Task 9419195
| Name | ParityModified-1638632065-26717-0_0 |
| Workunit | 6835453 |
| Created | 4 Dec 2021, 15:34:27 UTC |
| Sent | 11 Dec 2021, 12:59:19 UTC |
| Report deadline | 19 Dec 2021, 12:59:19 UTC |
| Received | 18 Dec 2021, 22:06:59 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 17360 |
| Run time | 4 hours 47 min 2 sec |
| CPU time | 4 hours 16 min 25 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 864.22 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.54 GB |
| Peak swap size | 3.43 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> [2021-12-15 20:48:06 main:574] : INFO : Epoch 1618 | loss: 0.0309743 | val_loss: 0.0313463 | Time: 7486.38 ms [2021-12-15 20:48:13 main:574] : INFO : Epoch 1619 | loss: 0.0309746 | val_loss: 0.031289 | Time: 7397.95 ms [2021-12-15 20:48:20 main:574] : INFO : Epoch 1620 | loss: 0.0309809 | val_loss: 0.0312822 | Time: 7300.77 ms [2021-12-15 20:48:28 main:574] : INFO : Epoch 1621 | loss: 0.0309718 | val_loss: 0.0313231 | Time: 7303.17 ms [2021-12-15 20:48:35 main:574] : INFO : Epoch 1622 | loss: 0.0309689 | val_loss: 0.0313017 | Time: 7425.76 ms [2021-12-15 20:48:42 main:574] : INFO : Epoch 1623 | loss: 0.0309828 | val_loss: 0.0313141 | Time: 7378.68 ms [2021-12-15 20:48:50 main:574] : INFO : Epoch 1624 | loss: 0.0309749 | val_loss: 0.0313175 | Time: 7316.97 ms [2021-12-15 20:48:57 main:574] : INFO : Epoch 1625 | loss: 0.0309783 | val_loss: 0.0313182 | Time: 7312.94 ms [2021-12-15 20:49:04 main:574] : INFO : Epoch 1626 | loss: 0.0309769 | val_loss: 0.0313281 | Time: 7277.63 ms [2021-12-15 20:49:12 main:574] : INFO : Epoch 1627 | loss: 0.0309731 | val_loss: 0.0313005 | Time: 7292.59 ms [2021-12-15 20:49:19 main:574] : INFO : Epoch 1628 | loss: 0.0309646 | val_loss: 0.0313115 | Time: 7281.49 ms [2021-12-15 20:49:26 main:574] : INFO : Epoch 1629 | loss: 0.030968 | val_loss: 0.0312986 | Time: 7292.03 ms [2021-12-15 20:49:34 main:574] : INFO : Epoch 1630 | loss: 0.0309692 | val_loss: 0.0313065 | Time: 7278.73 ms [2021-12-15 20:49:41 main:574] : INFO : Epoch 1631 | loss: 0.030968 | val_loss: 0.0313079 | Time: 7294.42 ms [2021-12-15 20:49:48 main:574] : INFO : Epoch 1632 | loss: 0.0309935 | val_loss: 0.0313134 | Time: 7281.17 ms [2021-12-15 20:49:55 main:574] : INFO : Epoch 1633 | loss: 0.0309777 | val_loss: 0.0313179 | Time: 7285.75 ms [2021-12-15 20:50:03 main:574] : INFO : Epoch 1634 | loss: 0.0309751 | val_loss: 0.0312849 | Time: 7283.47 ms [2021-12-15 20:50:10 main:574] : INFO : Epoch 1635 | loss: 0.0309894 | val_loss: 0.0312687 | Time: 7286.35 ms [2021-12-15 20:50:17 main:574] : INFO : Epoch 1636 | loss: 0.0309845 | val_loss: 0.0312702 | Time: 7272.9 ms [2021-12-15 20:50:25 main:574] : INFO : Epoch 1637 | loss: 0.0309754 | val_loss: 0.0313199 | Time: 7284.15 ms [2021-12-15 20:50:32 main:574] : INFO : Epoch 1638 | loss: 0.0309667 | val_loss: 0.0313037 | Time: 7294.93 ms [2021-12-15 20:50:39 main:574] : INFO : Epoch 1639 | loss: 0.0309725 | val_loss: 0.0312921 | Time: 7279.67 ms [2021-12-15 20:50:46 main:574] : INFO : Epoch 1640 | loss: 0.0309784 | val_loss: 0.0313391 | Time: 7270.11 ms [2021-12-15 20:50:54 main:574] : INFO : Epoch 1641 | loss: 0.0309774 | val_loss: 0.0312997 | Time: 7292.23 ms [2021-12-15 20:51:01 main:574] : INFO : Epoch 1642 | loss: 0.0309823 | val_loss: 0.0313101 | Time: 7274.1 ms [2021-12-15 20:51:08 main:574] : INFO : Epoch 1643 | loss: 0.0309751 | val_loss: 0.0313235 | Time: 7301.57 ms [2021-12-15 20:51:16 main:574] : INFO : Epoch 1644 | loss: 0.0309718 | val_loss: 0.0313068 | Time: 7262.94 ms [2021-12-15 20:51:23 main:574] : INFO : Epoch 1645 | loss: 0.0309764 | val_loss: 0.0313018 | Time: 7274.91 ms [2021-12-15 20:51:30 main:574] : INFO : Epoch 1646 | loss: 0.0309669 | val_loss: 0.0313004 | Time: 7291.67 ms [2021-12-15 20:51:37 main:574] : INFO : Epoch 1647 | loss: 0.0309645 | val_loss: 0.0312982 | Time: 7285.79 ms [2021-12-15 20:51:45 main:574] : INFO : Epoch 1648 | loss: 0.0309696 | val_loss: 0.0313017 | Time: 7291.01 ms [2021-12-15 20:51:52 main:574] : INFO : Epoch 1649 | loss: 0.0309735 | val_loss: 0.0313268 | Time: 7279.6 ms [2021-12-15 20:51:59 main:574] : INFO : Epoch 1650 | loss: 0.0309825 | val_loss: 0.0313246 | Time: 7287.13 ms [2021-12-15 20:52:07 main:574] : INFO : Epoch 1651 | loss: 0.0309832 | val_loss: 0.0312762 | Time: 7452.99 ms [2021-12-15 20:52:14 main:574] : INFO : Epoch 1652 | loss: 0.0309746 | val_loss: 0.0313054 | Time: 7284.74 ms [2021-12-15 20:52:21 main:574] : INFO : Epoch 1653 | loss: 0.0309626 | val_loss: 0.0313043 | Time: 7271.01 ms [2021-12-15 20:52:29 main:574] : INFO : Epoch 1654 | loss: 0.030966 | val_loss: 0.0312903 | Time: 7281.8 ms [2021-12-15 20:52:36 main:574] : INFO : Epoch 1655 | loss: 0.0309661 | val_loss: 0.0312927 | Time: 7358.49 ms [2021-12-15 20:52:43 main:574] : INFO : Epoch 1656 | loss: 0.0309757 | val_loss: 0.0312926 | Time: 7277.62 ms [2021-12-15 20:52:51 main:574] : INFO : Epoch 1657 | loss: 0.0309832 | val_loss: 0.0312999 | Time: 7280.31 ms [2021-12-15 20:52:58 main:574] : INFO : Epoch 1658 | loss: 0.030984 | val_loss: 0.0312884 | Time: 7282.09 ms [2021-12-15 20:53:05 main:574] : INFO : Epoch 1659 | loss: 0.0309744 | val_loss: 0.0313101 | Time: 7353.51 ms [2021-12-15 20:53:13 main:574] : INFO : Epoch 1660 | loss: 0.0309664 | val_loss: 0.0313288 | Time: 7297.29 ms [2021-12-15 20:53:20 main:574] : INFO : Epoch 1661 | loss: 0.0309686 | val_loss: 0.0313156 | Time: 7290.5 ms [2021-12-15 20:53:27 main:574] : INFO : Epoch 1662 | loss: 0.0309707 | val_loss: 0.0312997 | Time: 7279.97 ms [2021-12-15 20:53:34 main:574] : INFO : Epoch 1663 | loss: 0.0309876 | val_loss: 0.0312807 | Time: 7270.73 ms [2021-12-15 20:53:42 main:574] : INFO : Epoch 1664 | loss: 0.0309874 | val_loss: 0.0313317 | Time: 7294.03 ms [2021-12-15 20:53:49 main:574] : INFO : Epoch 1665 | loss: 0.0309972 | val_loss: 0.0312886 | Time: 7273.7 ms [2021-12-15 20:53:56 main:574] : INFO : Epoch 1666 | loss: 0.0309845 | val_loss: 0.031306 | Time: 7287.5 ms [2021-12-15 20:54:04 main:574] : INFO : Epoch 1667 | loss: 0.0309753 | val_loss: 0.0312936 | Time: 7268.15 ms [2021-12-15 20:54:11 main:574] : INFO : Epoch 1668 | loss: 0.0309708 | val_loss: 0.0312879 | Time: 7286.24 ms [2021-12-15 20:54:18 main:574] : INFO : Epoch 1669 | loss: 0.0309725 | val_loss: 0.0313093 | Time: 7287.94 ms [2021-12-15 20:54:25 main:574] : INFO : Epoch 1670 | loss: 0.0309712 | val_loss: 0.03128 | Time: 7303.63 ms [2021-12-15 20:54:33 main:574] : INFO : Epoch 1671 | loss: 0.0309685 | val_loss: 0.0313036 | Time: 7285.77 ms [2021-12-15 20:54:40 main:574] : INFO : Epoch 1672 | loss: 0.0309739 | val_loss: 0.031297 | Time: 7306.74 ms [2021-12-15 20:54:47 main:574] : INFO : Epoch 1673 | loss: 0.0309792 | val_loss: 0.0313001 | Time: 7293.79 ms [2021-12-15 20:54:55 main:574] : INFO : Epoch 1674 | loss: 0.0309859 | val_loss: 0.0312729 | Time: 7293.14 ms [2021-12-15 20:55:02 main:574] : INFO : Epoch 1675 | loss: 0.0309787 | val_loss: 0.0312909 | Time: 7293.83 ms [2021-12-15 20:55:10 main:574] : INFO : Epoch 1676 | loss: 0.0309698 | val_loss: 0.0313019 | Time: 7885.01 ms [2021-12-15 20:55:17 main:574] : INFO : Epoch 1677 | loss: 0.0309778 | val_loss: 0.0312966 | Time: 7282.66 ms [2021-12-15 20:55:24 main:574] : INFO : Epoch 1678 | loss: 0.0309747 | val_loss: 0.0312955 | Time: 7304.51 ms [2021-12-15 20:55:32 main:574] : INFO : Epoch 1679 | loss: 0.0309692 | val_loss: 0.0312716 | Time: 7291.09 ms [2021-12-15 20:55:39 main:574] : INFO : Epoch 1680 | loss: 0.0309697 | val_loss: 0.0313327 | Time: 7274.75 ms [2021-12-15 20:55:46 main:574] : INFO : Epoch 1681 | loss: 0.030977 | val_loss: 0.0312973 | Time: 7281.39 ms [2021-12-15 20:55:54 main:574] : INFO : Epoch 1682 | loss: 0.0309857 | val_loss: 0.0313088 | Time: 7279.89 ms [2021-12-15 20:56:01 main:574] : INFO : Epoch 1683 | loss: 0.0309775 | val_loss: 0.0313125 | Time: 7287.93 ms [2021-12-15 20:56:08 main:574] : INFO : Epoch 1684 | loss: 0.0309709 | val_loss: 0.0312988 | Time: 7300.52 ms [2021-12-15 20:56:16 main:574] : INFO : Epoch 1685 | loss: 0.0309841 | val_loss: 0.0313274 | Time: 7280.86 ms [2021-12-15 20:56:23 main:574] : INFO : Epoch 1686 | loss: 0.0309733 | val_loss: 0.0313088 | Time: 7287.94 ms [2021-12-15 20:56:30 main:574] : INFO : Epoch 1687 | loss: 0.0309729 | val_loss: 0.031332 | Time: 7285.42 ms [2021-12-15 20:56:37 main:574] : INFO : Epoch 1688 | loss: 0.0309795 | val_loss: 0.0312807 | Time: 7336.91 ms [2021-12-15 20:56:45 main:574] : INFO : Epoch 1689 | loss: 0.0309748 | val_loss: 0.0313048 | Time: 7285.51 ms [2021-12-15 20:56:52 main:574] : INFO : Epoch 1690 | loss: 0.0309661 | val_loss: 0.0313245 | Time: 7297.02 ms [2021-12-15 20:56:59 main:574] : INFO : Epoch 1691 | loss: 0.0309651 | val_loss: 0.0313177 | Time: 7291 ms [2021-12-15 20:57:07 main:574] : INFO : Epoch 1692 | loss: 0.0309746 | val_loss: 0.0313043 | Time: 7375.93 ms [2021-12-15 20:57:14 main:574] : INFO : Epoch 1693 | loss: 0.0309789 | val_loss: 0.031263 | Time: 7287.4 ms [2021-12-15 20:57:21 main:574] : INFO : Epoch 1694 | loss: 0.0309832 | val_loss: 0.0313115 | Time: 7276.53 ms [2021-12-15 20:57:29 main:574] : INFO : Epoch 1695 | loss: 0.0309776 | val_loss: 0.0312938 | Time: 7280.76 ms [2021-12-15 20:57:36 main:574] : INFO : Epoch 1696 | loss: 0.0309683 | val_loss: 0.0312989 | Time: 7401.13 ms [2021-12-15 20:57:43 main:574] : INFO : Epoch 1697 | loss: 0.0309601 | val_loss: 0.0313265 | Time: 7296.9 ms [2021-12-15 20:57:51 main:574] : INFO : Epoch 1698 | loss: 0.0309627 | val_loss: 0.0313288 | Time: 7274.21 ms [2021-12-15 20:57:58 main:574] : INFO : Epoch 1699 | loss: 0.0309686 | val_loss: 0.0312891 | Time: 7291.75 ms [2021-12-15 20:58:05 main:574] : INFO : Epoch 1700 | loss: 0.0309712 | val_loss: 0.0313059 | Time: 7346.02 ms [2021-12-15 20:58:12 main:574] : INFO : Epoch 1701 | loss: 0.0309782 | val_loss: 0.0313087 | Time: 7302.59 ms [2021-12-15 20:58:20 main:574] : INFO : Epoch 1702 | loss: 0.0309941 | val_loss: 0.0313004 | Time: 7281.73 ms [2021-12-15 20:58:27 main:574] : INFO : Epoch 1703 | loss: 0.0309858 | val_loss: 0.0313517 | Time: 7278.61 ms [2021-12-15 20:58:34 main:574] : INFO : Epoch 1704 | loss: 0.0309757 | val_loss: 0.0313014 | Time: 7278.18 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce 840M) [2021-12-15 22:55:14 main:435] : INFO : Set logging level to 1 [2021-12-15 22:55:14 main:441] : INFO : Running in BOINC Client mode [2021-12-15 22:55:14 main:444] : INFO : Resolving all filenames [2021-12-15 22:55:14 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2021-12-15 22:55:14 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2021-12-15 22:55:14 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2021-12-15 22:55:14 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-12-15 22:55:14 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-12-15 22:55:14 main:472] : INFO : Dataset filename: dataset.hdf5 [2021-12-15 22:55:14 main:474] : INFO : Configuration: [2021-12-15 22:55:15 main:475] : INFO : Model type: GRU [2021-12-15 22:55:15 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-12-15 22:55:15 main:477] : INFO : Max Epochs: 2048 [2021-12-15 22:55:15 main:478] : INFO : Batch Size: 128 [2021-12-15 22:55:15 main:479] : INFO : Learning Rate: 0.01 [2021-12-15 22:55:15 main:480] : INFO : Patience: 10 [2021-12-15 22:55:15 main:481] : INFO : Hidden Width: 12 [2021-12-15 22:55:15 main:482] : INFO : # Recurrent Layers: 4 [2021-12-15 22:55:15 main:483] : INFO : # Backend Layers: 4 [2021-12-15 22:55:15 main:484] : INFO : # Threads: 1 [2021-12-15 22:55:15 main:486] : INFO : Preparing Dataset [2021-12-15 22:55:15 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2021-12-15 22:55:15 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2021-12-15 22:55:19 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-12-15 22:55:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2021-12-15 22:55:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2021-12-15 22:55:19 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-12-15 22:55:19 main:494] : INFO : Creating Model [2021-12-15 22:55:19 main:507] : INFO : Preparing config file [2021-12-15 22:55:19 main:511] : INFO : Found checkpoint, attempting to load... [2021-12-15 22:55:19 main:512] : INFO : Loading config [2021-12-15 22:55:19 main:514] : INFO : Loading state [2021-12-15 22:55:21 main:559] : INFO : Loading DataLoader into Memory [2021-12-15 22:55:21 main:562] : INFO : Starting Training [2021-12-15 22:55:28 main:574] : INFO : Epoch 1679 | loss: 0.0310699 | val_loss: 0.031284 | Time: 7530.87 ms [2021-12-15 22:55:35 main:574] : INFO : Epoch 1680 | loss: 0.0310132 | val_loss: 0.0313141 | Time: 7030.28 ms [2021-12-15 22:55:43 main:574] : INFO : Epoch 1681 | loss: 0.0309959 | val_loss: 0.0312507 | Time: 7071.88 ms [2021-12-15 22:55:50 main:574] : INFO : Epoch 1682 | loss: 0.0309838 | val_loss: 0.0312894 | Time: 7067.73 ms [2021-12-15 22:55:57 main:574] : INFO : Epoch 1683 | loss: 0.030976 | val_loss: 0.0313054 | Time: 7076.31 ms [2021-12-15 22:56:04 main:574] : INFO : Epoch 1684 | loss: 0.0309705 | val_loss: 0.0312954 | Time: 7091.96 ms [2021-12-15 22:56:11 main:574] : INFO : Epoch 1685 | loss: 0.0309755 | val_loss: 0.0312907 | Time: 7076.49 ms [2021-12-15 22:56:18 main:574] : INFO : Epoch 1686 | loss: 0.0309744 | val_loss: 0.0313088 | Time: 7076.95 ms [2021-12-15 22:56:25 main:574] : INFO : Epoch 1687 | loss: 0.0309833 | val_loss: 0.0312292 | Time: 7075.45 ms [2021-12-15 22:56:32 main:574] : INFO : Epoch 1688 | loss: 0.0310106 | val_loss: 0.0312881 | Time: 7086.48 ms [2021-12-15 22:56:39 main:574] : INFO : Epoch 1689 | loss: 0.0309871 | val_loss: 0.0312926 | Time: 7093.28 ms [2021-12-15 22:56:46 main:574] : INFO : Epoch 1690 | loss: 0.0309789 | val_loss: 0.0313173 | Time: 7105.75 ms [2021-12-15 22:56:53 main:574] : INFO : Epoch 1691 | loss: 0.0309669 | val_loss: 0.0312933 | Time: 7104.62 ms [2021-12-15 22:57:01 main:574] : INFO : Epoch 1692 | loss: 0.0309678 | val_loss: 0.0312813 | Time: 7123.06 ms [2021-12-15 22:57:09 main:574] : INFO : Epoch 1693 | loss: 0.0309791 | val_loss: 0.0313141 | Time: 8371.95 ms [2021-12-15 22:57:16 main:574] : INFO : Epoch 1694 | loss: 0.0309824 | val_loss: 0.031284 | Time: 7175.4 ms [2021-12-15 22:57:23 main:574] : INFO : Epoch 1695 | loss: 0.0309748 | val_loss: 0.0313166 | Time: 7171.43 ms [2021-12-15 22:57:31 main:574] : INFO : Epoch 1696 | loss: 0.0310183 | val_loss: 0.0312667 | Time: 7186.37 ms [2021-12-15 22:57:38 main:574] : INFO : Epoch 1697 | loss: 0.0310009 | val_loss: 0.0312887 | Time: 7158.82 ms [2021-12-15 22:57:45 main:574] : INFO : Epoch 1698 | loss: 0.0309851 | val_loss: 0.0312943 | Time: 7154.58 ms [2021-12-15 22:57:52 main:574] : INFO : Epoch 1699 | loss: 0.0309703 | val_loss: 0.031307 | Time: 7236.61 ms [2021-12-15 22:57:59 main:574] : INFO : Epoch 1700 | loss: 0.0309677 | val_loss: 0.0313063 | Time: 7303.68 ms [2021-12-15 22:58:07 main:574] : INFO : Epoch 1701 | loss: 0.0309711 | val_loss: 0.0312945 | Time: 7759.9 ms [2021-12-15 22:58:15 main:574] : INFO : Epoch 1702 | loss: 0.0309694 | val_loss: 0.0312997 | Time: 7368.91 ms [2021-12-15 22:58:22 main:574] : INFO : Epoch 1703 | loss: 0.0309829 | val_loss: 0.0312835 | Time: 7789.72 ms [2021-12-15 22:58:30 main:574] : INFO : Epoch 1704 | loss: 0.031011 | val_loss: 0.0313311 | Time: 7187.9 ms [2021-12-15 22:58:39 main:574] : INFO : Epoch 1705 | loss: 0.0309878 | val_loss: 0.0313032 | Time: 8967.25 ms [2021-12-15 22:58:50 main:574] : INFO : Epoch 1706 | loss: 0.0309836 | val_loss: 0.0313347 | Time: 11650.8 ms [2021-12-15 22:58:58 main:574] : INFO : Epoch 1707 | loss: 0.0309725 | val_loss: 0.0313346 | Time: 8186.16 ms [2021-12-15 22:59:07 main:574] : INFO : Epoch 1708 | loss: 0.0309655 | val_loss: 0.0313094 | Time: 8971.94 ms [2021-12-15 23:00:07 main:574] : INFO : Epoch 1709 | loss: 0.0309753 | val_loss: 0.0312979 | Time: 59562.4 ms [2021-12-15 23:00:21 main:574] : INFO : Epoch 1710 | loss: 0.0309673 | val_loss: 0.0313095 | Time: 14304.4 ms [2021-12-15 23:00:34 main:574] : INFO : Epoch 1711 | loss: 0.030985 | val_loss: 0.0312781 | Time: 13130.7 ms [2021-12-15 23:00:47 main:574] : INFO : Epoch 1712 | loss: 0.0309851 | val_loss: 0.0313171 | Time: 12297.1 ms [2021-12-15 23:01:00 main:574] : INFO : Epoch 1713 | loss: 0.0309841 | val_loss: 0.0312752 | Time: 13770.6 ms [2021-12-15 23:01:13 main:574] : INFO : Epoch 1714 | loss: 0.0309744 | val_loss: 0.0313178 | Time: 12068.5 ms [2021-12-15 23:01:25 main:574] : INFO : Epoch 1715 | loss: 0.0309701 | val_loss: 0.0313083 | Time: 12693.1 ms [2021-12-15 23:01:38 main:574] : INFO : Epoch 1716 | loss: 0.0309722 | val_loss: 0.0312944 | Time: 12692.1 ms [2021-12-15 23:01:51 main:574] : INFO : Epoch 1717 | loss: 0.0309717 | val_loss: 0.031329 | Time: 12724.2 ms [2021-12-15 23:02:03 main:574] : INFO : Epoch 1718 | loss: 0.0309699 | val_loss: 0.0313118 | Time: 12705.1 ms [2021-12-15 23:02:16 main:574] : INFO : Epoch 1719 | loss: 0.030977 | val_loss: 0.0313259 | Time: 12690.8 ms [2021-12-15 23:02:29 main:574] : INFO : Epoch 1720 | loss: 0.0309742 | val_loss: 0.031328 | Time: 12699.5 ms [2021-12-15 23:02:42 main:574] : INFO : Epoch 1721 | loss: 0.0309779 | val_loss: 0.03131 | Time: 12684.9 ms [2021-12-15 23:02:54 main:574] : INFO : Epoch 1722 | loss: 0.0309782 | val_loss: 0.0312992 | Time: 12800.3 ms [2021-12-15 23:03:07 main:574] : INFO : Epoch 1723 | loss: 0.0309755 | val_loss: 0.031312 | Time: 12195.6 ms [2021-12-15 23:03:19 main:574] : INFO : Epoch 1724 | loss: 0.0309708 | val_loss: 0.0313059 | Time: 12723.5 ms [2021-12-15 23:03:32 main:574] : INFO : Epoch 1725 | loss: 0.0309692 | val_loss: 0.0312813 | Time: 12645 ms [2021-12-15 23:03:45 main:574] : INFO : Epoch 1726 | loss: 0.0309776 | val_loss: 0.0312829 | Time: 12603.4 ms [2021-12-15 23:03:57 main:574] : INFO : Epoch 1727 | loss: 0.0309783 | val_loss: 0.0313093 | Time: 12639.6 ms [2021-12-15 23:04:10 main:574] : INFO : Epoch 1728 | loss: 0.0309682 | val_loss: 0.0313215 | Time: 12921.6 ms [2021-12-15 23:04:22 main:574] : INFO : Epoch 1729 | loss: 0.0309661 | val_loss: 0.0313218 | Time: 11924.8 ms [2021-12-15 23:04:37 main:574] : INFO : Epoch 1730 | loss: 0.0309785 | val_loss: 0.0313041 | Time: 14383.5 ms [2021-12-15 23:04:49 main:574] : INFO : Epoch 1731 | loss: 0.0309893 | val_loss: 0.0312955 | Time: 12623.3 ms [2021-12-15 23:05:02 main:574] : INFO : Epoch 1732 | loss: 0.0309861 | val_loss: 0.0313285 | Time: 12575.8 ms [2021-12-15 23:05:13 main:574] : INFO : Epoch 1733 | loss: 0.030975 | val_loss: 0.0313134 | Time: 11558.2 ms [2021-12-15 23:05:26 main:574] : INFO : Epoch 1734 | loss: 0.0310087 | val_loss: 0.0312587 | Time: 12655.6 ms [2021-12-15 23:05:39 main:574] : INFO : Epoch 1735 | loss: 0.031011 | val_loss: 0.0312587 | Time: 12619.3 ms [2021-12-15 23:05:51 main:574] : INFO : Epoch 1736 | loss: 0.0309889 | val_loss: 0.0312981 | Time: 12641.7 ms [2021-12-15 23:06:04 main:574] : INFO : Epoch 1737 | loss: 0.0309747 | val_loss: 0.0313157 | Time: 12595.9 ms [2021-12-15 23:06:17 main:574] : INFO : Epoch 1738 | loss: 0.0309704 | val_loss: 0.0312861 | Time: 12672.5 ms [2021-12-15 23:06:29 main:574] : INFO : Epoch 1739 | loss: 0.0309646 | val_loss: 0.0313034 | Time: 12576.4 ms [2021-12-15 23:06:42 main:574] : INFO : Epoch 1740 | loss: 0.0309659 | val_loss: 0.031284 | Time: 12621.3 ms [2021-12-15 23:06:54 main:574] : INFO : Epoch 1741 | loss: 0.0309739 | val_loss: 0.0312885 | Time: 12633.3 ms [2021-12-15 23:07:07 main:574] : INFO : Epoch 1742 | loss: 0.0309735 | val_loss: 0.03132 | Time: 12591.9 ms [2021-12-15 23:07:19 main:574] : INFO : Epoch 1743 | loss: 0.0309739 | val_loss: 0.0312987 | Time: 11681.5 ms [2021-12-15 23:07:31 main:574] : INFO : Epoch 1744 | loss: 0.0309688 | val_loss: 0.0313113 | Time: 12610.8 ms [2021-12-15 23:07:44 main:574] : INFO : Epoch 1745 | loss: 0.0309707 | val_loss: 0.0312882 | Time: 12566.2 ms [2021-12-15 23:07:57 main:574] : INFO : Epoch 1746 | loss: 0.0309706 | val_loss: 0.0313365 | Time: 12583.1 ms [2021-12-15 23:08:09 main:574] : INFO : Epoch 1747 | loss: 0.0309765 | val_loss: 0.0313121 | Time: 12584.2 ms [2021-12-15 23:08:22 main:574] : INFO : Epoch 1748 | loss: 0.0309713 | val_loss: 0.0312843 | Time: 12631.6 ms [2021-12-15 23:08:34 main:574] : INFO : Epoch 1749 | loss: 0.0309717 | val_loss: 0.0312915 | Time: 12568.5 ms [2021-12-15 23:08:47 main:574] : INFO : Epoch 1750 | loss: 0.0309747 | val_loss: 0.0313211 | Time: 12617 ms [2021-12-15 23:09:00 main:574] : INFO : Epoch 1751 | loss: 0.0309734 | val_loss: 0.0313124 | Time: 12646.3 ms [2021-12-15 23:09:11 main:574] : INFO : Epoch 1752 | loss: 0.0309713 | val_loss: 0.0313083 | Time: 11509.6 ms [2021-12-15 23:09:25 main:574] : INFO : Epoch 1753 | loss: 0.0309769 | val_loss: 0.0312999 | Time: 13340.1 ms [2021-12-15 23:09:37 main:574] : INFO : Epoch 1754 | loss: 0.0309734 | val_loss: 0.031314 | Time: 12719.6 ms [2021-12-15 23:09:50 main:574] : INFO : Epoch 1755 | loss: 0.0309744 | val_loss: 0.0313083 | Time: 13166.7 ms [2021-12-15 23:10:44 main:574] : INFO : Epoch 1756 | loss: 0.0309718 | val_loss: 0.0312862 | Time: 53368 ms [2021-12-15 23:12:37 main:574] : INFO : Epoch 1757 | loss: 0.0309752 | val_loss: 0.0313046 | Time: 113176 ms [2021-12-15 23:12:50 main:574] : INFO : Epoch 1758 | loss: 0.0309765 | val_loss: 0.031326 | Time: 12639.6 ms [2021-12-15 23:13:02 main:574] : INFO : Epoch 1759 | loss: 0.0309822 | val_loss: 0.0312978 | Time: 12618.5 ms [2021-12-15 23:13:15 main:574] : INFO : Epoch 1760 | loss: 0.03097 | val_loss: 0.0312973 | Time: 12644.2 ms [2021-12-15 23:13:28 main:574] : INFO : Epoch 1761 | loss: 0.0309847 | val_loss: 0.0312847 | Time: 12650.2 ms [2021-12-15 23:13:40 main:574] : INFO : Epoch 1762 | loss: 0.0309915 | val_loss: 0.0312912 | Time: 12480.7 ms [2021-12-15 23:13:53 main:574] : INFO : Epoch 1763 | loss: 0.0309794 | val_loss: 0.0312786 | Time: 12643.7 ms [2021-12-15 23:14:06 main:574] : INFO : Epoch 1764 | loss: 0.0309768 | val_loss: 0.031294 | Time: 12688.8 ms [2021-12-15 23:14:17 main:574] : INFO : Epoch 1765 | loss: 0.0309651 | val_loss: 0.0313203 | Time: 11080.8 ms [2021-12-15 23:14:28 main:574] : INFO : Epoch 1766 | loss: 0.0309612 | val_loss: 0.0313199 | Time: 11165.4 ms [2021-12-15 23:14:40 main:574] : INFO : Epoch 1767 | loss: 0.0309721 | val_loss: 0.0312958 | Time: 12602.6 ms [2021-12-15 23:14:53 main:574] : INFO : Epoch 1768 | loss: 0.0309755 | val_loss: 0.0313076 | Time: 12694.7 ms [2021-12-15 23:15:06 main:574] : INFO : Epoch 1769 | loss: 0.0309778 | val_loss: 0.0312881 | Time: 12655 ms [2021-12-15 23:15:18 main:574] : INFO : Epoch 1770 | loss: 0.0309747 | val_loss: 0.0313133 | Time: 12624.3 ms [2021-12-15 23:15:31 main:574] : INFO : Epoch 1771 | loss: 0.0309719 | val_loss: 0.0313301 | Time: 12647.8 ms [2021-12-15 23:15:44 main:574] : INFO : Epoch 1772 | loss: 0.0309742 | val_loss: 0.0312872 | Time: 12542.8 ms [2021-12-15 23:15:56 main:574] : INFO : Epoch 1773 | loss: 0.0309718 | val_loss: 0.0312984 | Time: 12613.4 ms [2021-12-15 23:16:07 main:574] : INFO : Epoch 1774 | loss: 0.0309731 | val_loss: 0.0313028 | Time: 10881.9 ms [2021-12-15 23:16:20 main:574] : INFO : Epoch 1775 | loss: 0.0309754 | val_loss: 0.0313113 | Time: 12678.2 ms [2021-12-15 23:16:32 main:574] : INFO : Epoch 1776 | loss: 0.0309742 | val_loss: 0.0312869 | Time: 12592.8 ms [2021-12-15 23:16:45 main:574] : INFO : Epoch 1777 | loss: 0.0309711 | val_loss: 0.0313264 | Time: 12640.1 ms [2021-12-15 23:16:58 main:574] : INFO : Epoch 1778 | loss: 0.0309705 | val_loss: 0.0312999 | Time: 12532.5 ms [2021-12-15 23:17:09 main:574] : INFO : Epoch 1779 | loss: 0.0309755 | val_loss: 0.0312926 | Time: 11087.9 ms [2021-12-15 23:17:21 main:574] : INFO : Epoch 1780 | loss: 0.0309732 | val_loss: 0.0313071 | Time: 12647.7 ms [2021-12-15 23:17:34 main:574] : INFO : Epoch 1781 | loss: 0.0309824 | val_loss: 0.0313121 | Time: 12581.3 ms [2021-12-15 23:17:47 main:574] : INFO : Epoch 1782 | loss: 0.0310018 | val_loss: 0.0313167 | Time: 12648.1 ms [2021-12-15 23:17:59 main:574] : INFO : Epoch 1783 | loss: 0.0309873 | val_loss: 0.031306 | Time: 12664.8 ms [2021-12-15 23:18:12 main:574] : INFO : Epoch 1784 | loss: 0.030983 | val_loss: 0.0313061 | Time: 12625.3 ms [2021-12-15 23:18:25 main:574] : INFO : Epoch 1785 | loss: 0.030977 | val_loss: 0.0313008 | Time: 12657 ms [2021-12-15 23:18:37 main:574] : INFO : Epoch 1786 | loss: 0.0309784 | val_loss: 0.0313166 | Time: 12676.6 ms [2021-12-15 23:18:50 main:574] : INFO : Epoch 1787 | loss: 0.0309801 | val_loss: 0.0313313 | Time: 12631.8 ms [2021-12-15 23:19:02 main:574] : INFO : Epoch 1788 | loss: 0.0309788 | val_loss: 0.031317 | Time: 12612.4 ms [2021-12-15 23:19:13 main:574] : INFO : Epoch 1789 | loss: 0.0309719 | val_loss: 0.0312943 | Time: 10927.5 ms [2021-12-15 23:19:24 main:574] : INFO : Epoch 1790 | loss: 0.0309713 | val_loss: 0.0312872 | Time: 11008.4 ms [2021-12-15 23:19:37 main:574] : INFO : Epoch 1791 | loss: 0.0309791 | val_loss: 0.0313322 | Time: 12682.5 ms [2021-12-15 23:19:50 main:574] : INFO : Epoch 1792 | loss: 0.030974 | val_loss: 0.0312855 | Time: 12594.3 ms [2021-12-15 23:20:02 main:574] : INFO : Epoch 1793 | loss: 0.0309887 | val_loss: 0.031291 | Time: 12646.1 ms [2021-12-15 23:20:15 main:574] : INFO : Epoch 1794 | loss: 0.0309792 | val_loss: 0.0313206 | Time: 12653.7 ms [2021-12-15 23:20:26 main:574] : INFO : Epoch 1795 | loss: 0.0309762 | val_loss: 0.0313237 | Time: 11353.9 ms [2021-12-15 23:20:39 main:574] : INFO : Epoch 1796 | loss: 0.0309827 | val_loss: 0.0313227 | Time: 12640.6 ms [2021-12-15 23:20:52 main:574] : INFO : Epoch 1797 | loss: 0.0309754 | val_loss: 0.0312985 | Time: 12630.3 ms [2021-12-15 23:21:04 main:574] : INFO : Epoch 1798 | loss: 0.0309772 | val_loss: 0.0313126 | Time: 12619.2 ms [2021-12-15 23:21:17 main:574] : INFO : Epoch 1799 | loss: 0.0309903 | val_loss: 0.0313302 | Time: 12654 ms [2021-12-15 23:21:30 main:574] : INFO : Epoch 1800 | loss: 0.0309754 | val_loss: 0.0313029 | Time: 12673.7 ms [2021-12-15 23:21:42 main:574] : INFO : Epoch 1801 | loss: 0.03097 | val_loss: 0.0313096 | Time: 12551.1 ms [2021-12-15 23:21:55 main:574] : INFO : Epoch 1802 | loss: 0.0309755 | val_loss: 0.0313243 | Time: 12565.3 ms [2021-12-15 23:22:07 main:574] : INFO : Epoch 1803 | loss: 0.030968 | val_loss: 0.031291 | Time: 12572 ms [2021-12-15 23:22:20 main:574] : INFO : Epoch 1804 | loss: 0.0309776 | val_loss: 0.0313115 | Time: 12680.5 ms [2021-12-15 23:22:33 main:574] : INFO : Epoch 1805 | loss: 0.0309749 | val_loss: 0.0313084 | Time: 12694.4 ms [2021-12-15 23:22:45 main:574] : INFO : Epoch 1806 | loss: 0.0309659 | val_loss: 0.0312987 | Time: 12613.7 ms [2021-12-15 23:22:56 main:574] : INFO : Epoch 1807 | loss: 0.0309624 | val_loss: 0.0313086 | Time: 11034.4 ms [2021-12-15 23:23:09 main:574] : INFO : Epoch 1808 | loss: 0.0309702 | val_loss: 0.0313251 | Time: 12553.8 ms [2021-12-15 23:23:22 main:574] : INFO : Epoch 1809 | loss: 0.0309724 | val_loss: 0.0313123 | Time: 12542.3 ms [2021-12-15 23:23:34 main:574] : INFO : Epoch 1810 | loss: 0.0309666 | val_loss: 0.0313316 | Time: 12643.4 ms [2021-12-15 23:23:47 main:574] : INFO : Epoch 1811 | loss: 0.0309697 | val_loss: 0.0312938 | Time: 12613.8 ms [2021-12-15 23:24:00 main:574] : INFO : Epoch 1812 | loss: 0.0309727 | val_loss: 0.0312898 | Time: 12668.2 ms [2021-12-15 23:24:12 main:574] : INFO : Epoch 1813 | loss: 0.0309801 | val_loss: 0.0312851 | Time: 12643.7 ms [2021-12-15 23:24:25 main:574] : INFO : Epoch 1814 | loss: 0.0309775 | val_loss: 0.0313055 | Time: 12649.9 ms [2021-12-15 23:24:37 main:574] : INFO : Epoch 1815 | loss: 0.0310014 | val_loss: 0.031288 | Time: 12635.2 ms [2021-12-15 23:24:50 main:574] : INFO : Epoch 1816 | loss: 0.0310014 | val_loss: 0.0312527 | Time: 12675.3 ms [2021-12-15 23:25:03 main:574] : INFO : Epoch 1817 | loss: 0.0310427 | val_loss: 0.0312631 | Time: 12609.9 ms [2021-12-15 23:25:15 main:574] : INFO : Epoch 1818 | loss: 0.0310055 | val_loss: 0.0312826 | Time: 12694.5 ms [2021-12-15 23:25:28 main:574] : INFO : Epoch 1819 | loss: 0.030985 | val_loss: 0.0313085 | Time: 12604.8 ms [2021-12-15 23:25:41 main:574] : INFO : Epoch 1820 | loss: 0.0309679 | val_loss: 0.0313117 | Time: 12708 ms [2021-12-15 23:25:53 main:574] : INFO : Epoch 1821 | loss: 0.03097 | val_loss: 0.0312839 | Time: 12681 ms [2021-12-15 23:26:06 main:574] : INFO : Epoch 1822 | loss: 0.0309886 | val_loss: 0.0313087 | Time: 12649.7 ms [2021-12-15 23:26:18 main:574] : INFO : Epoch 1823 | loss: 0.0309806 | val_loss: 0.0313135 | Time: 11361.4 ms [2021-12-15 23:26:30 main:574] : INFO : Epoch 1824 | loss: 0.0309748 | val_loss: 0.0313189 | Time: 12603.9 ms [2021-12-15 23:26:43 main:574] : INFO : Epoch 1825 | loss: 0.0309787 | val_loss: 0.0312692 | Time: 12668.4 ms [2021-12-15 23:26:55 main:574] : INFO : Epoch 1826 | loss: 0.0309761 | val_loss: 0.0313275 | Time: 12618.4 ms [2021-12-15 23:27:08 main:574] : INFO : Epoch 1827 | loss: 0.0309723 | val_loss: 0.0312923 | Time: 12700.2 ms [2021-12-15 23:27:21 main:574] : INFO : Epoch 1828 | loss: 0.0310219 | val_loss: 0.0312891 | Time: 12645.4 ms [2021-12-15 23:27:33 main:574] : INFO : Epoch 1829 | loss: 0.0309942 | val_loss: 0.031311 | Time: 12659 ms [2021-12-15 23:27:46 main:574] : INFO : Epoch 1830 | loss: 0.0309779 | val_loss: 0.0312963 | Time: 12610 ms [2021-12-15 23:27:59 main:574] : INFO : Epoch 1831 | loss: 0.030968 | val_loss: 0.0312987 | Time: 12605 ms [2021-12-15 23:28:11 main:574] : INFO : Epoch 1832 | loss: 0.0309717 | val_loss: 0.0313007 | Time: 12646 ms [2021-12-15 23:28:24 main:574] : INFO : Epoch 1833 | loss: 0.0309616 | val_loss: 0.0312799 | Time: 12609.5 ms [2021-12-15 23:28:37 main:574] : INFO : Epoch 1834 | loss: 0.0309676 | val_loss: 0.0313046 | Time: 12632.4 ms [2021-12-15 23:28:49 main:574] : INFO : Epoch 1835 | loss: 0.0309699 | val_loss: 0.0313131 | Time: 12634.1 ms [2021-12-15 23:29:02 main:574] : INFO : Epoch 1836 | loss: 0.0309688 | val_loss: 0.0313019 | Time: 12585.3 ms [2021-12-15 23:29:15 main:574] : INFO : Epoch 1837 | loss: 0.0309689 | val_loss: 0.0313113 | Time: 12678.6 ms [2021-12-15 23:29:27 main:574] : INFO : Epoch 1838 | loss: 0.030968 | val_loss: 0.0313174 | Time: 12669.5 ms [2021-12-15 23:29:40 main:574] : INFO : Epoch 1839 | loss: 0.0309679 | val_loss: 0.0313032 | Time: 12636.4 ms [2021-12-15 23:29:53 main:574] : INFO : Epoch 1840 | loss: 0.0309728 | val_loss: 0.031298 | Time: 12626.7 ms [2021-12-15 23:30:05 main:574] : INFO : Epoch 1841 | loss: 0.0309694 | val_loss: 0.0313531 | Time: 12685 ms [2021-12-15 23:30:18 main:574] : INFO : Epoch 1842 | loss: 0.0309733 | val_loss: 0.0313081 | Time: 12571.2 ms [2021-12-15 23:30:30 main:574] : INFO : Epoch 1843 | loss: 0.0309597 | val_loss: 0.031326 | Time: 12650.7 ms [2021-12-15 23:30:43 main:574] : INFO : Epoch 1844 | loss: 0.0309612 | val_loss: 0.0313164 | Time: 12613.3 ms [2021-12-15 23:30:56 main:574] : INFO : Epoch 1845 | loss: 0.0309683 | val_loss: 0.0313125 | Time: 12608.8 ms [2021-12-15 23:31:08 main:574] : INFO : Epoch 1846 | loss: 0.0309754 | val_loss: 0.0312982 | Time: 12595 ms [2021-12-15 23:31:21 main:574] : INFO : Epoch 1847 | loss: 0.030976 | val_loss: 0.0312792 | Time: 12634.2 ms [2021-12-15 23:31:34 main:574] : INFO : Epoch 1848 | loss: 0.0309716 | val_loss: 0.0313119 | Time: 12655.3 ms [2021-12-15 23:31:45 main:574] : INFO : Epoch 1849 | loss: 0.0309954 | val_loss: 0.0312503 | Time: 11088.7 ms [2021-12-15 23:31:57 main:574] : INFO : Epoch 1850 | loss: 0.0309981 | val_loss: 0.0312666 | Time: 12599.2 ms [2021-12-15 23:32:10 main:574] : INFO : Epoch 1851 | loss: 0.0309808 | val_loss: 0.0312993 | Time: 12666.2 ms [2021-12-15 23:32:23 main:574] : INFO : Epoch 1852 | loss: 0.0309683 | val_loss: 0.0313228 | Time: 12663.3 ms [2021-12-15 23:32:35 main:574] : INFO : Epoch 1853 | loss: 0.03097 | val_loss: 0.0312925 | Time: 12659.7 ms [2021-12-15 23:32:48 main:574] : INFO : Epoch 1854 | loss: 0.0309691 | val_loss: 0.0313116 | Time: 12588.9 ms [2021-12-15 23:33:01 main:574] : INFO : Epoch 1855 | loss: 0.0309819 | val_loss: 0.0312864 | Time: 12619.9 ms [2021-12-15 23:33:13 main:574] : INFO : Epoch 1856 | loss: 0.0309816 | val_loss: 0.0312838 | Time: 12661.6 ms [2021-12-15 23:33:26 main:574] : INFO : Epoch 1857 | loss: 0.0309803 | val_loss: 0.0312658 | Time: 12669.4 ms [2021-12-15 23:33:38 main:574] : INFO : Epoch 1858 | loss: 0.0309797 | val_loss: 0.0312957 | Time: 12596.7 ms [2021-12-15 23:33:51 main:574] : INFO : Epoch 1859 | loss: 0.0309727 | val_loss: 0.031285 | Time: 12633.2 ms [2021-12-15 23:34:04 main:574] : INFO : Epoch 1860 | loss: 0.0309642 | val_loss: 0.0312959 | Time: 12515.6 ms [2021-12-15 23:34:16 main:574] : INFO : Epoch 1861 | loss: 0.0309658 | val_loss: 0.0313128 | Time: 12619 ms [2021-12-15 23:34:29 main:574] : INFO : Epoch 1862 | loss: 0.0309734 | val_loss: 0.0313097 | Time: 12570.4 ms [2021-12-15 23:34:41 main:574] : INFO : Epoch 1863 | loss: 0.0309665 | val_loss: 0.0313036 | Time: 12632.5 ms [2021-12-15 23:34:54 main:574] : INFO : Epoch 1864 | loss: 0.0309686 | val_loss: 0.0313256 | Time: 12579.2 ms [2021-12-15 23:35:07 main:574] : INFO : Epoch 1865 | loss: 0.0310026 | val_loss: 0.0312618 | Time: 12623 ms [2021-12-15 23:35:19 main:574] : INFO : Epoch 1866 | loss: 0.0310052 | val_loss: 0.0312732 | Time: 12598.3 ms [2021-12-15 23:35:32 main:574] : INFO : Epoch 1867 | loss: 0.0309874 | val_loss: 0.03131 | Time: 12636.7 ms [2021-12-15 23:35:45 main:574] : INFO : Epoch 1868 | loss: 0.0309704 | val_loss: 0.0313113 | Time: 12661.3 ms [2021-12-15 23:35:57 main:574] : INFO : Epoch 1869 | loss: 0.0309645 | val_loss: 0.0313228 | Time: 12798.4 ms [2021-12-15 23:36:08 main:574] : INFO : Epoch 1870 | loss: 0.030974 | val_loss: 0.0313099 | Time: 10815.6 ms [2021-12-15 23:36:44 main:574] : INFO : Epoch 1871 | loss: 0.0310163 | val_loss: 0.0312998 | Time: 35701.4 ms [2021-12-15 23:36:57 main:574] : INFO : Epoch 1872 | loss: 0.030993 | val_loss: 0.0312687 | Time: 13335.1 ms [2021-12-15 23:37:11 main:574] : INFO : Epoch 1873 | loss: 0.0309748 | val_loss: 0.0313161 | Time: 13334.8 ms [2021-12-15 23:37:25 main:574] : INFO : Epoch 1874 | loss: 0.0309715 | val_loss: 0.0313123 | Time: 13812.4 ms [2021-12-15 23:37:38 main:574] : INFO : Epoch 1875 | loss: 0.0309683 | val_loss: 0.0312824 | Time: 13552.1 ms [2021-12-15 23:37:52 main:574] : INFO : Epoch 1876 | loss: 0.0309756 | val_loss: 0.0313103 | Time: 13548.1 ms [2021-12-15 23:38:07 main:574] : INFO : Epoch 1877 | loss: 0.0309827 | val_loss: 0.0312633 | Time: 15461.2 ms [2021-12-15 23:38:22 main:574] : INFO : Epoch 1878 | loss: 0.0309982 | val_loss: 0.0312883 | Time: 14428.9 ms [2021-12-15 23:38:37 main:574] : INFO : Epoch 1879 | loss: 0.0309754 | val_loss: 0.0313199 | Time: 15198.3 ms [2021-12-15 23:38:52 main:574] : INFO : Epoch 1880 | loss: 0.0309706 | val_loss: 0.0313122 | Time: 14820.5 ms [2021-12-15 23:39:05 main:574] : INFO : Epoch 1881 | loss: 0.0309715 | val_loss: 0.0313089 | Time: 13471.4 ms [2021-12-15 23:39:19 main:574] : INFO : Epoch 1882 | loss: 0.0309636 | val_loss: 0.0313236 | Time: 14384.2 ms [2021-12-15 23:39:34 main:574] : INFO : Epoch 1883 | loss: 0.0309621 | val_loss: 0.0313237 | Time: 14382.3 ms [2021-12-15 23:39:48 main:574] : INFO : Epoch 1884 | loss: 0.0309642 | val_loss: 0.031297 | Time: 14168.7 ms [2021-12-15 23:40:02 main:574] : INFO : Epoch 1885 | loss: 0.0309596 | val_loss: 0.0313146 | Time: 13862.4 ms [2021-12-15 23:40:17 main:574] : INFO : Epoch 1886 | loss: 0.0309723 | val_loss: 0.0313354 | Time: 14849.7 ms [2021-12-15 23:40:32 main:574] : INFO : Epoch 1887 | loss: 0.0309664 | val_loss: 0.0313122 | Time: 15101.1 ms [2021-12-15 23:40:46 main:574] : INFO : Epoch 1888 | loss: 0.0309662 | val_loss: 0.0312931 | Time: 14245.2 ms [2021-12-15 23:41:01 main:574] : INFO : Epoch 1889 | loss: 0.031019 | val_loss: 0.0312505 | Time: 14838.1 ms [2021-12-15 23:41:13 main:574] : INFO : Epoch 1890 | loss: 0.0310373 | val_loss: 0.03127 | Time: 12369.8 ms [2021-12-15 23:41:28 main:574] : INFO : Epoch 1891 | loss: 0.0310049 | val_loss: 0.0312917 | Time: 14482.3 ms [2021-12-15 23:41:42 main:574] : INFO : Epoch 1892 | loss: 0.0309823 | val_loss: 0.0313069 | Time: 13859.5 ms [2021-12-15 23:41:55 main:574] : INFO : Epoch 1893 | loss: 0.0309746 | val_loss: 0.0312961 | Time: 13653 ms [2021-12-15 23:42:10 main:574] : INFO : Epoch 1894 | loss: 0.0309749 | val_loss: 0.0312906 | Time: 14251.4 ms [2021-12-15 23:42:25 main:574] : INFO : Epoch 1895 | loss: 0.0309768 | val_loss: 0.0312909 | Time: 15169.7 ms [2021-12-15 23:42:40 main:574] : INFO : Epoch 1896 | loss: 0.0309764 | val_loss: 0.0313113 | Time: 15401.4 ms [2021-12-15 23:42:55 main:574] : INFO : Epoch 1897 | loss: 0.0309704 | val_loss: 0.0313054 | Time: 14494.4 ms [2021-12-15 23:43:08 main:574] : INFO : Epoch 1898 | loss: 0.0309615 | val_loss: 0.0313239 | Time: 13486.6 ms [2021-12-15 23:43:22 main:574] : INFO : Epoch 1899 | loss: 0.0309778 | val_loss: 0.0312882 | Time: 13616.2 ms [2021-12-15 23:43:37 main:574] : INFO : Epoch 1900 | loss: 0.0309682 | val_loss: 0.0313128 | Time: 14482.6 ms [2021-12-15 23:43:52 main:574] : INFO : Epoch 1901 | loss: 0.0309737 | val_loss: 0.0312945 | Time: 15924.8 ms [2021-12-15 23:44:18 main:574] : INFO : Epoch 1902 | loss: 0.0309722 | val_loss: 0.031298 | Time: 25324.8 ms [2021-12-15 23:44:33 main:574] : INFO : Epoch 1903 | loss: 0.0309711 | val_loss: 0.0313002 | Time: 15013.2 ms [2021-12-15 23:44:48 main:574] : INFO : Epoch 1904 | loss: 0.0309803 | val_loss: 0.0313084 | Time: 14838.7 ms [2021-12-15 23:45:03 main:574] : INFO : Epoch 1905 | loss: 0.0309674 | val_loss: 0.0312968 | Time: 14964.1 ms [2021-12-15 23:45:17 main:574] : INFO : Epoch 1906 | loss: 0.0309772 | val_loss: 0.0312876 | Time: 14785.8 ms [2021-12-15 23:45:32 main:574] : INFO : Epoch 1907 | loss: 0.0309707 | val_loss: 0.0313287 | Time: 14847.6 ms [2021-12-15 23:45:48 main:574] : INFO : Epoch 1908 | loss: 0.0309854 | val_loss: 0.0312689 | Time: 15395.1 ms [2021-12-15 23:46:06 main:574] : INFO : Epoch 1909 | loss: 0.0309776 | val_loss: 0.0313247 | Time: 18396 ms [2021-12-15 23:46:41 main:574] : INFO : Epoch 1910 | loss: 0.0309756 | val_loss: 0.0312779 | Time: 34920.3 ms [2021-12-15 23:46:57 main:574] : INFO : Epoch 1911 | loss: 0.0309696 | val_loss: 0.0313357 | Time: 15117.8 ms [2021-12-15 23:47:11 main:574] : INFO : Epoch 1912 | loss: 0.0309717 | val_loss: 0.0313413 | Time: 14029.3 ms [2021-12-15 23:47:25 main:574] : INFO : Epoch 1913 | loss: 0.0309672 | val_loss: 0.0312698 | Time: 14585.4 ms [2021-12-15 23:47:40 main:574] : INFO : Epoch 1914 | loss: 0.0309733 | val_loss: 0.0313133 | Time: 14701.1 ms [2021-12-15 23:47:56 main:574] : INFO : Epoch 1915 | loss: 0.0309756 | val_loss: 0.0312739 | Time: 16049.9 ms [2021-12-15 23:48:12 main:574] : INFO : Epoch 1916 | loss: 0.03097 | val_loss: 0.0312994 | Time: 16437.6 ms [2021-12-15 23:48:28 main:574] : INFO : Epoch 1917 | loss: 0.0309715 | val_loss: 0.0313026 | Time: 16063.1 ms [2021-12-15 23:48:44 main:574] : INFO : Epoch 1918 | loss: 0.0311122 | val_loss: 0.0312217 | Time: 15278.1 ms [2021-12-15 23:48:58 main:574] : INFO : Epoch 1919 | loss: 0.0318274 | val_loss: 0.0314912 | Time: 14210.9 ms [2021-12-15 23:49:13 main:574] : INFO : Epoch 1920 | loss: 0.0515571 | val_loss: 0.0335927 | Time: 14559.3 ms [2021-12-15 23:49:27 main:574] : INFO : Epoch 1921 | loss: 0.0358136 | val_loss: 0.0330392 | Time: 14269.6 ms [2021-12-15 23:49:42 main:574] : INFO : Epoch 1922 | loss: 0.0317603 | val_loss: 0.0312817 | Time: 15131.1 ms [2021-12-15 23:49:56 main:574] : INFO : Epoch 1923 | loss: 0.0313167 | val_loss: 0.0312673 | Time: 14468.5 ms [2021-12-15 23:50:10 main:574] : INFO : Epoch 1924 | loss: 0.0312626 | val_loss: 0.0312599 | Time: 13867.7 ms [2021-12-15 23:50:24 main:574] : INFO : Epoch 1925 | loss: 0.0312524 | val_loss: 0.0312494 | Time: 13859.4 ms [2021-12-15 23:50:38 main:574] : INFO : Epoch 1926 | loss: 0.0312492 | val_loss: 0.0312492 | Time: 14029.3 ms [2021-12-15 23:50:52 main:574] : INFO : Epoch 1927 | loss: 0.0312489 | val_loss: 0.0312475 | Time: 14050.5 ms [2021-12-15 23:51:06 main:574] : INFO : Epoch 1928 | loss: 0.0312482 | val_loss: 0.0312478 | Time: 14032 ms [2021-12-15 23:51:20 main:574] : INFO : Epoch 1929 | loss: 0.0312472 | val_loss: 0.0312465 | Time: 13732.8 ms [2021-12-15 23:51:34 main:574] : INFO : Epoch 1930 | loss: 0.0312469 | val_loss: 0.0312461 | Time: 14203.3 ms [2021-12-15 23:51:49 main:574] : INFO : Epoch 1931 | loss: 0.0312461 | val_loss: 0.0312456 | Time: 15146.2 ms [2021-12-15 23:52:05 main:574] : INFO : Epoch 1932 | loss: 0.0312457 | val_loss: 0.0312456 | Time: 15236.4 ms [2021-12-15 23:52:20 main:574] : INFO : Epoch 1933 | loss: 0.0312452 | val_loss: 0.0312446 | Time: 15151.9 ms [2021-12-15 23:52:35 main:574] : INFO : Epoch 1934 | loss: 0.0312442 | val_loss: 0.0312443 | Time: 15322.8 ms [2021-12-15 23:52:51 main:574] : INFO : Epoch 1935 | loss: 0.0312438 | val_loss: 0.031243 | Time: 15498 ms [2021-12-15 23:53:06 main:574] : INFO : Epoch 1936 | loss: 0.0312428 | val_loss: 0.0312421 | Time: 15682.3 ms [2021-12-15 23:53:24 main:574] : INFO : Epoch 1937 | loss: 0.0312415 | val_loss: 0.0312411 | Time: 17350.1 ms [2021-12-15 23:53:41 main:574] : INFO : Epoch 1938 | loss: 0.0312402 | val_loss: 0.0312401 | Time: 16993.2 ms [2021-12-15 23:53:57 main:574] : INFO : Epoch 1939 | loss: 0.0312392 | val_loss: 0.0312384 | Time: 16150.8 ms [2021-12-15 23:54:13 main:574] : INFO : Epoch 1940 | loss: 0.031238 | val_loss: 0.031237 | Time: 16083.9 ms [2021-12-15 23:54:29 main:574] : INFO : Epoch 1941 | loss: 0.031237 | val_loss: 0.0312366 | Time: 15885.2 ms [2021-12-15 23:54:44 main:574] : INFO : Epoch 1942 | loss: 0.031235 | val_loss: 0.0312339 | Time: 14966 ms [2021-12-15 23:54:59 main:574] : INFO : Epoch 1943 | loss: 0.0312332 | val_loss: 0.0312318 | Time: 15561 ms [2021-12-15 23:55:15 main:574] : INFO : Epoch 1944 | loss: 0.0312314 | val_loss: 0.0312299 | Time: 15414.1 ms [2021-12-15 23:55:31 main:574] : INFO : Epoch 1945 | loss: 0.0312295 | val_loss: 0.0312283 | Time: 15633.5 ms [2021-12-15 23:55:46 main:574] : INFO : Epoch 1946 | loss: 0.0312287 | val_loss: 0.0312261 | Time: 15583.1 ms [2021-12-15 23:56:02 main:574] : INFO : Epoch 1947 | loss: 0.031226 | val_loss: 0.0312246 | Time: 15521.9 ms [2021-12-15 23:56:17 main:574] : INFO : Epoch 1948 | loss: 0.0312255 | val_loss: 0.0312281 | Time: 14903.5 ms [2021-12-15 23:56:32 main:574] : INFO : Epoch 1949 | loss: 0.0312236 | val_loss: 0.0312226 | Time: 15572.3 ms [2021-12-15 23:56:50 main:574] : INFO : Epoch 1950 | loss: 0.0312222 | val_loss: 0.0312214 | Time: 17946.5 ms [2021-12-15 23:57:06 main:574] : INFO : Epoch 1951 | loss: 0.0312212 | val_loss: 0.0312187 | Time: 16015.1 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce 840M) [2021-12-18 21:52:35 main:435] : INFO : Set logging level to 1 [2021-12-18 21:52:35 main:441] : INFO : Running in BOINC Client mode [2021-12-18 21:52:35 main:444] : INFO : Resolving all filenames [2021-12-18 21:52:35 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2021-12-18 21:52:35 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2021-12-18 21:52:35 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2021-12-18 21:52:35 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-12-18 21:52:35 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-12-18 21:52:35 main:472] : INFO : Dataset filename: dataset.hdf5 [2021-12-18 21:52:35 main:474] : INFO : Configuration: [2021-12-18 21:52:35 main:475] : INFO : Model type: GRU [2021-12-18 21:52:35 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-12-18 21:52:35 main:477] : INFO : Max Epochs: 2048 [2021-12-18 21:52:35 main:478] : INFO : Batch Size: 128 [2021-12-18 21:52:35 main:479] : INFO : Learning Rate: 0.01 [2021-12-18 21:52:35 main:480] : INFO : Patience: 10 [2021-12-18 21:52:35 main:481] : INFO : Hidden Width: 12 [2021-12-18 21:52:35 main:482] : INFO : # Recurrent Layers: 4 [2021-12-18 21:52:35 main:483] : INFO : # Backend Layers: 4 [2021-12-18 21:52:35 main:484] : INFO : # Threads: 1 [2021-12-18 21:52:35 main:486] : INFO : Preparing Dataset [2021-12-18 21:52:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2021-12-18 21:52:36 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2021-12-18 21:52:42 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-12-18 21:52:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2021-12-18 21:52:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2021-12-18 21:52:42 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-12-18 21:52:42 main:494] : INFO : Creating Model [2021-12-18 21:52:42 main:507] : INFO : Preparing config file [2021-12-18 21:52:42 main:511] : INFO : Found checkpoint, attempting to load... [2021-12-18 21:52:42 main:512] : INFO : Loading config [2021-12-18 21:52:42 main:514] : INFO : Loading state [2021-12-18 21:52:45 main:559] : INFO : Loading DataLoader into Memory [2021-12-18 21:52:45 main:562] : INFO : Starting Training [2021-12-18 21:52:53 main:574] : INFO : Epoch 1952 | loss: 0.033637 | val_loss: 0.0317026 | Time: 8611.09 ms [2021-12-18 21:53:01 main:574] : INFO : Epoch 1953 | loss: 0.0315167 | val_loss: 0.0313559 | Time: 7380.43 ms [2021-12-18 21:53:09 main:574] : INFO : Epoch 1954 | loss: 0.0313132 | val_loss: 0.0312704 | Time: 7745.58 ms [2021-12-18 21:53:16 main:574] : INFO : Epoch 1955 | loss: 0.0312627 | val_loss: 0.031256 | Time: 7652.6 ms [2021-12-18 21:53:24 main:574] : INFO : Epoch 1956 | loss: 0.0312548 | val_loss: 0.0312525 | Time: 7816.69 ms [2021-12-18 21:53:32 main:574] : INFO : Epoch 1957 | loss: 0.031252 | val_loss: 0.0312512 | Time: 7903.93 ms [2021-12-18 21:53:40 main:574] : INFO : Epoch 1958 | loss: 0.0312512 | val_loss: 0.0312508 | Time: 7976.47 ms [2021-12-18 21:53:48 main:574] : INFO : Epoch 1959 | loss: 0.0312513 | val_loss: 0.0312539 | Time: 7996.43 ms [2021-12-18 21:53:56 main:574] : INFO : Epoch 1960 | loss: 0.0312517 | val_loss: 0.0312499 | Time: 8057.43 ms [2021-12-18 21:54:04 main:574] : INFO : Epoch 1961 | loss: 0.0312525 | val_loss: 0.0312524 | Time: 8050.86 ms [2021-12-18 21:54:12 main:574] : INFO : Epoch 1962 | loss: 0.031258 | val_loss: 0.0312578 | Time: 7976.26 ms [2021-12-18 21:54:20 main:574] : INFO : Epoch 1963 | loss: 0.0312497 | val_loss: 0.0312479 | Time: 7980.64 ms [2021-12-18 21:54:28 main:574] : INFO : Epoch 1964 | loss: 0.031247 | val_loss: 0.0312469 | Time: 7965.99 ms [2021-12-18 21:54:36 main:574] : INFO : Epoch 1965 | loss: 0.0312468 | val_loss: 0.0312464 | Time: 8000.74 ms [2021-12-18 21:54:44 main:574] : INFO : Epoch 1966 | loss: 0.0312583 | val_loss: 0.0312491 | Time: 7996.21 ms [2021-12-18 21:54:52 main:574] : INFO : Epoch 1967 | loss: 0.0312418 | val_loss: 0.0312409 | Time: 7944.04 ms [2021-12-18 21:55:00 main:574] : INFO : Epoch 1968 | loss: 0.0312367 | val_loss: 0.0312315 | Time: 7976.01 ms [2021-12-18 21:55:08 main:574] : INFO : Epoch 1969 | loss: 0.0312296 | val_loss: 0.0312193 | Time: 7971.2 ms [2021-12-18 21:55:16 main:574] : INFO : Epoch 1970 | loss: 0.0312137 | val_loss: 0.0312119 | Time: 8049.89 ms [2021-12-18 21:55:24 main:574] : INFO : Epoch 1971 | loss: 0.0312041 | val_loss: 0.0312081 | Time: 7977.78 ms [2021-12-18 21:55:32 main:574] : INFO : Epoch 1972 | loss: 0.0311972 | val_loss: 0.0311941 | Time: 8076.35 ms [2021-12-18 21:55:40 main:574] : INFO : Epoch 1973 | loss: 0.0311866 | val_loss: 0.0311965 | Time: 8070.89 ms [2021-12-18 21:55:48 main:574] : INFO : Epoch 1974 | loss: 0.0311832 | val_loss: 0.0311831 | Time: 8224.08 ms [2021-12-18 21:55:57 main:574] : INFO : Epoch 1975 | loss: 0.0311753 | val_loss: 0.0311768 | Time: 8308.14 ms [2021-12-18 21:56:05 main:574] : INFO : Epoch 1976 | loss: 0.0311723 | val_loss: 0.0311733 | Time: 8149.64 ms [2021-12-18 21:56:13 main:574] : INFO : Epoch 1977 | loss: 0.0311655 | val_loss: 0.0311748 | Time: 8049.8 ms [2021-12-18 21:56:21 main:574] : INFO : Epoch 1978 | loss: 0.0311693 | val_loss: 0.0311736 | Time: 8074.63 ms [2021-12-18 21:56:29 main:574] : INFO : Epoch 1979 | loss: 0.0311625 | val_loss: 0.0311673 | Time: 8266.61 ms [2021-12-18 21:56:37 main:574] : INFO : Epoch 1980 | loss: 0.03116 | val_loss: 0.0311749 | Time: 8083.38 ms [2021-12-18 21:56:45 main:574] : INFO : Epoch 1981 | loss: 0.0311645 | val_loss: 0.0311691 | Time: 8101.71 ms [2021-12-18 21:56:54 main:574] : INFO : Epoch 1982 | loss: 0.0311575 | val_loss: 0.031163 | Time: 8076.19 ms [2021-12-18 21:57:02 main:574] : INFO : Epoch 1983 | loss: 0.031157 | val_loss: 0.0311636 | Time: 8128.39 ms [2021-12-18 21:57:10 main:574] : INFO : Epoch 1984 | loss: 0.0311534 | val_loss: 0.0311632 | Time: 8167.33 ms [2021-12-18 21:57:18 main:574] : INFO : Epoch 1985 | loss: 0.0311515 | val_loss: 0.0311609 | Time: 8110.51 ms [2021-12-18 21:57:26 main:574] : INFO : Epoch 1986 | loss: 0.0311538 | val_loss: 0.0311661 | Time: 8085.26 ms [2021-12-18 21:57:34 main:574] : INFO : Epoch 1987 | loss: 0.0311549 | val_loss: 0.0311683 | Time: 8063.39 ms [2021-12-18 21:57:42 main:574] : INFO : Epoch 1988 | loss: 0.0311558 | val_loss: 0.0311588 | Time: 8116.2 ms [2021-12-18 21:57:50 main:574] : INFO : Epoch 1989 | loss: 0.0311476 | val_loss: 0.0311601 | Time: 8075.69 ms [2021-12-18 21:57:58 main:574] : INFO : Epoch 1990 | loss: 0.0311475 | val_loss: 0.0311695 | Time: 8068.87 ms [2021-12-18 21:58:07 main:574] : INFO : Epoch 1991 | loss: 0.0311483 | val_loss: 0.0311577 | Time: 8573.17 ms [2021-12-18 21:58:16 main:574] : INFO : Epoch 1992 | loss: 0.0311425 | val_loss: 0.0311576 | Time: 9185.84 ms [2021-12-18 21:58:25 main:574] : INFO : Epoch 1993 | loss: 0.0311426 | val_loss: 0.0311575 | Time: 9106.99 ms [2021-12-18 21:58:34 main:574] : INFO : Epoch 1994 | loss: 0.0311463 | val_loss: 0.0311582 | Time: 9156.74 ms [2021-12-18 21:58:44 main:574] : INFO : Epoch 1995 | loss: 0.0311444 | val_loss: 0.0311536 | Time: 9128.19 ms [2021-12-18 21:58:53 main:574] : INFO : Epoch 1996 | loss: 0.0311386 | val_loss: 0.0311541 | Time: 9178.59 ms [2021-12-18 21:59:02 main:574] : INFO : Epoch 1997 | loss: 0.0311393 | val_loss: 0.0311536 | Time: 9160.23 ms [2021-12-18 21:59:11 main:574] : INFO : Epoch 1998 | loss: 0.0311412 | val_loss: 0.0311578 | Time: 9159.14 ms [2021-12-18 21:59:20 main:574] : INFO : Epoch 1999 | loss: 0.0311409 | val_loss: 0.0311631 | Time: 9110.08 ms [2021-12-18 21:59:29 main:574] : INFO : Epoch 2000 | loss: 0.0311415 | val_loss: 0.0311675 | Time: 9175.01 ms [2021-12-18 21:59:39 main:574] : INFO : Epoch 2001 | loss: 0.0311434 | val_loss: 0.03116 | Time: 9141.49 ms [2021-12-18 21:59:48 main:574] : INFO : Epoch 2002 | loss: 0.0311365 | val_loss: 0.0311569 | Time: 9116.14 ms [2021-12-18 21:59:57 main:574] : INFO : Epoch 2003 | loss: 0.0311403 | val_loss: 0.0311538 | Time: 9135.68 ms [2021-12-18 22:00:06 main:574] : INFO : Epoch 2004 | loss: 0.0311389 | val_loss: 0.0311675 | Time: 9416.33 ms [2021-12-18 22:00:15 main:574] : INFO : Epoch 2005 | loss: 0.0311434 | val_loss: 0.0311664 | Time: 9143.39 ms [2021-12-18 22:00:25 main:574] : INFO : Epoch 2006 | loss: 0.0311386 | val_loss: 0.0311709 | Time: 9136.67 ms [2021-12-18 22:00:34 main:574] : INFO : Epoch 2007 | loss: 0.0311414 | val_loss: 0.0311544 | Time: 9111.24 ms [2021-12-18 22:00:43 main:574] : INFO : Epoch 2008 | loss: 0.0311409 | val_loss: 0.0311545 | Time: 9132.09 ms [2021-12-18 22:00:52 main:574] : INFO : Epoch 2009 | loss: 0.0311364 | val_loss: 0.0311533 | Time: 9145.19 ms [2021-12-18 22:01:01 main:574] : INFO : Epoch 2010 | loss: 0.0311307 | val_loss: 0.0311489 | Time: 9149.65 ms [2021-12-18 22:01:10 main:574] : INFO : Epoch 2011 | loss: 0.0311288 | val_loss: 0.0311502 | Time: 9116.9 ms [2021-12-18 22:01:19 main:574] : INFO : Epoch 2012 | loss: 0.0311344 | val_loss: 0.031152 | Time: 9140.82 ms [2021-12-18 22:01:29 main:574] : INFO : Epoch 2013 | loss: 0.0311315 | val_loss: 0.0311559 | Time: 9143.33 ms [2021-12-18 22:01:38 main:574] : INFO : Epoch 2014 | loss: 0.0311296 | val_loss: 0.0311543 | Time: 9153.16 ms [2021-12-18 22:01:47 main:574] : INFO : Epoch 2015 | loss: 0.0311275 | val_loss: 0.0311503 | Time: 9143.83 ms [2021-12-18 22:01:56 main:574] : INFO : Epoch 2016 | loss: 0.0311238 | val_loss: 0.0311483 | Time: 9109.14 ms [2021-12-18 22:02:05 main:574] : INFO : Epoch 2017 | loss: 0.0311228 | val_loss: 0.0311572 | Time: 9163.17 ms [2021-12-18 22:02:14 main:574] : INFO : Epoch 2018 | loss: 0.0311253 | val_loss: 0.0311516 | Time: 9119.88 ms [2021-12-18 22:02:23 main:574] : INFO : Epoch 2019 | loss: 0.0311229 | val_loss: 0.0311566 | Time: 9155.52 ms [2021-12-18 22:02:33 main:574] : INFO : Epoch 2020 | loss: 0.031123 | val_loss: 0.0311535 | Time: 9116.27 ms [2021-12-18 22:02:42 main:574] : INFO : Epoch 2021 | loss: 0.0311211 | val_loss: 0.0311574 | Time: 9123.68 ms [2021-12-18 22:02:51 main:574] : INFO : Epoch 2022 | loss: 0.0311224 | val_loss: 0.0311563 | Time: 9111.34 ms [2021-12-18 22:03:00 main:574] : INFO : Epoch 2023 | loss: 0.0311212 | val_loss: 0.0311524 | Time: 9186.97 ms [2021-12-18 22:03:09 main:574] : INFO : Epoch 2024 | loss: 0.031122 | val_loss: 0.0311535 | Time: 9128.46 ms [2021-12-18 22:03:18 main:574] : INFO : Epoch 2025 | loss: 0.0311196 | val_loss: 0.0311588 | Time: 9149.5 ms [2021-12-18 22:03:27 main:574] : INFO : Epoch 2026 | loss: 0.0311206 | val_loss: 0.0311497 | Time: 9165.49 ms [2021-12-18 22:03:37 main:574] : INFO : Epoch 2027 | loss: 0.0311237 | val_loss: 0.0311536 | Time: 9120.8 ms [2021-12-18 22:03:46 main:574] : INFO : Epoch 2028 | loss: 0.0311199 | val_loss: 0.0311555 | Time: 9146.74 ms [2021-12-18 22:03:55 main:574] : INFO : Epoch 2029 | loss: 0.0311192 | val_loss: 0.0311513 | Time: 9188.86 ms [2021-12-18 22:04:04 main:574] : INFO : Epoch 2030 | loss: 0.0311197 | val_loss: 0.0311483 | Time: 9128.91 ms [2021-12-18 22:04:13 main:574] : INFO : Epoch 2031 | loss: 0.0311173 | val_loss: 0.0311531 | Time: 9140.16 ms [2021-12-18 22:04:22 main:574] : INFO : Epoch 2032 | loss: 0.0311205 | val_loss: 0.0311543 | Time: 9118.89 ms [2021-12-18 22:04:32 main:574] : INFO : Epoch 2033 | loss: 0.0311177 | val_loss: 0.031154 | Time: 9145.73 ms [2021-12-18 22:04:41 main:574] : INFO : Epoch 2034 | loss: 0.0311206 | val_loss: 0.0311536 | Time: 9136.61 ms [2021-12-18 22:04:50 main:574] : INFO : Epoch 2035 | loss: 0.031121 | val_loss: 0.0311549 | Time: 9158.43 ms [2021-12-18 22:04:59 main:574] : INFO : Epoch 2036 | loss: 0.0311182 | val_loss: 0.0311528 | Time: 9184.64 ms [2021-12-18 22:05:08 main:574] : INFO : Epoch 2037 | loss: 0.0311157 | val_loss: 0.0311583 | Time: 9129.21 ms [2021-12-18 22:05:17 main:574] : INFO : Epoch 2038 | loss: 0.0311241 | val_loss: 0.0311517 | Time: 9227.9 ms [2021-12-18 22:05:27 main:574] : INFO : Epoch 2039 | loss: 0.0311239 | val_loss: 0.0311559 | Time: 9128.78 ms [2021-12-18 22:05:36 main:574] : INFO : Epoch 2040 | loss: 0.03112 | val_loss: 0.031163 | Time: 9128.72 ms [2021-12-18 22:05:45 main:574] : INFO : Epoch 2041 | loss: 0.0311181 | val_loss: 0.0311647 | Time: 9116.39 ms [2021-12-18 22:05:54 main:574] : INFO : Epoch 2042 | loss: 0.0311151 | val_loss: 0.0311542 | Time: 9184.22 ms [2021-12-18 22:06:03 main:574] : INFO : Epoch 2043 | loss: 0.0311165 | val_loss: 0.0311582 | Time: 9209.11 ms [2021-12-18 22:06:12 main:574] : INFO : Epoch 2044 | loss: 0.0311217 | val_loss: 0.031161 | Time: 9143.43 ms [2021-12-18 22:06:22 main:574] : INFO : Epoch 2045 | loss: 0.0311151 | val_loss: 0.0311536 | Time: 9187.43 ms [2021-12-18 22:06:31 main:574] : INFO : Epoch 2046 | loss: 0.0311163 | val_loss: 0.031155 | Time: 9156.66 ms [2021-12-18 22:06:40 main:574] : INFO : Epoch 2047 | loss: 0.0311159 | val_loss: 0.0311555 | Time: 9173.05 ms [2021-12-18 22:06:49 main:574] : INFO : Epoch 2048 | loss: 0.0311136 | val_loss: 0.0311543 | Time: 9199.56 ms [2021-12-18 22:06:49 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311543 [2021-12-18 22:06:49 main:603] : INFO : Saving end state to config to file [2021-12-18 22:06:49 main:608] : INFO : Success, exiting.. 22:06:49 (13252): 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)