 21:01:40 main:574] : INFO : Epoch 1622 | loss: 0.0311825 | val_loss: 0.0311802 | Time: 1920.64 ms [2021-11-22 21:01:43 main:574] : INFO : Epoch 1623 | loss: 0.0311818 | val_loss: 0.0311804 | Time: 1931.96 ms [2021-11-22 21:01:44 main:574] : INFO : Epoch 1624 | loss: 0.0311783 | val_loss: 0.0311818 | Time: 1905.82 ms [2021-11-22 21:01:46 main:574] : INFO : Epoch 1625 | loss: 0.0311799 | val_loss: 0.0311831 | Time: 1907.59 ms [2021-11-22 21:01:49 main:574] : INFO : Epoch 1626 | loss: 0.0311794 | val_loss: 0.0311822 | Time: 1901.57 ms [2021-11-22 21:01:50 main:574] : INFO : Epoch 1627 | loss: 0.0311786 | val_loss: 0.0311787 | Time: 1909.38 ms [2021-11-22 21:01:52 main:574] : INFO : Epoch 1628 | loss: 0.0311772 | val_loss: 0.0311798 | Time: 1895.51 ms [2021-11-22 21:01:55 main:574] : INFO : Epoch 1629 | loss: 0.0311765 | val_loss: 0.03118 | Time: 1916.39 ms [2021-11-22 21:01:57 main:574] : INFO : Epoch 1630 | loss: 0.0311754 | val_loss: 0.0311779 | Time: 1932.46 ms [2021-11-22 21:01:59 main:574] : INFO : Epoch 1631 | loss: 0.0311751 | val_loss: 0.0311794 | Time: 1900.99 ms [2021-11-22 21:02:01 main:574] : INFO : Epoch 1632 | loss: 0.0311774 | val_loss: 0.0311799 | Time: 1908.59 ms [2021-11-22 21:02:03 main:574] : INFO : Epoch 1633 | loss: 0.0311772 | val_loss: 0.0311791 | Time: 1917.29 ms [2021-11-22 21:02:05 main:574] : INFO : Epoch 1634 | loss: 0.031177 | val_loss: 0.0311803 | Time: 1978.77 ms [2021-11-22 21:02:07 main:574] : INFO : Epoch 1635 | loss: 0.0311758 | val_loss: 0.0311803 | Time: 1988.89 ms [2021-11-22 21:02:09 main:574] : INFO : Epoch 1636 | loss: 0.0311758 | val_loss: 0.0311795 | Time: 1955.84 ms [2021-11-22 21:02:11 main:574] : INFO : Epoch 1637 | loss: 0.0311755 | val_loss: 0.031184 | Time: 1901.95 ms [2021-11-22 21:02:13 main:574] : INFO : Epoch 1638 | loss: 0.0311747 | val_loss: 0.0311816 | Time: 1909.75 ms [2021-11-22 21:02:15 main:574] : INFO : Epoch 1639 | loss: 0.0311756 | val_loss: 0.0311856 | Time: 1912.4 ms [2021-11-22 21:02:17 main:574] : INFO : Epoch 1640 | loss: 0.031176 | val_loss: 0.0311797 | Time: 1917.5 ms [2021-11-22 21:02:19 main:574] : INFO : Epoch 1641 | loss: 0.0311747 | val_loss: 0.0311809 | Time: 1889.36 ms [2021-11-22 21:02:21 main:574] : INFO : Epoch 1642 | loss: 0.0311749 | val_loss: 0.0311821 | Time: 1897.61 ms [2021-11-22 21:02:23 main:574] : INFO : Epoch 1643 | loss: 0.0311747 | val_loss: 0.0311805 | Time: 1932.41 ms [2021-11-22 21:02:25 main:574] : INFO : Epoch 1644 | loss: 0.0311735 | val_loss: 0.031182 | Time: 1897.6 ms [2021-11-22 21:02:27 main:574] : INFO : Epoch 1645 | loss: 0.0311739 | val_loss: 0.03118 | Time: 1926.3 ms [2021-11-22 21:02:29 main:574] : INFO : Epoch 1646 | loss: 0.0311728 | val_loss: 0.0311805 | Time: 1918.21 ms [2021-11-22 21:02:31 main:574] : INFO : Epoch 1647 | loss: 0.0311723 | val_loss: 0.03118 | Time: 1934.85 ms [2021-11-22 21:02:33 main:574] : INFO : Epoch 1648 | loss: 0.0311729 | val_loss: 0.0311813 | Time: 1928.69 ms [2021-11-22 21:02:35 main:574] : INFO : Epoch 1649 | loss: 0.0311737 | val_loss: 0.0311808 | Time: 1929.05 ms [2021-11-22 21:02:37 main:574] : INFO : Epoch 1650 | loss: 0.0311721 | val_loss: 0.0311797 | Time: 1927.91 ms [2021-11-22 21:02:39 main:574] : INFO : Epoch 1651 | loss: 0.0311715 | val_loss: 0.0311828 | Time: 1914.1 ms [2021-11-22 21:02:41 main:574] : INFO : Epoch 1652 | loss: 0.0311729 | val_loss: 0.0311815 | Time: 1902.65 ms [2021-11-22 21:02:43 main:574] : INFO : Epoch 1653 | loss: 0.0311742 | val_loss: 0.0311833 | Time: 1923.97 ms [2021-11-22 21:02:45 main:574] : INFO : Epoch 1654 | loss: 0.0311744 | val_loss: 0.0311872 | Time: 1906.14 ms [2021-11-22 21:02:47 main:574] : INFO : Epoch 1655 | loss: 0.0311732 | val_loss: 0.031181 | Time: 1929.71 ms [2021-11-22 21:02:50 main:574] : INFO : Epoch 1656 | loss: 0.0311762 | val_loss: 0.0311891 | Time: 1901.9 ms [2021-11-22 21:02:52 main:574] : INFO : Epoch 1657 | loss: 0.0311779 | val_loss: 0.031181 | Time: 1920.62 ms [2021-11-22 21:02:54 main:574] : INFO : Epoch 1658 | loss: 0.0311751 | val_loss: 0.0311818 | Time: 1942.59 ms [2021-11-22 21:02:56 main:574] : INFO : Epoch 1659 | loss: 0.0311755 | val_loss: 0.0311841 | Time: 1953.34 ms [2021-11-22 21:02:58 main:574] : INFO : Epoch 1660 | loss: 0.0311757 | val_loss: 0.031181 | Time: 1922.37 ms [2021-11-22 21:03:00 main:574] : INFO : Epoch 1661 | loss: 0.031174 | val_loss: 0.0311813 | Time: 1910.97 ms [2021-11-22 21:03:02 main:574] : INFO : Epoch 1662 | loss: 0.0311741 | val_loss: 0.0311822 | Time: 1919.51 ms [2021-11-22 21:03:04 main:574] : INFO : Epoch 1663 | loss: 0.0311723 | val_loss: 0.0311818 | Time: 1925.58 ms [2021-11-22 21:03:06 main:574] : INFO : Epoch 1664 | loss: 0.0311738 | val_loss: 0.0311843 | Time: 1925.89 ms [2021-11-22 21:03:08 main:574] : INFO : Epoch 1665 | loss: 0.0311756 | val_loss: 0.0312006 | Time: 1928.12 ms [2021-11-22 21:03:10 main:574] : INFO : Epoch 1666 | loss: 0.0311785 | val_loss: 0.0311835 | Time: 1975.76 ms [2021-11-22 21:03:12 main:574] : INFO : Epoch 1667 | loss: 0.0311765 | val_loss: 0.0311799 | Time: 2001.03 ms [2021-11-22 21:03:14 main:574] : INFO : Epoch 1668 | loss: 0.0311744 | val_loss: 0.0311789 | Time: 1977.14 ms [2021-11-22 21:03:16 main:574] : INFO : Epoch 1669 | loss: 0.031174 | val_loss: 0.0311822 | Time: 1915.03 ms [2021-11-22 21:03:18 main:574] : INFO : Epoch 1670 | loss: 0.0311766 | val_loss: 0.0311783 | Time: 1923.83 ms [2021-11-22 21:03:20 main:574] : INFO : Epoch 1671 | loss: 0.0311782 | val_loss: 0.0311791 | Time: 1914.71 ms [2021-11-22 21:03:22 main:574] : INFO : Epoch 1672 | loss: 0.031174 | val_loss: 0.0311786 | Time: 1938.14 ms [2021-11-22 21:03:24 main:574] : INFO : Epoch 1673 | loss: 0.0311741 | val_loss: 0.0311818 | Time: 1922.07 ms [2021-11-22 21:03:26 main:574] : INFO : Epoch 1674 | loss: 0.0311754 | val_loss: 0.0311783 | Time: 1895.26 ms [2021-11-22 21:03:29 main:574] : INFO : Epoch 1675 | loss: 0.0311733 | val_loss: 0.0311768 | Time: 1927.76 ms [2021-11-22 21:03:30 main:574] : INFO : Epoch 1676 | loss: 0.031172 | val_loss: 0.031178 | Time: 1902.71 ms [2021-11-22 21:03:32 main:574] : INFO : Epoch 1677 | loss: 0.0311715 | val_loss: 0.0311784 | Time: 1911.4 ms [2021-11-22 21:03:35 main:574] : INFO : Epoch 1678 | loss: 0.031173 | val_loss: 0.0311779 | Time: 1941.86 ms [2021-11-22 21:03:37 main:574] : INFO : Epoch 1679 | loss: 0.0311738 | val_loss: 0.0311793 | Time: 1932.03 ms [2021-11-22 21:03:39 main:574] : INFO : Epoch 1680 | loss: 0.0311733 | val_loss: 0.0311786 | Time: 1917.01 ms [2021-11-22 21:03:41 main:574] : INFO : Epoch 1681 | loss: 0.031171 | val_loss: 0.031178 | Time: 1926.17 ms [2021-11-22 21:03:43 main:574] : INFO : Epoch 1682 | loss: 0.0311713 | val_loss: 0.0311857 | Time: 1912.43 ms [2021-11-22 21:03:45 main:574] : INFO : Epoch 1683 | loss: 0.0311713 | val_loss: 0.0311776 | Time: 1942.87 ms [2021-11-22 21:03:47 main:574] : INFO : Epoch 1684 | loss: 0.0311717 | val_loss: 0.0311811 | Time: 1901.5 ms [2021-11-22 21:03:49 main:574] : INFO : Epoch 1685 | loss: 0.031171 | val_loss: 0.0311831 | Time: 1912.3 ms [2021-11-22 21:03:51 main:574] : INFO : Epoch 1686 | loss: 0.0311712 | val_loss: 0.0311811 | Time: 1942.17 ms [2021-11-22 21:03:53 main:574] : INFO : Epoch 1687 | loss: 0.0311727 | val_loss: 0.0311777 | Time: 1907.93 ms [2021-11-22 21:03:55 main:574] : INFO : Epoch 1688 | loss: 0.0311724 | val_loss: 0.0311815 | Time: 2001.08 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 2070 SUPER) [2021-11-22 21:06:56 main:435] : INFO : Set logging level to 1 [2021-11-22 21:06:56 main:441] : INFO : Running in BOINC Client mode [2021-11-22 21:06:56 main:444] : INFO : Resolving all filenames [2021-11-22 21:06:56 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-11-22 21:06:56 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636180028-11659-2_1_r1405079177_1 (exists = 1) [2021-11-22 21:06:56 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636180028-11659-2_1_r1405079177_0 (exists = 0) [2021-11-22 21:06:56 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636180028-11659-2 (exists = 1) [2021-11-22 21:06:56 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-11-22 21:06:56 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-11-22 21:06:56 main:474] : INFO : Configuration: [2021-11-22 21:06:56 main:475] : INFO : Model type: GRU [2021-11-22 21:06:56 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-11-22 21:06:56 main:477] : INFO : Max Epochs: 2048 [2021-11-22 21:06:56 main:478] : INFO : Batch Size: 128 [2021-11-22 21:06:56 main:479] : INFO : Learning Rate: 0.01 [2021-11-22 21:06:56 main:480] : INFO : Patience: 10 [2021-11-22 21:06:56 main:481] : INFO : Hidden Width: 12 [2021-11-22 21:06:56 main:482] : INFO : # Recurrent Layers: 4 [2021-11-22 21:06:56 main:483] : INFO : # Backend Layers: 4 [2021-11-22 21:06:56 main:484] : INFO : # Threads: 1 [2021-11-22 21:06:56 main:486] : INFO : Preparing Dataset [2021-11-22 21:06:56 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-22 21:06:57 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-22 21:06:59 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-11-22 21:06:59 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-22 21:06:59 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-22 21:06:59 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-11-22 21:06:59 main:494] : INFO : Creating Model [2021-11-22 21:06:59 main:507] : INFO : Preparing config file [2021-11-22 21:06:59 main:511] : INFO : Found checkpoint, attempting to load... [2021-11-22 21:06:59 main:512] : INFO : Loading config [2021-11-22 21:06:59 main:514] : INFO : Loading state [2021-11-22 21:07:00 main:559] : INFO : Loading DataLoader into Memory [2021-11-22 21:07:00 main:562] : INFO : Starting Training [2021-11-22 21:07:03 main:574] : INFO : Epoch 1656 | loss: 0.0312605 | val_loss: 0.0312141 | Time: 2418.97 ms [2021-11-22 21:07:05 main:574] : INFO : Epoch 1657 | loss: 0.0311858 | val_loss: 0.0311839 | Time: 1917.37 ms [2021-11-22 21:07:08 main:574] : INFO : Epoch 1658 | loss: 0.0311806 | val_loss: 0.0311841 | Time: 1913.3 ms [2021-11-22 21:07:10 main:574] : INFO : Epoch 1659 | loss: 0.0311784 | val_loss: 0.0311862 | Time: 1927.87 ms [2021-11-22 21:07:12 main:574] : INFO : Epoch 1660 | loss: 0.0311795 | val_loss: 0.0311842 | Time: 1913.22 ms [2021-11-22 21:07:14 main:574] : INFO : Epoch 1661 | loss: 0.0311753 | val_loss: 0.0311808 | Time: 1891.22 ms [2021-11-22 21:07:16 main:574] : INFO : Epoch 1662 | loss: 0.031174 | val_loss: 0.03118 | Time: 1887.14 ms [2021-11-22 21:07:18 main:574] : INFO : Epoch 1663 | loss: 0.0311735 | val_loss: 0.0311799 | Time: 1913.29 ms [2021-11-22 21:07:20 main:574] : INFO : Epoch 1664 | loss: 0.031174 | val_loss: 0.0311859 | Time: 1918.28 ms [2021-11-22 21:07:22 main:574] : INFO : Epoch 1665 | loss: 0.0311762 | val_loss: 0.0311812 | Time: 1898.22 ms [2021-11-22 21:07:24 main:574] : INFO : Epoch 1666 | loss: 0.031174 | val_loss: 0.0311806 | Time: 1898.91 ms [2021-11-22 21:07:26 main:574] : INFO : Epoch 1667 | loss: 0.0311743 | val_loss: 0.0311788 | Time: 1909.79 ms [2021-11-22 21:07:28 main:574] : INFO : Epoch 1668 | loss: 0.0311723 | val_loss: 0.0311787 | Time: 1913.47 ms [2021-11-22 21:07:30 main:574] : INFO : Epoch 1669 | loss: 0.031173 | val_loss: 0.031179 | Time: 1906.99 ms [2021-11-22 21:07:32 main:574] : INFO : Epoch 1670 | loss: 0.0311744 | val_loss: 0.0311798 | Time: 1940.76 ms [2021-11-22 21:07:34 main:574] : INFO : Epoch 1671 | loss: 0.0311719 | val_loss: 0.0311838 | Time: 1958.1 ms [2021-11-22 21:07:36 main:574] : INFO : Epoch 1672 | loss: 0.0311768 | val_loss: 0.0311819 | Time: 1969.64 ms [2021-11-22 21:07:38 main:574] : INFO : Epoch 1673 | loss: 0.0311711 | val_loss: 0.0311788 | Time: 1910.57 ms [2021-11-22 21:07:40 main:574] : INFO : Epoch 1674 | loss: 0.0311701 | val_loss: 0.0311816 | Time: 1915.08 ms [2021-11-22 21:07:42 main:574] : INFO : Epoch 1675 | loss: 0.0311728 | val_loss: 0.0311779 | Time: 1916 ms [2021-11-22 21:07:44 main:574] : INFO : Epoch 1676 | loss: 0.0311753 | val_loss: 0.0311897 | Time: 1891.72 ms [2021-11-22 21:07:46 main:574] : INFO : Epoch 1677 | loss: 0.0311765 | val_loss: 0.0311797 | Time: 1908.91 ms [2021-11-22 21:07:48 main:574] : INFO : Epoch 1678 | loss: 0.031179 | val_loss: 0.0311938 | Time: 1918.96 ms [2021-11-22 21:07:50 main:574] : INFO : Epoch 1679 | loss: 0.0311819 | val_loss: 0.0311786 | Time: 1909.17 ms [2021-11-22 21:07:52 main:574] : INFO : Epoch 1680 | loss: 0.0311778 | val_loss: 0.0311809 | Time: 1894.22 ms [2021-11-22 21:07:54 main:574] : INFO : Epoch 1681 | loss: 0.0311756 | val_loss: 0.0311796 | Time: 1918.55 ms [2021-11-22 21:07:56 main:574] : INFO : Epoch 1682 | loss: 0.0311755 | val_loss: 0.0311804 | Time: 1962.68 ms [2021-11-22 21:07:58 main:574] : INFO : Epoch 1683 | loss: 0.0311754 | val_loss: 0.0311805 | Time: 1917.66 ms [2021-11-22 21:08:00 main:574] : INFO : Epoch 1684 | loss: 0.0311758 | val_loss: 0.0311783 | Time: 1938.91 ms [2021-11-22 21:08:02 main:574] : INFO : Epoch 1685 | loss: 0.0311743 | val_loss: 0.0311774 | Time: 1947.74 ms [2021-11-22 21:08:04 main:574] : INFO : Epoch 1686 | loss: 0.0311754 | val_loss: 0.0311788 | Time: 1889.66 ms [2021-11-22 21:08:07 main:574] : INFO : Epoch 1687 | loss: 0.0311747 | val_loss: 0.0311772 | Time: 1891.77 ms [2021-11-22 21:08:09 main:574] : INFO : Epoch 1688 | loss: 0.0311742 | val_loss: 0.0311872 | Time: 1898.71 ms [2021-11-22 21:08:11 main:574] : INFO : Epoch 1689 | loss: 0.031176 | val_loss: 0.0311791 | Time: 1906 ms [2021-11-22 21:08:13 main:574] : INFO : Epoch 1690 | loss: 0.0311757 | val_loss: 0.0311786 | Time: 1919.73 ms [2021-11-22 21:08:15 main:574] : INFO : Epoch 1691 | loss: 0.0311773 | val_loss: 0.0311825 | Time: 1915.35 ms [2021-11-22 21:08:17 main:574] : INFO : Epoch 1692 | loss: 0.0311773 | val_loss: 0.0311833 | Time: 1905.58 ms [2021-11-22 21:08:19 main:574] : INFO : Epoch 1693 | loss: 0.0311783 | val_loss: 0.031181 | Time: 1910.97 ms [2021-11-22 21:08:21 main:574] : INFO : Epoch 1694 | loss: 0.0311764 | val_loss: 0.0311801 | Time: 1918.2 ms [2021-11-22 21:08:23 main:574] : INFO : Epoch 1695 | loss: 0.0311768 | val_loss: 0.0311798 | Time: 1879.4 ms [2021-11-22 21:08:25 main:574] : INFO : Epoch 1696 | loss: 0.0311766 | val_loss: 0.0311813 | Time: 1894.62 ms [2021-11-22 21:08:27 main:574] : INFO : Epoch 1697 | loss: 0.0311813 | val_loss: 0.0311825 | Time: 1927.39 ms [2021-11-22 21:08:29 main:574] : INFO : Epoch 1698 | loss: 0.0311778 | val_loss: 0.0311808 | Time: 1910.96 ms [2021-11-22 21:08:31 main:574] : INFO : Epoch 1699 | loss: 0.0311802 | val_loss: 0.0311855 | Time: 1881.91 ms [2021-11-22 21:08:33 main:574] : INFO : Epoch 1700 | loss: 0.0311794 | val_loss: 0.0311835 | Time: 1929.57 ms [2021-11-22 21:08:35 main:574] : INFO : Epoch 1701 | loss: 0.0311752 | val_loss: 0.031182 | Time: 1905.08 ms [2021-11-22 21:08:37 main:574] : INFO : Epoch 1702 | loss: 0.0311745 | val_loss: 0.0311805 | Time: 1918.01 ms [2021-11-22 21:08:39 main:574] : INFO : Epoch 1703 | loss: 0.0311757 | val_loss: 0.0311802 | Time: 1963.55 ms [2021-11-22 21:08:41 main:574] : INFO : Epoch 1704 | loss: 0.0311745 | val_loss: 0.031179 | Time: 2009.94 ms [2021-11-22 21:08:43 main:574] : INFO : Epoch 1705 | loss: 0.0311736 | val_loss: 0.0311782 | Time: 1942.76 ms [2021-11-22 21:08:46 main:574] : INFO : Epoch 1706 | loss: 0.0311733 | val_loss: 0.0311809 | Time: 1918.01 ms [2021-11-22 21:08:48 main:574] : INFO : Epoch 1707 | loss: 0.0311745 | val_loss: 0.0311797 | Time: 1923.32 ms [2021-11-22 21:08:50 main:574] : INFO : Epoch 1708 | loss: 0.0311752 | val_loss: 0.0311851 | Time: 1903.72 ms [2021-11-22 21:08:52 main:574] : INFO : Epoch 1709 | loss: 0.0311747 | val_loss: 0.0311814 | Time: 1920.19 ms [2021-11-22 21:08:54 main:574] : INFO : Epoch 1710 | loss: 0.0311751 | val_loss: 0.0311828 | Time: 1904.98 ms [2021-11-22 21:08:56 main:574] : INFO : Epoch 1711 | loss: 0.0311761 | val_loss: 0.0311803 | Time: 1897.24 ms [2021-11-22 21:08:58 main:574] : INFO : Epoch 1712 | loss: 0.0311735 | val_loss: 0.0311807 | Time: 1903.72 ms [2021-11-22 21:09:00 main:574] : INFO : Epoch 1713 | loss: 0.0311734 | val_loss: 0.0311797 | Time: 1918.73 ms [2021-11-22 21:09:02 main:574] : INFO : Epoch 1714 | loss: 0.0311734 | val_loss: 0.0311819 | Time: 1887.27 ms [2021-11-22 21:09:04 main:574] : INFO : Epoch 1715 | loss: 0.031175 | val_loss: 0.0311789 | Time: 1901.17 ms [2021-11-22 21:09:06 main:574] : INFO : Epoch 1716 | loss: 0.0311736 | val_loss: 0.0311789 | Time: 1916.84 ms [2021-11-22 21:09:08 main:574] : INFO : Epoch 1717 | loss: 0.0311741 | val_loss: 0.0311786 | Time: 1928.73 ms [2021-11-22 21:09:10 main:574] : INFO : Epoch 1718 | loss: 0.0311726 | val_loss: 0.0311799 | Time: 1896.02 ms [2021-11-22 21:09:12 main:574] : INFO : Epoch 1719 | loss: 0.0311728 | val_loss: 0.0311802 | Time: 1913.51 ms [2021-11-22 21:09:14 main:574] : INFO : Epoch 1720 | loss: 0.0311722 | val_loss: 0.0311782 | Time: 1894.36 ms [2021-11-22 21:09:16 main:574] : INFO : Epoch 1721 | loss: 0.0311723 | val_loss: 0.0311798 | Time: 1913.59 ms [2021-11-22 21:09:18 main:574] : INFO : Epoch 1722 | loss: 0.031171 | val_loss: 0.0311782 | Time: 1899.86 ms [2021-11-22 21:09:20 main:574] : INFO : Epoch 1723 | loss: 0.0311729 | val_loss: 0.0311843 | Time: 1909.24 ms [2021-11-22 21:09:22 main:574] : INFO : Epoch 1724 | loss: 0.0311751 | val_loss: 0.0311792 | Time: 1911.78 ms [2021-11-22 21:09:24 main:574] : INFO : Epoch 1725 | loss: 0.0311732 | val_loss: 0.0311858 | Time: 1877.8 ms [2021-11-22 21:09:26 main:574] : INFO : Epoch 1726 | loss: 0.0311708 | val_loss: 0.0311798 | Time: 1928.93 ms [2021-11-22 21:09:28 main:574] : INFO : Epoch 1727 | loss: 0.0311713 | val_loss: 0.0311795 | Time: 1904.07 ms [2021-11-22 21:09:31 main:574] : INFO : Epoch 1728 | loss: 0.0311716 | val_loss: 0.0311804 | Time: 1908.69 ms [2021-11-22 21:09:33 main:574] : INFO : Epoch 1729 | loss: 0.0311722 | val_loss: 0.0311806 | Time: 1909.59 ms [2021-11-22 21:09:35 main:574] : INFO : Epoch 1730 | loss: 0.0311717 | val_loss: 0.031178 | Time: 1894.8 ms [2021-11-22 21:09:37 main:574] : INFO : Epoch 1731 | loss: 0.03117 | val_loss: 0.0311778 | Time: 1946.75 ms [2021-11-22 21:09:39 main:574] : INFO : Epoch 1732 | loss: 0.0311704 | val_loss: 0.0311788 | Time: 1909.9 ms [2021-11-22 21:09:41 main:574] : INFO : Epoch 1733 | loss: 0.0311713 | val_loss: 0.0311807 | Time: 1909.09 ms [2021-11-22 21:09:43 main:574] : INFO : Epoch 1734 | loss: 0.0311732 | val_loss: 0.0311817 | Time: 1928.1 ms [2021-11-22 21:09:45 main:574] : INFO : Epoch 1735 | loss: 0.0311748 | val_loss: 0.0311792 | Time: 1976.65 ms [2021-11-22 21:09:47 main:574] : INFO : Epoch 1736 | loss: 0.031172 | val_loss: 0.031182 | Time: 1969.54 ms [2021-11-22 21:09:49 main:574] : INFO : Epoch 1737 | loss: 0.0311732 | val_loss: 0.0311798 | Time: 1925.86 ms [2021-11-22 21:09:51 main:574] : INFO : Epoch 1738 | loss: 0.0311706 | val_loss: 0.0311789 | Time: 1904.28 ms [2021-11-22 21:09:53 main:574] : INFO : Epoch 1739 | loss: 0.0311714 | val_loss: 0.0311773 | Time: 1922.51 ms [2021-11-22 21:09:55 main:574] : INFO : Epoch 1740 | loss: 0.0311753 | val_loss: 0.0311811 | Time: 1906.01 ms [2021-11-22 21:09:57 main:574] : INFO : Epoch 1741 | loss: 0.0311723 | val_loss: 0.0311826 | Time: 1903.72 ms [2021-11-22 21:09:59 main:574] : INFO : Epoch 1742 | loss: 0.031173 | val_loss: 0.0311796 | Time: 1899.51 ms [2021-11-22 21:10:01 main:574] : INFO : Epoch 1743 | loss: 0.0311733 | val_loss: 0.0311814 | Time: 1912.85 ms [2021-11-22 21:10:03 main:574] : INFO : Epoch 1744 | loss: 0.0311733 | val_loss: 0.0311822 | Time: 1930.54 ms [2021-11-22 21:10:05 main:574] : INFO : Epoch 1745 | loss: 0.0311727 | val_loss: 0.0311798 | Time: 1915.12 ms [2021-11-22 21:10:07 main:574] : INFO : Epoch 1746 | loss: 0.0311701 | val_loss: 0.0311774 | Time: 1892.39 ms [2021-11-22 21:10:09 main:574] : INFO : Epoch 1747 | loss: 0.0311699 | val_loss: 0.0311783 | Time: 1890.2 ms [2021-11-22 21:10:11 main:574] : INFO : Epoch 1748 | loss: 0.0311718 | val_loss: 0.0311804 | Time: 1929.21 ms [2021-11-22 21:10:13 main:574] : INFO : Epoch 1749 | loss: 0.0311747 | val_loss: 0.0311794 | Time: 1887.82 ms [2021-11-22 21:10:15 main:574] : INFO : Epoch 1750 | loss: 0.0311746 | val_loss: 0.0311808 | Time: 1930.08 ms [2021-11-22 21:10:17 main:574] : INFO : Epoch 1751 | loss: 0.0311781 | val_loss: 0.0311842 | Time: 1900.4 ms [2021-11-22 21:10:19 main:574] : INFO : Epoch 1752 | loss: 0.0311893 | val_loss: 0.0311885 | Time: 1930.49 ms [2021-11-22 21:10:21 main:574] : INFO : Epoch 1753 | loss: 0.0311937 | val_loss: 0.031196 | Time: 1918.4 ms [2021-11-22 21:10:23 main:574] : INFO : Epoch 1754 | loss: 0.031196 | val_loss: 0.0311906 | Time: 1883.3 ms [2021-11-22 21:10:25 main:574] : INFO : Epoch 1755 | loss: 0.0311929 | val_loss: 0.0311898 | Time: 1914.37 ms [2021-11-22 21:10:27 main:574] : INFO : Epoch 1756 | loss: 0.0311943 | val_loss: 0.0311901 | Time: 1922.11 ms [2021-11-22 21:10:29 main:574] : INFO : Epoch 1757 | loss: 0.0311933 | val_loss: 0.0311915 | Time: 1923.6 ms [2021-11-22 21:10:31 main:574] : INFO : Epoch 1758 | loss: 0.0311907 | val_loss: 0.0311875 | Time: 1867.6 ms [2021-11-22 21:10:33 main:574] : INFO : Epoch 1759 | loss: 0.0311897 | val_loss: 0.0311885 | Time: 1869.84 ms [2021-11-22 21:10:35 main:574] : INFO : Epoch 1760 | loss: 0.0311887 | val_loss: 0.0311875 | Time: 1942.33 ms [2021-11-22 21:10:37 main:574] : INFO : Epoch 1761 | loss: 0.0311878 | val_loss: 0.0311865 | Time: 1914.36 ms [2021-11-22 21:10:39 main:574] : INFO : Epoch 1762 | loss: 0.0311875 | val_loss: 0.0311876 | Time: 1900.15 ms [2021-11-22 21:10:41 main:574] : INFO : Epoch 1763 | loss: 0.0311866 | val_loss: 0.0311861 | Time: 1934.43 ms [2021-11-22 21:10:43 main:574] : INFO : Epoch 1764 | loss: 0.0311861 | val_loss: 0.0311859 | Time: 1923.74 ms [2021-11-22 21:10:45 main:574] : INFO : Epoch 1765 | loss: 0.0311895 | val_loss: 0.0311852 | Time: 1890.42 ms [2021-11-22 21:10:47 main:574] : INFO : Epoch 1766 | loss: 0.0311852 | val_loss: 0.0311847 | Time: 1892.12 ms [2021-11-22 21:10:49 main:574] : INFO : Epoch 1767 | loss: 0.0311841 | val_loss: 0.0311837 | Time: 1969.31 ms [2021-11-22 21:10:51 main:574] : INFO : Epoch 1768 | loss: 0.0311844 | val_loss: 0.0311833 | Time: 2005.48 ms [2021-11-22 21:10:54 main:574] : INFO : Epoch 1769 | loss: 0.0311834 | val_loss: 0.0311874 | Time: 1953.93 ms [2021-11-22 21:10:56 main:574] : INFO : Epoch 1770 | loss: 0.0311822 | val_loss: 0.0311829 | Time: 1922.79 ms [2021-11-22 21:10:58 main:574] : INFO : Epoch 1771 | loss: 0.0311802 | val_loss: 0.0311843 | Time: 1919.99 ms [2021-11-22 21:11:00 main:574] : INFO : Epoch 1772 | loss: 0.0311796 | val_loss: 0.0311869 | Time: 1928.21 ms [2021-11-22 21:11:02 main:574] : INFO : Epoch 1773 | loss: 0.0311797 | val_loss: 0.0311848 | Time: 1945.02 ms [2021-11-22 21:11:04 main:574] : INFO : Epoch 1774 | loss: 0.0311795 | val_loss: 0.0311875 | Time: 1911.65 ms [2021-11-22 21:11:06 main:574] : INFO : Epoch 1775 | loss: 0.0311804 | val_loss: 0.0311826 | Time: 1900.74 ms [2021-11-22 21:11:08 main:574] : INFO : Epoch 1776 | loss: 0.0311811 | val_loss: 0.0311855 | Time: 1891.13 ms [2021-11-22 21:11:10 main:574] : INFO : Epoch 1777 | loss: 0.0311797 | val_loss: 0.0311859 | Time: 1900.62 ms [2021-11-22 21:11:12 main:574] : INFO : Epoch 1778 | loss: 0.0311779 | val_loss: 0.0311829 | Time: 1928.79 ms [2021-11-22 21:11:14 main:574] : INFO : Epoch 1779 | loss: 0.0311791 | val_loss: 0.0311864 | Time: 1901.39 ms [2021-11-22 21:11:16 main:574] : INFO : Epoch 1780 | loss: 0.0311781 | val_loss: 0.0311835 | Time: 1911.21 ms [2021-11-22 21:11:18 main:574] : INFO : Epoch 1781 | loss: 0.031177 | val_loss: 0.031185 | Time: 1920.54 ms [2021-11-22 21:11:20 main:574] : INFO : Epoch 1782 | loss: 0.0311782 | val_loss: 0.0311833 | Time: 1921.39 ms [2021-11-22 21:11:22 main:574] : INFO : Epoch 1783 | loss: 0.0311799 | val_loss: 0.0311889 | Time: 1927.03 ms [2021-11-22 21:11:24 main:574] : INFO : Epoch 1784 | loss: 0.0311858 | val_loss: 0.0311869 | Time: 1928.62 ms [2021-11-22 21:11:26 main:574] : INFO : Epoch 1785 | loss: 0.0311851 | val_loss: 0.0311853 | Time: 1917.11 ms [2021-11-22 21:11:28 main:574] : INFO : Epoch 1786 | loss: 0.0311826 | val_loss: 0.0311923 | Time: 1909.92 ms [2021-11-22 21:11:30 main:574] : INFO : Epoch 1787 | loss: 0.0311852 | val_loss: 0.0311893 | Time: 1888.35 ms [2021-11-22 21:11:32 main:574] : INFO : Epoch 1788 | loss: 0.031184 | val_loss: 0.03119 | Time: 1942.59 ms [2021-11-22 21:11:34 main:574] : INFO : Epoch 1789 | loss: 0.0311842 | val_loss: 0.0311883 | Time: 1921.13 ms [2021-11-22 21:11:36 main:574] : INFO : Epoch 1790 | loss: 0.0311833 | val_loss: 0.0311879 | Time: 1896.38 ms [2021-11-22 21:11:38 main:574] : INFO : Epoch 1791 | loss: 0.0311814 | val_loss: 0.0311891 | Time: 1914.65 ms [2021-11-22 21:11:40 main:574] : INFO : Epoch 1792 | loss: 0.0311809 | val_loss: 0.0311866 | Time: 1922.28 ms [2021-11-22 21:11:42 main:574] : INFO : Epoch 1793 | loss: 0.0311799 | val_loss: 0.031188 | Time: 1941.01 ms [2021-11-22 21:11:44 main:574] : INFO : Epoch 1794 | loss: 0.03118 | val_loss: 0.0311866 | Time: 1894.84 ms [2021-11-22 21:11:46 main:574] : INFO : Epoch 1795 | loss: 0.0311804 | val_loss: 0.0311867 | Time: 1908.83 ms [2021-11-22 21:11:48 main:574] : INFO : Epoch 1796 | loss: 0.0311827 | val_loss: 0.0311881 | Time: 1910.31 ms [2021-11-22 21:11:50 main:574] : INFO : Epoch 1797 | loss: 0.0311863 | val_loss: 0.0311958 | Time: 1932.31 ms [2021-11-22 21:11:52 main:574] : INFO : Epoch 1798 | loss: 0.0311964 | val_loss: 0.031195 | Time: 1906.99 ms [2021-11-22 21:11:54 main:574] : INFO : Epoch 1799 | loss: 0.0311942 | val_loss: 0.031191 | Time: 1961.59 ms [2021-11-22 21:11:57 main:574] : INFO : Epoch 1800 | loss: 0.0311933 | val_loss: 0.031192 | Time: 1989.39 ms [2021-11-22 21:11:59 main:574] : INFO : Epoch 1801 | loss: 0.0311936 | val_loss: 0.0311905 | Time: 1940.65 ms [2021-11-22 21:12:01 main:574] : INFO : Epoch 1802 | loss: 0.0311935 | val_loss: 0.03119 | Time: 1943.2 ms [2021-11-22 21:12:03 main:574] : INFO : Epoch 1803 | loss: 0.0311936 | val_loss: 0.0311903 | Time: 1924.52 ms [2021-11-22 21:12:05 main:574] : INFO : Epoch 1804 | loss: 0.0311987 | val_loss: 0.0311919 | Time: 1913.85 ms [2021-11-22 21:12:07 main:574] : INFO : Epoch 1805 | loss: 0.0311962 | val_loss: 0.0311899 | Time: 1897.36 ms [2021-11-22 21:12:09 main:574] : INFO : Epoch 1806 | loss: 0.0312013 | val_loss: 0.0312001 | Time: 1919.17 ms [2021-11-22 21:12:11 main:574] : INFO : Epoch 1807 | loss: 0.0312032 | val_loss: 0.0311993 | Time: 1921.68 ms [2021-11-22 21:12:13 main:574] : INFO : Epoch 1808 | loss: 0.0312 | val_loss: 0.0311983 | Time: 1920 ms [2021-11-22 21:12:15 main:574] : INFO : Epoch 1809 | loss: 0.0311989 | val_loss: 0.0311978 | Time: 1918.4 ms [2021-11-22 21:12:17 main:574] : INFO : Epoch 1810 | loss: 0.0311987 | val_loss: 0.0311967 | Time: 1907.43 ms [2021-11-22 21:12:19 main:574] : INFO : Epoch 1811 | loss: 0.0311974 | val_loss: 0.0311967 | Time: 1893.95 ms [2021-11-22 21:12:21 main:574] : INFO : Epoch 1812 | loss: 0.031197 | val_loss: 0.0311961 | Time: 1899.3 ms [2021-11-22 21:12:23 main:574] : INFO : Epoch 1813 | loss: 0.0311956 | val_loss: 0.031196 | Time: 1907.41 ms [2021-11-22 21:12:25 main:574] : INFO : Epoch 1814 | loss: 0.0311956 | val_loss: 0.0311948 | Time: 1922.69 ms [2021-11-22 21:12:27 main:574] : INFO : Epoch 1815 | loss: 0.0311957 | val_loss: 0.031195 | Time: 1916.71 ms [2021-11-22 21:12:29 main:574] : INFO : Epoch 1816 | loss: 0.0311968 | val_loss: 0.031196 | Time: 1923.6 ms [2021-11-22 21:12:31 main:574] : INFO : Epoch 1817 | loss: 0.0311958 | val_loss: 0.0311949 | Time: 1915.39 ms [2021-11-22 21:12:33 main:574] : INFO : Epoch 1818 | loss: 0.0311931 | val_loss: 0.0311985 | Time: 1913.71 ms [2021-11-22 21:12:35 main:574] : INFO : Epoch 1819 | loss: 0.0311937 | val_loss: 0.0311983 | Time: 1904.62 ms [2021-11-22 21:12:37 main:574] : INFO : Epoch 1820 | loss: 0.0311942 | val_loss: 0.0311957 | Time: 1905.95 ms [2021-11-22 21:12:39 main:574] : INFO : Epoch 1821 | loss: 0.0311941 | val_loss: 0.0311952 | Time: 1922.19 ms [2021-11-22 21:12:41 main:574] : INFO : Epoch 1822 | loss: 0.0311928 | val_loss: 0.0311957 | Time: 1906.5 ms [2021-11-22 21:12:43 main:574] : INFO : Epoch 1823 | loss: 0.031193 | val_loss: 0.0311956 | Time: 1918.95 ms [2021-11-22 21:12:45 main:574] : INFO : Epoch 1824 | loss: 0.0311936 | val_loss: 0.0312029 | Time: 1920.02 ms [2021-11-22 21:12:48 main:574] : INFO : Epoch 1825 | loss: 0.0311924 | val_loss: 0.0311955 | Time: 1912.68 ms [2021-11-22 21:12:49 main:574] : INFO : Epoch 1826 | loss: 0.0311917 | val_loss: 0.0311962 | Time: 1908.74 ms [2021-11-22 21:12:52 main:574] : INFO : Epoch 1827 | loss: 0.0311921 | val_loss: 0.0311955 | Time: 1916 ms [2021-11-22 21:12:54 main:574] : INFO : Epoch 1828 | loss: 0.031194 | val_loss: 0.0312015 | Time: 1917.85 ms [2021-11-22 21:12:56 main:574] : INFO : Epoch 1829 | loss: 0.0311931 | val_loss: 0.0311974 | Time: 1928.44 ms [2021-11-22 21:12:58 main:574] : INFO : Epoch 1830 | loss: 0.0311911 | val_loss: 0.031197 | Time: 1901.81 ms [2021-11-22 21:13:00 main:574] : INFO : Epoch 1831 | loss: 0.0311904 | val_loss: 0.0311961 | Time: 1956.74 ms [2021-11-22 21:13:03 main:574] : INFO : Epoch 1832 | loss: 0.0311904 | val_loss: 0.0311979 | Time: 2000.87 ms [2021-11-22 21:13:05 main:574] : INFO : Epoch 1833 | loss: 0.0311907 | val_loss: 0.0311995 | Time: 1976 ms [2021-11-22 21:13:07 main:574] : INFO : Epoch 1834 | loss: 0.0311913 | val_loss: 0.0311967 | Time: 1952.94 ms [2021-11-22 21:13:09 main:574] : INFO : Epoch 1835 | loss: 0.0311906 | val_loss: 0.0311992 | Time: 1923.95 ms [2021-11-22 21:13:11 main:574] : INFO : Epoch 1836 | loss: 0.0311897 | val_loss: 0.0311978 | Time: 1906.24 ms [2021-11-22 21:13:13 main:574] : INFO : Epoch 1837 | loss: 0.0311891 | val_loss: 0.0312035 | Time: 1936.33 ms [2021-11-22 21:13:15 main:574] : INFO : Epoch 1838 | loss: 0.0311894 | val_loss: 0.0311961 | Time: 1916.05 ms [2021-11-22 21:13:17 main:574] : INFO : Epoch 1839 | loss: 0.0311881 | val_loss: 0.0311989 | Time: 1928.51 ms [2021-11-22 21:13:19 main:574] : INFO : Epoch 1840 | loss: 0.0311882 | val_loss: 0.0311965 | Time: 1905.36 ms [2021-11-22 21:13:21 main:574] : INFO : Epoch 1841 | loss: 0.0311876 | val_loss: 0.0311992 | Time: 1914.56 ms [2021-11-22 21:13:23 main:574] : INFO : Epoch 1842 | loss: 0.0311879 | val_loss: 0.0311982 | Time: 1922.29 ms [2021-11-22 21:13:25 main:574] : INFO : Epoch 1843 | loss: 0.0311898 | val_loss: 0.0311981 | Time: 1919.97 ms [2021-11-22 21:13:27 main:574] : INFO : Epoch 1844 | loss: 0.0311902 | val_loss: 0.0312006 | Time: 1926.08 ms [2021-11-22 21:13:29 main:574] : INFO : Epoch 1845 | loss: 0.0311939 | val_loss: 0.0311985 | Time: 1908.56 ms [2021-11-22 21:13:31 main:574] : INFO : Epoch 1846 | loss: 0.0311941 | val_loss: 0.0312004 | Time: 1919.09 ms [2021-11-22 21:13:33 main:574] : INFO : Epoch 1847 | loss: 0.0311942 | val_loss: 0.0311967 | Time: 1903.43 ms [2021-11-22 21:13:35 main:574] : INFO : Epoch 1848 | loss: 0.0311921 | val_loss: 0.0311951 | Time: 1904.55 ms [2021-11-22 21:13:37 main:574] : INFO : Epoch 1849 | loss: 0.031193 | val_loss: 0.0311988 | Time: 1908.91 ms [2021-11-22 21:13:39 main:574] : INFO : Epoch 1850 | loss: 0.0311914 | val_loss: 0.0311959 | Time: 1907.32 ms [2021-11-22 21:13:41 main:574] : INFO : Epoch 1851 | loss: 0.0311903 | val_loss: 0.0311991 | Time: 1921.89 ms [2021-11-22 21:13:43 main:574] : INFO : Epoch 1852 | loss: 0.0311897 | val_loss: 0.0311955 | Time: 1910.44 ms [2021-11-22 21:13:45 main:574] : INFO : Epoch 1853 | loss: 0.03119 | val_loss: 0.0311948 | Time: 1930.19 ms [2021-11-22 21:13:47 main:574] : INFO : Epoch 1854 | loss: 0.0311893 | val_loss: 0.0311936 | Time: 1891.89 ms [2021-11-22 21:13:49 main:574] : INFO : Epoch 1855 | loss: 0.0311899 | val_loss: 0.0311947 | Time: 1910.59 ms [2021-11-22 21:13:51 main:574] : INFO : Epoch 1856 | loss: 0.0311884 | val_loss: 0.031194 | Time: 1928.45 ms [2021-11-22 21:13:53 main:574] : INFO : Epoch 1857 | loss: 0.0311881 | val_loss: 0.0311945 | Time: 1914.02 ms [2021-11-22 21:13:55 main:574] : INFO : Epoch 1858 | loss: 0.0311881 | val_loss: 0.0311945 | Time: 1889.27 ms [2021-11-22 21:13:57 main:574] : INFO : Epoch 1859 | loss: 0.0311885 | val_loss: 0.0311939 | Time: 1911.2 ms [2021-11-22 21:13:59 main:574] : INFO : Epoch 1860 | loss: 0.0311906 | val_loss: 0.0311962 | Time: 1902.06 ms [2021-11-22 21:14:01 main:574] : INFO : Epoch 1861 | loss: 0.0311901 | val_loss: 0.031198 | Time: 1926.28 ms [2021-11-22 21:14:03 main:574] : INFO : Epoch 1862 | loss: 0.0311876 | val_loss: 0.0311927 | Time: 1890.29 ms [2021-11-22 21:14:05 main:574] : INFO : Epoch 1863 | loss: 0.0311869 | val_loss: 0.0311939 | Time: 1977.81 ms [2021-11-22 21:14:07 main:574] : INFO : Epoch 1864 | loss: 0.0311868 | val_loss: 0.0311933 | Time: 1989.36 ms [2021-11-22 21:14:10 main:574] : INFO : Epoch 1865 | loss: 0.0311876 | val_loss: 0.0311919 | Time: 1941.02 ms [2021-11-22 21:14:12 main:574] : INFO : Epoch 1866 | loss: 0.0311879 | val_loss: 0.0311946 | Time: 1923.47 ms [2021-11-22 21:14:14 main:574] : INFO : Epoch 1867 | loss: 0.0311876 | val_loss: 0.0311925 | Time: 1915.25 ms [2021-11-22 21:14:16 main:574] : INFO : Epoch 1868 | loss: 0.0311858 | val_loss: 0.0311918 | Time: 1892.54 ms [2021-11-22 21:14:18 main:574] : INFO : Epoch 1869 | loss: 0.0311856 | val_loss: 0.0311923 | Time: 1935.59 ms [2021-11-22 21:14:20 main:574] : INFO : Epoch 1870 | loss: 0.0311847 | val_loss: 0.0311915 | Time: 1914.66 ms [2021-11-22 21:14:22 main:574] : INFO : Epoch 1871 | loss: 0.0311846 | val_loss: 0.0311944 | Time: 1908.08 ms [2021-11-22 21:14:24 main:574] : INFO : Epoch 1872 | loss: 0.0311847 | val_loss: 0.031193 | Time: 1935.07 ms [2021-11-22 21:14:26 main:574] : INFO : Epoch 1873 | loss: 0.0311844 | val_loss: 0.0311934 | Time: 1917.84 ms [2021-11-22 21:14:28 main:574] : INFO : Epoch 1874 | loss: 0.0311853 | val_loss: 0.0311957 | Time: 1909.49 ms [2021-11-22 21:14:30 main:574] : INFO : Epoch 1875 | loss: 0.0311864 | val_loss: 0.0311965 | Time: 1899.29 ms [2021-11-22 21:14:32 main:574] : INFO : Epoch 1876 | loss: 0.0311847 | val_loss: 0.0311927 | Time: 1906.46 ms [2021-11-22 21:14:34 main:574] : INFO : Epoch 1877 | loss: 0.0311836 | val_loss: 0.0311948 | Time: 1951.46 ms [2021-11-22 21:14:36 main:574] : INFO : Epoch 1878 | loss: 0.031185 | val_loss: 0.0311978 | Time: 1918.55 ms [2021-11-22 21:14:38 main:574] : INFO : Epoch 1879 | loss: 0.031184 | val_loss: 0.0311953 | Time: 1932.24 ms [2021-11-22 21:14:40 main:574] : INFO : Epoch 1880 | loss: 0.0311871 | val_loss: 0.0311922 | Time: 1930.08 ms [2021-11-22 21:14:43 main:574] : INFO : Epoch 1881 | loss: 0.0311917 | val_loss: 0.0311974 | Time: 1939.58 ms [2021-11-22 21:14:44 main:574] : INFO : Epoch 1882 | loss: 0.0311884 | val_loss: 0.0311923 | Time: 1907.17 ms [2021-11-22 21:14:46 main:574] : INFO : Epoch 1883 | loss: 0.0311873 | val_loss: 0.0311949 | Time: 1905.72 ms [2021-11-22 21:14:49 main:574] : INFO : Epoch 1884 | loss: 0.0311887 | val_loss: 0.0311946 | Time: 1899.78 ms [2021-11-22 21:14:50 main:574] : INFO : Epoch 1885 | loss: 0.0311899 | val_loss: 0.0311922 | Time: 1904.44 ms [2021-11-22 21:14:52 main:574] : INFO : Epoch 1886 | loss: 0.0311886 | val_loss: 0.0311939 | Time: 1922.22 ms [2021-11-22 21:14:55 main:574] : INFO : Epoch 1887 | loss: 0.0311874 | val_loss: 0.0311931 | Time: 1906.49 ms [2021-11-22 21:14:57 main:574] : INFO : Epoch 1888 | loss: 0.0311872 | val_loss: 0.031192 | Time: 1888.27 ms [2021-11-22 21:14:59 main:574] : INFO : Epoch 1889 | loss: 0.0311856 | val_loss: 0.0311911 | Time: 1925.71 ms [2021-11-22 21:15:01 main:574] : INFO : Epoch 1890 | loss: 0.0311855 | val_loss: 0.0311925 | Time: 1929.92 ms [2021-11-22 21:15:03 main:574] : INFO : Epoch 1891 | loss: 0.0311869 | val_loss: 0.0311953 | Time: 1904.02 ms [2021-11-22 21:15:05 main:574] : INFO : Epoch 1892 | loss: 0.0311863 | val_loss: 0.0311941 | Time: 1906.95 ms [2021-11-22 21:15:07 main:574] : INFO : Epoch 1893 | loss: 0.0311887 | val_loss: 0.0311918 | Time: 1902.44 ms [2021-11-22 21:15:09 main:574] : INFO : Epoch 1894 | loss: 0.0311893 | val_loss: 0.0311926 | Time: 1909.82 ms [2021-11-22 21:15:11 main:574] : INFO : Epoch 1895 | loss: 0.0311899 | val_loss: 0.0311955 | Time: 1897.18 ms [2021-11-22 21:15:13 main:574] : INFO : Epoch 1896 | loss: 0.0311902 | val_loss: 0.0311939 | Time: 1989.14 ms [2021-11-22 21:15:15 main:574] : INFO : Epoch 1897 | loss: 0.0311885 | val_loss: 0.0311956 | Time: 1967.72 ms [2021-11-22 21:15:17 main:574] : INFO : Epoch 1898 | loss: 0.0311883 | val_loss: 0.0311923 | Time: 1937.8 ms [2021-11-22 21:15:19 main:574] : INFO : Epoch 1899 | loss: 0.031186 | val_loss: 0.0311914 | Time: 1935.69 ms [2021-11-22 21:15:21 main:574] : INFO : Epoch 1900 | loss: 0.031186 | val_loss: 0.0311929 | Time: 1914.14 ms [2021-11-22 21:15:23 main:574] : INFO : Epoch 1901 | loss: 0.0311858 | val_loss: 0.0311917 | Time: 1930.42 ms [2021-11-22 21:15:25 main:574] : INFO : Epoch 1902 | loss: 0.0311845 | val_loss: 0.0311934 | Time: 1900.26 ms [2021-11-22 21:15:27 main:574] : INFO : Epoch 1903 | loss: 0.0311853 | val_loss: 0.0311918 | Time: 1925.07 ms [2021-11-22 21:15:29 main:574] : INFO : Epoch 1904 | loss: 0.0311855 | val_loss: 0.0311934 | Time: 1924.15 ms [2021-11-22 21:15:31 main:574] : INFO : Epoch 1905 | loss: 0.0311858 | val_loss: 0.0311945 | Time: 1909.26 ms [2021-11-22 21:15:33 main:574] : INFO : Epoch 1906 | loss: 0.0311861 | val_loss: 0.0311918 | Time: 1925.71 ms [2021-11-22 21:15:35 main:574] : INFO : Epoch 1907 | loss: 0.0311855 | val_loss: 0.0311908 | Time: 1918.2 ms [2021-11-22 21:15:38 main:574] : INFO : Epoch 1908 | loss: 0.0311854 | val_loss: 0.0311923 | Time: 1910.69 ms [2021-11-22 21:15:40 main:574] : INFO : Epoch 1909 | loss: 0.0311863 | val_loss: 0.031194 | Time: 1937.27 ms [2021-11-22 21:15:42 main:574] : INFO : Epoch 1910 | loss: 0.0311872 | val_loss: 0.0311952 | Time: 1896.14 ms [2021-11-22 21:15:44 main:574] : INFO : Epoch 1911 | loss: 0.0311874 | val_loss: 0.0311955 | Time: 1912.65 ms [2021-11-22 21:15:46 main:574] : INFO : Epoch 1912 | loss: 0.0311848 | val_loss: 0.0311944 | Time: 1903.79 ms [2021-11-22 21:15:48 main:574] : INFO : Epoch 1913 | loss: 0.0311841 | val_loss: 0.0311941 | Time: 1905.15 ms [2021-11-22 21:15:50 main:574] : INFO : Epoch 1914 | loss: 0.0311851 | val_loss: 0.0311955 | Time: 1945.76 ms [2021-11-22 21:15:52 main:574] : INFO : Epoch 1915 | loss: 0.0311869 | val_loss: 0.0311927 | Time: 1907.77 ms [2021-11-22 21:15:54 main:574] : INFO : Epoch 1916 | loss: 0.0311874 | val_loss: 0.0311941 | Time: 1922.73 ms [2021-11-22 21:15:56 main:574] : INFO : Epoch 1917 | loss: 0.0311879 | val_loss: 0.0311921 | Time: 1925.44 ms [2021-11-22 21:15:58 main:574] : INFO : Epoch 1918 | loss: 0.0311883 | val_loss: 0.0311945 | Time: 1908.08 ms [2021-11-22 21:16:00 main:574] : INFO : Epoch 1919 | loss: 0.0311889 | val_loss: 0.0311928 | Time: 1939.1 ms [2021-11-22 21:16:02 main:574] : INFO : Epoch 1920 | loss: 0.0311891 | val_loss: 0.0311949 | Time: 1913.2 ms [2021-11-22 21:16:04 main:574] : INFO : Epoch 1921 | loss: 0.031187 | val_loss: 0.0311955 | Time: 1904.09 ms [2021-11-22 21:16:06 main:574] : INFO : Epoch 1922 | loss: 0.0311864 | val_loss: 0.0311935 | Time: 1897.55 ms [2021-11-22 21:16:08 main:574] : INFO : Epoch 1923 | loss: 0.0311855 | val_loss: 0.0311934 | Time: 1903.49 ms [2021-11-22 21:16:10 main:574] : INFO : Epoch 1924 | loss: 0.0311861 | val_loss: 0.0311954 | Time: 1906.77 ms [2021-11-22 21:16:12 main:574] : INFO : Epoch 1925 | loss: 0.0311865 | val_loss: 0.0311936 | Time: 1925.07 ms [2021-11-22 21:16:14 main:574] : INFO : Epoch 1926 | loss: 0.0311852 | val_loss: 0.0311924 | Time: 1921.92 ms [2021-11-22 21:16:16 main:574] : INFO : Epoch 1927 | loss: 0.0311856 | val_loss: 0.0311945 | Time: 1933.51 ms [2021-11-22 21:16:18 main:574] : INFO : Epoch 1928 | loss: 0.0311847 | val_loss: 0.0311926 | Time: 1986.71 ms [2021-11-22 21:16:20 main:574] : INFO : Epoch 1929 | loss: 0.0311842 | val_loss: 0.0311932 | Time: 1982.61 ms [2021-11-22 21:16:23 main:574] : INFO : Epoch 1930 | loss: 0.0311844 | val_loss: 0.0311936 | Time: 1911.22 ms [2021-11-22 21:16:25 main:574] : INFO : Epoch 1931 | loss: 0.0311843 | val_loss: 0.0311945 | Time: 1934.69 ms [2021-11-22 21:16:26 main:574] : INFO : Epoch 1932 | loss: 0.0311854 | val_loss: 0.0311944 | Time: 1911.79 ms [2021-11-22 21:16:29 main:574] : INFO : Epoch 1933 | loss: 0.0311845 | val_loss: 0.0311955 | Time: 1922.58 ms [2021-11-22 21:16:31 main:574] : INFO : Epoch 1934 | loss: 0.0311836 | val_loss: 0.0311942 | Time: 1916.25 ms [2021-11-22 21:16:33 main:574] : INFO : Epoch 1935 | loss: 0.0311824 | val_loss: 0.0311957 | Time: 1892.83 ms [2021-11-22 21:16:35 main:574] : INFO : Epoch 1936 | loss: 0.0311855 | val_loss: 0.0311947 | Time: 1909.35 ms [2021-11-22 21:16:37 main:574] : INFO : Epoch 1937 | loss: 0.0311844 | val_loss: 0.031194 | Time: 1921.54 ms [2021-11-22 21:16:39 main:574] : INFO : Epoch 1938 | loss: 0.031185 | val_loss: 0.0311933 | Time: 1908.26 ms [2021-11-22 21:16:41 main:574] : INFO : Epoch 1939 | loss: 0.0311844 | val_loss: 0.0311937 | Time: 1932.52 ms [2021-11-22 21:16:43 main:574] : INFO : Epoch 1940 | loss: 0.0311844 | val_loss: 0.0311944 | Time: 1915.06 ms [2021-11-22 21:16:45 main:574] : INFO : Epoch 1941 | loss: 0.0311834 | val_loss: 0.0311999 | Time: 1904.13 ms [2021-11-22 21:16:47 main:574] : INFO : Epoch 1942 | loss: 0.0311865 | val_loss: 0.0311941 | Time: 1938.31 ms [2021-11-22 21:16:49 main:574] : INFO : Epoch 1943 | loss: 0.0311836 | val_loss: 0.0311952 | Time: 1907.69 ms [2021-11-22 21:16:51 main:574] : INFO : Epoch 1944 | loss: 0.031182 | val_loss: 0.0311928 | Time: 1908.81 ms [2021-11-22 21:16:53 main:574] : INFO : Epoch 1945 | loss: 0.031184 | val_loss: 0.0311954 | Time: 1939.06 ms [2021-11-22 21:16:55 main:574] : INFO : Epoch 1946 | loss: 0.0311843 | val_loss: 0.0311955 | Time: 1921.79 ms [2021-11-22 21:16:57 main:574] : INFO : Epoch 1947 | loss: 0.0311835 | val_loss: 0.0311957 | Time: 1926.05 ms [2021-11-22 21:16:59 main:574] : INFO : Epoch 1948 | loss: 0.0311823 | val_loss: 0.031195 | Time: 1919.74 ms [2021-11-22 21:17:01 main:574] : INFO : Epoch 1949 | loss: 0.0311814 | val_loss: 0.0311947 | Time: 1933.24 ms [2021-11-22 21:17:03 main:574] : INFO : Epoch 1950 | loss: 0.0311849 | val_loss: 0.0312039 | Time: 1917.07 ms [2021-11-22 21:17:05 main:574] : INFO : Epoch 1951 | loss: 0.0311838 | val_loss: 0.0311934 | Time: 1913.02 ms [2021-11-22 21:17:07 main:574] : INFO : Epoch 1952 | loss: 0.0311821 | val_loss: 0.0311947 | Time: 1903.68 ms [2021-11-22 21:17:09 main:574] : INFO : Epoch 1953 | loss: 0.0311837 | val_loss: 0.0311958 | Time: 1919.45 ms [2021-11-22 21:17:11 main:574] : INFO : Epoch 1954 | loss: 0.0311822 | val_loss: 0.031196 | Time: 1928.02 ms [2021-11-22 21:17:14 main:574] : INFO : Epoch 1955 | loss: 0.0311822 | val_loss: 0.0311966 | Time: 1921.54 ms [2021-11-22 21:17:16 main:574] : INFO : Epoch 1956 | loss: 0.0311842 | val_loss: 0.0311958 | Time: 1912.28 ms [2021-11-22 21:17:18 main:574] : INFO : Epoch 1957 | loss: 0.0311827 | val_loss: 0.0311967 | Time: 1912.71 ms [2021-11-22 21:17:20 main:574] : INFO : Epoch 1958 | loss: 0.0311841 | val_loss: 0.0312072 | Time: 1921.48 ms [2021-11-22 21:17:22 main:574] : INFO : Epoch 1959 | loss: 0.0311858 | val_loss: 0.0311975 | Time: 1928.34 ms [2021-11-22 21:17:24 main:574] : INFO : Epoch 1960 | loss: 0.0311894 | val_loss: 0.0312102 | Time: 2028.79 ms [2021-11-22 21:17:27 main:574] : INFO : Epoch 1961 | loss: 0.0311967 | val_loss: 0.0312144 | Time: 1987.05 ms [2021-11-22 21:17:29 main:574] : INFO : Epoch 1962 | loss: 0.0317222 | val_loss: 0.0315195 | Time: 1901.53 ms [2021-11-22 21:17:31 main:574] : INFO : Epoch 1963 | loss: 0.0329991 | val_loss: 0.0316056 | Time: 1921.96 ms [2021-11-22 21:17:33 main:574] : INFO : Epoch 1964 | loss: 0.0315433 | val_loss: 0.0312973 | Time: 1930.4 ms [2021-11-22 21:17:35 main:574] : INFO : Epoch 1965 | loss: 0.0312952 | val_loss: 0.031277 | Time: 1937.53 ms [2021-11-22 21:17:37 main:574] : INFO : Epoch 1966 | loss: 0.0312603 | val_loss: 0.0312524 | Time: 1914.8 ms [2021-11-22 21:17:39 main:574] : INFO : Epoch 1967 | loss: 0.0312511 | val_loss: 0.03125 | Time: 1945.75 ms [2021-11-22 21:17:41 main:574] : INFO : Epoch 1968 | loss: 0.0312488 | val_loss: 0.031249 | Time: 1920.66 ms [2021-11-22 21:17:43 main:574] : INFO : Epoch 1969 | loss: 0.031247 | val_loss: 0.0312467 | Time: 1908.84 ms [2021-11-22 21:17:45 main:574] : INFO : Epoch 1970 | loss: 0.0312455 | val_loss: 0.0312458 | Time: 1910.04 ms [2021-11-22 21:17:47 main:574] : INFO : Epoch 1971 | loss: 0.031244 | val_loss: 0.0312442 | Time: 1922.65 ms [2021-11-22 21:17:49 main:574] : INFO : Epoch 1972 | loss: 0.0312421 | val_loss: 0.0312428 | Time: 1909.67 ms [2021-11-22 21:17:52 main:574] : INFO : Epoch 1973 | loss: 0.0312401 | val_loss: 0.0312404 | Time: 1914.61 ms [2021-11-22 21:17:54 main:574] : INFO : Epoch 1974 | loss: 0.0312373 | val_loss: 0.0312372 | Time: 1934.65 ms [2021-11-22 21:17:56 main:574] : INFO : Epoch 1975 | loss: 0.0312322 | val_loss: 0.0312276 | Time: 1930.44 ms [2021-11-22 21:17:58 main:574] : INFO : Epoch 1976 | loss: 0.0312177 | val_loss: 0.0312136 | Time: 1917.21 ms [2021-11-22 21:18:00 main:574] : INFO : Epoch 1977 | loss: 0.0312058 | val_loss: 0.0312064 | Time: 1930.98 ms [2021-11-22 21:18:02 main:574] : INFO : Epoch 1978 | loss: 0.0312004 | val_loss: 0.0312043 | Time: 1932.12 ms [2021-11-22 21:18:04 main:574] : INFO : Epoch 1979 | loss: 0.0311955 | val_loss: 0.0312006 | Time: 1918.41 ms [2021-11-22 21:18:06 main:574] : INFO : Epoch 1980 | loss: 0.0311911 | val_loss: 0.0311997 | Time: 1898.72 ms [2021-11-22 21:18:08 main:574] : INFO : Epoch 1981 | loss: 0.0311912 | val_loss: 0.031201 | Time: 1899.05 ms [2021-11-22 21:18:10 main:574] : INFO : Epoch 1982 | loss: 0.0311964 | val_loss: 0.0311955 | Time: 1923.43 ms [2021-11-22 21:18:12 main:574] : INFO : Epoch 1983 | loss: 0.0311901 | val_loss: 0.0311966 | Time: 1926.49 ms [2021-11-22 21:18:14 main:574] : INFO : Epoch 1984 | loss: 0.0311886 | val_loss: 0.031196 | Time: 1915.78 ms [2021-11-22 21:18:16 main:574] : INFO : Epoch 1985 | loss: 0.0311877 | val_loss: 0.0311953 | Time: 1927.63 ms [2021-11-22 21:18:18 main:574] : INFO : Epoch 1986 | loss: 0.0311867 | val_loss: 0.0311955 | Time: 1911.29 ms [2021-11-22 21:18:20 main:574] : INFO : Epoch 1987 | loss: 0.0311866 | val_loss: 0.0311962 | Time: 1919.07 ms [2021-11-22 21:18:22 main:574] : INFO : Epoch 1988 | loss: 0.0311895 | val_loss: 0.0311972 | Time: 1921.47 ms [2021-11-22 21:18:24 main:574] : INFO : Epoch 1989 | loss: 0.0311862 | val_loss: 0.0311956 | Time: 1907.54 ms [2021-11-22 21:18:26 main:574] : INFO : Epoch 1990 | loss: 0.0311849 | val_loss: 0.0311962 | Time: 1937.14 ms [2021-11-22 21:18:29 main:574] : INFO : Epoch 1991 | loss: 0.0311854 | val_loss: 0.0311953 | Time: 1997.72 ms [2021-11-22 21:18:31 main:574] : INFO : Epoch 1992 | loss: 0.0311868 | val_loss: 0.0312003 | Time: 1975.92 ms [2021-11-22 21:18:33 main:574] : INFO : Epoch 1993 | loss: 0.031187 | val_loss: 0.0311975 | Time: 1972.9 ms [2021-11-22 21:18:35 main:574] : INFO : Epoch 1994 | loss: 0.0311896 | val_loss: 0.0311971 | Time: 1921.13 ms [2021-11-22 21:18:37 main:574] : INFO : Epoch 1995 | loss: 0.0311872 | val_loss: 0.0311957 | Time: 1910.26 ms [2021-11-22 21:18:39 main:574] : INFO : Epoch 1996 | loss: 0.0311883 | val_loss: 0.031195 | Time: 1908.45 ms [2021-11-22 21:18:41 main:574] : INFO : Epoch 1997 | loss: 0.0311926 | val_loss: 0.0312073 | Time: 1938.49 ms [2021-11-22 21:18:43 main:574] : INFO : Epoch 1998 | loss: 0.0311928 | val_loss: 0.0312045 | Time: 1913.39 ms [2021-11-22 21:18:45 main:574] : INFO : Epoch 1999 | loss: 0.0311933 | val_loss: 0.0312038 | Time: 1923.15 ms [2021-11-22 21:18:47 main:574] : INFO : Epoch 2000 | loss: 0.0311954 | val_loss: 0.0311971 | Time: 1918.61 ms [2021-11-22 21:18:49 main:574] : INFO : Epoch 2001 | loss: 0.0311894 | val_loss: 0.0311969 | Time: 1889.84 ms [2021-11-22 21:18:51 main:574] : INFO : Epoch 2002 | loss: 0.0311927 | val_loss: 0.0311976 | Time: 1926.98 ms [2021-11-22 21:18:53 main:574] : INFO : Epoch 2003 | loss: 0.0311986 | val_loss: 0.0311992 | Time: 1964.2 ms [2021-11-22 21:18:55 main:574] : INFO : Epoch 2004 | loss: 0.031199 | val_loss: 0.0312008 | Time: 2018.33 ms [2021-11-22 21:18:57 main:574] : INFO : Epoch 2005 | loss: 0.0311971 | val_loss: 0.0311987 | Time: 2109.11 ms [2021-11-22 21:18:59 main:574] : INFO : Epoch 2006 | loss: 0.0311961 | val_loss: 0.0311938 | Time: 1924.42 ms [2021-11-22 21:19:02 main:574] : INFO : Epoch 2007 | loss: 0.0311957 | val_loss: 0.0311958 | Time: 2064.1 ms [2021-11-22 21:19:04 main:574] : INFO : Epoch 2008 | loss: 0.0311948 | val_loss: 0.0311941 | Time: 1949.56 ms [2021-11-22 21:19:06 main:574] : INFO : Epoch 2009 | loss: 0.0311937 | val_loss: 0.0311939 | Time: 1927.05 ms [2021-11-22 21:19:08 main:574] : INFO : Epoch 2010 | loss: 0.0311936 | val_loss: 0.0311942 | Time: 1894.03 ms [2021-11-22 21:19:10 main:574] : INFO : Epoch 2011 | loss: 0.0311931 | val_loss: 0.0311947 | Time: 1907.98 ms [2021-11-22 21:19:12 main:574] : INFO : Epoch 2012 | loss: 0.0311925 | val_loss: 0.0311937 | Time: 1899.56 ms [2021-11-22 21:19:14 main:574] : INFO : Epoch 2013 | loss: 0.0311919 | val_loss: 0.031197 | Time: 1887.91 ms [2021-11-22 21:19:16 main:574] : INFO : Epoch 2014 | loss: 0.0311923 | val_loss: 0.0311939 | Time: 1905.16 ms [2021-11-22 21:19:18 main:574] : INFO : Epoch 2015 | loss: 0.0311917 | val_loss: 0.031195 | Time: 1918.69 ms [2021-11-22 21:19:20 main:574] : INFO : Epoch 2016 | loss: 0.0311931 | val_loss: 0.0311934 | Time: 2000.77 ms [2021-11-22 21:19:22 main:574] : INFO : Epoch 2017 | loss: 0.031193 | val_loss: 0.0311934 | Time: 1878.88 ms [2021-11-22 21:19:24 main:574] : INFO : Epoch 2018 | loss: 0.0311908 | val_loss: 0.0311929 | Time: 1907.97 ms [2021-11-22 21:19:26 main:574] : INFO : Epoch 2019 | loss: 0.0311908 | val_loss: 0.0311936 | Time: 1916.3 ms [2021-11-22 21:19:28 main:574] : INFO : Epoch 2020 | loss: 0.0311908 | val_loss: 0.0311932 | Time: 1909.54 ms [2021-11-22 21:19:30 main:574] : INFO : Epoch 2021 | loss: 0.0311906 | val_loss: 0.0311938 | Time: 1920.27 ms [2021-11-22 21:19:32 main:574] : INFO : Epoch 2022 | loss: 0.0311903 | val_loss: 0.0311937 | Time: 1896.48 ms [2021-11-22 21:19:34 main:574] : INFO : Epoch 2023 | loss: 0.0311901 | val_loss: 0.031194 | Time: 1991.65 ms [2021-11-22 21:19:37 main:574] : INFO : Epoch 2024 | loss: 0.0311903 | val_loss: 0.0311939 | Time: 1970.74 ms [2021-11-22 21:19:39 main:574] : INFO : Epoch 2025 | loss: 0.0311914 | val_loss: 0.031194 | Time: 1917.69 ms [2021-11-22 21:19:41 main:574] : INFO : Epoch 2026 | loss: 0.0311913 | val_loss: 0.031193 | Time: 1895.4 ms [2021-11-22 21:19:43 main:574] : INFO : Epoch 2027 | loss: 0.0311911 | val_loss: 0.0311969 | Time: 1896.7 ms [2021-11-22 21:19:45 main:574] : INFO : Epoch 2028 | loss: 0.0311915 | val_loss: 0.0311936 | Time: 1901.39 ms [2021-11-22 21:19:47 main:574] : INFO : Epoch 2029 | loss: 0.0311901 | val_loss: 0.0311944 | Time: 1926.83 ms [2021-11-22 21:19:49 main:574] : INFO : Epoch 2030 | loss: 0.0311902 | val_loss: 0.0311926 | Time: 1936.86 ms [2021-11-22 21:19:51 main:574] : INFO : Epoch 2031 | loss: 0.0311906 | val_loss: 0.0311921 | Time: 1887.96 ms [2021-11-22 21:19:53 main:574] : INFO : Epoch 2032 | loss: 0.0311902 | val_loss: 0.0311929 | Time: 1889.07 ms [2021-11-22 21:19:55 main:574] : INFO : Epoch 2033 | loss: 0.031191 | val_loss: 0.0311921 | Time: 1900.56 ms [2021-11-22 21:19:57 main:574] : INFO : Epoch 2034 | loss: 0.0311898 | val_loss: 0.0311952 | Time: 1906.5 ms [2021-11-22 21:19:59 main:574] : INFO : Epoch 2035 | loss: 0.0311897 | val_loss: 0.0311926 | Time: 1917.36 ms [2021-11-22 21:20:01 main:574] : INFO : Epoch 2036 | loss: 0.0311893 | val_loss: 0.0311925 | Time: 1892.09 ms [2021-11-22 21:20:03 main:574] : INFO : Epoch 2037 | loss: 0.0311896 | val_loss: 0.0311928 | Time: 1914.23 ms [2021-11-22 21:20:05 main:574] : INFO : Epoch 2038 | loss: 0.0311898 | val_loss: 0.0311931 | Time: 1889.03 ms [2021-11-22 21:20:07 main:574] : INFO : Epoch 2039 | loss: 0.0311896 | val_loss: 0.0311936 | Time: 1903 ms [2021-11-22 21:20:09 main:574] : INFO : Epoch 2040 | loss: 0.0311895 | val_loss: 0.0311928 | Time: 1905.13 ms [2021-11-22 21:20:11 main:574] : INFO : Epoch 2041 | loss: 0.0311895 | val_loss: 0.0311926 | Time: 1898.33 ms [2021-11-22 21:20:13 main:574] : INFO : Epoch 2042 | loss: 0.0311901 | val_loss: 0.0311948 | Time: 1915.36 ms [2021-11-22 21:20:15 main:574] : INFO : Epoch 2043 | loss: 0.0311942 | val_loss: 0.0311938 | Time: 1890.96 ms [2021-11-22 21:20:17 main:574] : INFO : Epoch 2044 | loss: 0.0311907 | val_loss: 0.0311928 | Time: 1925.34 ms [2021-11-22 21:20:19 main:574] : INFO : Epoch 2045 | loss: 0.0311895 | val_loss: 0.0311932 | Time: 1911.91 ms [2021-11-22 21:20:21 main:574] : INFO : Epoch 2046 | loss: 0.0311895 | val_loss: 0.0311946 | Time: 1890.79 ms [2021-11-22 21:20:23 main:574] : INFO : Epoch 2047 | loss: 0.0311885 | val_loss: 0.0311923 | Time: 1903.58 ms [2021-11-22 21:20:25 main:574] : INFO : Epoch 2048 | loss: 0.0311877 | val_loss: 0.0311926 | Time: 1895.1 ms [2021-11-22 21:20:26 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311926 [2021-11-22 21:20:26 main:603] : INFO : Saving end state to config to file [2021-11-22 21:20:26 main:608] : INFO : Success, exiting.. 21:20:26 (27568): 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)