Task 5383396
| Name | ParityMachine-1622601856-21611-2_2 |
| Workunit | 3198344 |
| Created | 21 Jun 2021, 2:30:13 UTC |
| Sent | 21 Jun 2021, 3:16:05 UTC |
| Report deadline | 28 Jun 2021, 3:16:05 UTC |
| Received | 22 Jun 2021, 13:13:02 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 8384 |
| Run time | 6 hours 8 min 42 sec |
| CPU time | 3 hours 28 min 6 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 2,141.21 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.63 GB |
| Peak swap size | 3.60 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> ss: 0.0311928 | val_loss: 0.0311934 | Time: 12467.6 ms [2021-06-22 02:57:25 main:574] : INFO : Epoch 1607 | loss: 0.0311907 | val_loss: 0.0311926 | Time: 12159.8 ms [2021-06-22 02:57:38 main:574] : INFO : Epoch 1608 | loss: 0.0311895 | val_loss: 0.0311939 | Time: 12572.5 ms [2021-06-22 02:57:50 main:574] : INFO : Epoch 1609 | loss: 0.0311914 | val_loss: 0.0311928 | Time: 12070.3 ms [2021-06-22 02:58:02 main:574] : INFO : Epoch 1610 | loss: 0.0311905 | val_loss: 0.0311932 | Time: 12585.3 ms [2021-06-22 02:58:15 main:574] : INFO : Epoch 1611 | loss: 0.0311916 | val_loss: 0.0311931 | Time: 12327.7 ms [2021-06-22 02:58:27 main:574] : INFO : Epoch 1612 | loss: 0.0311903 | val_loss: 0.0311925 | Time: 11945.9 ms [2021-06-22 02:58:39 main:574] : INFO : Epoch 1613 | loss: 0.0311905 | val_loss: 0.0311924 | Time: 12459.2 ms [2021-06-22 02:58:51 main:574] : INFO : Epoch 1614 | loss: 0.0311893 | val_loss: 0.0311921 | Time: 12281.2 ms [2021-06-22 02:59:04 main:574] : INFO : Epoch 1615 | loss: 0.0311919 | val_loss: 0.0311939 | Time: 12236.6 ms [2021-06-22 02:59:16 main:574] : INFO : Epoch 1616 | loss: 0.031193 | val_loss: 0.0311925 | Time: 12285.3 ms [2021-06-22 02:59:29 main:574] : INFO : Epoch 1617 | loss: 0.0311896 | val_loss: 0.031191 | Time: 12669.5 ms [2021-06-22 02:59:41 main:574] : INFO : Epoch 1618 | loss: 0.03119 | val_loss: 0.0311913 | Time: 12254.5 ms [2021-06-22 02:59:53 main:574] : INFO : Epoch 1619 | loss: 0.0311925 | val_loss: 0.0311923 | Time: 12200.2 ms [2021-06-22 03:00:06 main:574] : INFO : Epoch 1620 | loss: 0.0311896 | val_loss: 0.0311915 | Time: 12406.5 ms [2021-06-22 03:00:18 main:574] : INFO : Epoch 1621 | loss: 0.0311895 | val_loss: 0.0311911 | Time: 12505.8 ms [2021-06-22 03:00:31 main:574] : INFO : Epoch 1622 | loss: 0.0311902 | val_loss: 0.0311915 | Time: 12519.4 ms [2021-06-22 03:00:43 main:574] : INFO : Epoch 1623 | loss: 0.0311891 | val_loss: 0.0311905 | Time: 12378.6 ms [2021-06-22 03:00:55 main:574] : INFO : Epoch 1624 | loss: 0.0311885 | val_loss: 0.0311919 | Time: 12312 ms [2021-06-22 03:01:08 main:574] : INFO : Epoch 1625 | loss: 0.0311895 | val_loss: 0.0311923 | Time: 12509.6 ms [2021-06-22 03:01:20 main:574] : INFO : Epoch 1626 | loss: 0.0311899 | val_loss: 0.0311954 | Time: 12206.1 ms [2021-06-22 03:01:33 main:574] : INFO : Epoch 1627 | loss: 0.0311917 | val_loss: 0.0311914 | Time: 12548.2 ms [2021-06-22 03:01:45 main:574] : INFO : Epoch 1628 | loss: 0.0311901 | val_loss: 0.0311946 | Time: 12827.2 ms [2021-06-22 03:01:59 main:574] : INFO : Epoch 1629 | loss: 0.0311911 | val_loss: 0.0311905 | Time: 13089.5 ms [2021-06-22 03:02:11 main:574] : INFO : Epoch 1630 | loss: 0.031191 | val_loss: 0.0311996 | Time: 12698 ms [2021-06-22 03:02:26 main:574] : INFO : Epoch 1631 | loss: 0.0311905 | val_loss: 0.0311928 | Time: 14611 ms [2021-06-22 03:02:38 main:574] : INFO : Epoch 1632 | loss: 0.0311891 | val_loss: 0.0311906 | Time: 12366.7 ms [2021-06-22 03:02:51 main:574] : INFO : Epoch 1633 | loss: 0.0311886 | val_loss: 0.0311912 | Time: 12371.8 ms [2021-06-22 03:03:03 main:574] : INFO : Epoch 1634 | loss: 0.0311892 | val_loss: 0.0311911 | Time: 12550.9 ms [2021-06-22 03:03:15 main:574] : INFO : Epoch 1635 | loss: 0.0311892 | val_loss: 0.0311927 | Time: 12124.9 ms [2021-06-22 03:03:28 main:574] : INFO : Epoch 1636 | loss: 0.0311891 | val_loss: 0.0311905 | Time: 12295.5 ms [2021-06-22 03:03:40 main:574] : INFO : Epoch 1637 | loss: 0.0311884 | val_loss: 0.0311901 | Time: 12488.3 ms [2021-06-22 03:03:53 main:574] : INFO : Epoch 1638 | loss: 0.0311883 | val_loss: 0.0311904 | Time: 12606.6 ms [2021-06-22 03:04:05 main:574] : INFO : Epoch 1639 | loss: 0.0311879 | val_loss: 0.0311908 | Time: 12556.6 ms [2021-06-22 03:04:18 main:574] : INFO : Epoch 1640 | loss: 0.0311897 | val_loss: 0.0311919 | Time: 13068.7 ms [2021-06-22 03:04:31 main:574] : INFO : Epoch 1641 | loss: 0.0311908 | val_loss: 0.031193 | Time: 12465.2 ms [2021-06-22 03:04:43 main:574] : INFO : Epoch 1642 | loss: 0.0311892 | val_loss: 0.0311911 | Time: 12168.4 ms [2021-06-22 03:04:56 main:574] : INFO : Epoch 1643 | loss: 0.0311949 | val_loss: 0.0312004 | Time: 12456.8 ms [2021-06-22 03:05:08 main:574] : INFO : Epoch 1644 | loss: 0.0312026 | val_loss: 0.0312031 | Time: 12924.7 ms [2021-06-22 03:05:21 main:574] : INFO : Epoch 1645 | loss: 0.0312005 | val_loss: 0.0311942 | Time: 12624.7 ms [2021-06-22 03:05:34 main:574] : INFO : Epoch 1646 | loss: 0.0311935 | val_loss: 0.0311952 | Time: 12540.1 ms [2021-06-22 03:05:47 main:574] : INFO : Epoch 1647 | loss: 0.0311899 | val_loss: 0.0311928 | Time: 12887.7 ms [2021-06-22 03:05:59 main:574] : INFO : Epoch 1648 | loss: 0.0311947 | val_loss: 0.0312003 | Time: 12427.5 ms [2021-06-22 03:06:12 main:574] : INFO : Epoch 1649 | loss: 0.0311916 | val_loss: 0.0311932 | Time: 12871.5 ms [2021-06-22 03:06:24 main:574] : INFO : Epoch 1650 | loss: 0.0311889 | val_loss: 0.0311916 | Time: 12514.4 ms [2021-06-22 03:06:37 main:574] : INFO : Epoch 1651 | loss: 0.0311894 | val_loss: 0.0311965 | Time: 12330.9 ms [2021-06-22 03:06:49 main:574] : INFO : Epoch 1652 | loss: 0.0311895 | val_loss: 0.0311912 | Time: 12736.6 ms [2021-06-22 03:07:02 main:574] : INFO : Epoch 1653 | loss: 0.0311888 | val_loss: 0.031191 | Time: 12386.7 ms [2021-06-22 03:07:14 main:574] : INFO : Epoch 1654 | loss: 0.0311888 | val_loss: 0.0311916 | Time: 12581.2 ms [2021-06-22 03:07:27 main:574] : INFO : Epoch 1655 | loss: 0.0311894 | val_loss: 0.0311923 | Time: 12463.3 ms [2021-06-22 03:07:39 main:574] : INFO : Epoch 1656 | loss: 0.0311911 | val_loss: 0.0311911 | Time: 12337.1 ms [2021-06-22 03:07:52 main:574] : INFO : Epoch 1657 | loss: 0.031188 | val_loss: 0.031191 | Time: 12587.6 ms [2021-06-22 03:08:05 main:574] : INFO : Epoch 1658 | loss: 0.0311886 | val_loss: 0.0311946 | Time: 12707.5 ms [2021-06-22 03:08:17 main:574] : INFO : Epoch 1659 | loss: 0.0311902 | val_loss: 0.0311921 | Time: 12276.3 ms [2021-06-22 03:08:29 main:574] : INFO : Epoch 1660 | loss: 0.0311922 | val_loss: 0.0311924 | Time: 12211.5 ms [2021-06-22 03:08:41 main:574] : INFO : Epoch 1661 | loss: 0.0311928 | val_loss: 0.0311913 | Time: 12266.8 ms [2021-06-22 03:08:54 main:574] : INFO : Epoch 1662 | loss: 0.0311884 | val_loss: 0.0311929 | Time: 12428.4 ms [2021-06-22 03:09:06 main:574] : INFO : Epoch 1663 | loss: 0.0311878 | val_loss: 0.0311934 | Time: 12456 ms [2021-06-22 03:09:18 main:574] : INFO : Epoch 1664 | loss: 0.0311908 | val_loss: 0.0311911 | Time: 11868.5 ms [2021-06-22 03:09:30 main:574] : INFO : Epoch 1665 | loss: 0.0311883 | val_loss: 0.0311909 | Time: 11987.4 ms [2021-06-22 03:09:43 main:574] : INFO : Epoch 1666 | loss: 0.0311888 | val_loss: 0.031191 | Time: 12920.8 ms [2021-06-22 03:09:55 main:574] : INFO : Epoch 1667 | loss: 0.0311889 | val_loss: 0.0311967 | Time: 12092.7 ms [2021-06-22 03:10:08 main:574] : INFO : Epoch 1668 | loss: 0.0311901 | val_loss: 0.0311925 | Time: 12443.9 ms [2021-06-22 03:10:20 main:574] : INFO : Epoch 1669 | loss: 0.031189 | val_loss: 0.0311921 | Time: 12604.3 ms [2021-06-22 03:10:33 main:574] : INFO : Epoch 1670 | loss: 0.0311881 | val_loss: 0.0311911 | Time: 12330.3 ms [2021-06-22 03:10:45 main:574] : INFO : Epoch 1671 | loss: 0.031189 | val_loss: 0.0311955 | Time: 12482.6 ms [2021-06-22 03:10:58 main:574] : INFO : Epoch 1672 | loss: 0.031189 | val_loss: 0.0311919 | Time: 12680.8 ms [2021-06-22 03:11:10 main:574] : INFO : Epoch 1673 | loss: 0.0311884 | val_loss: 0.0311909 | Time: 12094.8 ms [2021-06-22 03:11:23 main:574] : INFO : Epoch 1674 | loss: 0.0311906 | val_loss: 0.0311936 | Time: 12661 ms [2021-06-22 03:11:35 main:574] : INFO : Epoch 1675 | loss: 0.0311884 | val_loss: 0.0311916 | Time: 12012.6 ms [2021-06-22 03:11:48 main:574] : INFO : Epoch 1676 | loss: 0.0311891 | val_loss: 0.0311948 | Time: 13055.5 ms [2021-06-22 03:12:01 main:574] : INFO : Epoch 1677 | loss: 0.0311884 | val_loss: 0.0311903 | Time: 13158.8 ms [2021-06-22 03:12:14 main:574] : INFO : Epoch 1678 | loss: 0.0311873 | val_loss: 0.0311906 | Time: 12538 ms [2021-06-22 03:12:26 main:574] : INFO : Epoch 1679 | loss: 0.0311879 | val_loss: 0.0311914 | Time: 12117.3 ms [2021-06-22 03:12:38 main:574] : INFO : Epoch 1680 | loss: 0.0311889 | val_loss: 0.0311919 | Time: 12697.5 ms [2021-06-22 03:12:51 main:574] : INFO : Epoch 1681 | loss: 0.0311897 | val_loss: 0.0311928 | Time: 12867.1 ms [2021-06-22 03:13:04 main:574] : INFO : Epoch 1682 | loss: 0.0311899 | val_loss: 0.031204 | Time: 12359.5 ms [2021-06-22 03:13:16 main:574] : INFO : Epoch 1683 | loss: 0.0311917 | val_loss: 0.0311913 | Time: 12432.5 ms [2021-06-22 03:13:29 main:574] : INFO : Epoch 1684 | loss: 0.0311888 | val_loss: 0.0311919 | Time: 12505.9 ms [2021-06-22 03:13:41 main:574] : INFO : Epoch 1685 | loss: 0.031188 | val_loss: 0.0311914 | Time: 12198.3 ms [2021-06-22 03:13:54 main:574] : INFO : Epoch 1686 | loss: 0.0311883 | val_loss: 0.0311955 | Time: 12708.3 ms [2021-06-22 03:14:06 main:574] : INFO : Epoch 1687 | loss: 0.031191 | val_loss: 0.0311972 | Time: 12477.7 ms [2021-06-22 03:14:19 main:574] : INFO : Epoch 1688 | loss: 0.0311897 | val_loss: 0.0311944 | Time: 12658.1 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1050 Ti) [2021-06-22 04:10:26 main:435] : INFO : Set logging level to 1 [2021-06-22 04:10:26 main:441] : INFO : Running in BOINC Client mode [2021-06-22 04:10:26 main:444] : INFO : Resolving all filenames [2021-06-22 04:10:26 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-06-22 04:10:26 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622601856-21611-2_2_r1189287087_1 (exists = 1) [2021-06-22 04:10:26 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622601856-21611-2_2_r1189287087_0 (exists = 0) [2021-06-22 04:10:26 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622601856-21611-2 (exists = 1) [2021-06-22 04:10:26 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-06-22 04:10:26 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-06-22 04:10:26 main:474] : INFO : Configuration: [2021-06-22 04:10:26 main:475] : INFO : Model type: GRU [2021-06-22 04:10:26 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-06-22 04:10:26 main:477] : INFO : Max Epochs: 2048 [2021-06-22 04:10:26 main:478] : INFO : Batch Size: 128 [2021-06-22 04:10:26 main:479] : INFO : Learning Rate: 0.01 [2021-06-22 04:10:26 main:480] : INFO : Patience: 10 [2021-06-22 04:10:26 main:481] : INFO : Hidden Width: 12 [2021-06-22 04:10:26 main:482] : INFO : # Recurrent Layers: 4 [2021-06-22 04:10:26 main:483] : INFO : # Backend Layers: 4 [2021-06-22 04:10:26 main:484] : INFO : # Threads: 1 [2021-06-22 04:10:26 main:486] : INFO : Preparing Dataset [2021-06-22 04:10:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-22 04:10:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-22 04:10:36 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-06-22 04:10:36 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-22 04:10:36 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-22 04:10:36 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-06-22 04:10:36 main:494] : INFO : Creating Model [2021-06-22 04:10:36 main:507] : INFO : Preparing config file [2021-06-22 04:10:36 main:511] : INFO : Found checkpoint, attempting to load... [2021-06-22 04:10:36 main:512] : INFO : Loading config [2021-06-22 04:10:36 main:514] : INFO : Loading state [2021-06-22 04:10:41 main:559] : INFO : Loading DataLoader into Memory [2021-06-22 04:10:41 main:562] : INFO : Starting Training [2021-06-22 04:10:56 main:574] : INFO : Epoch 1689 | loss: 0.031225 | val_loss: 0.0312014 | Time: 14630.3 ms [2021-06-22 04:11:08 main:574] : INFO : Epoch 1690 | loss: 0.0311919 | val_loss: 0.031191 | Time: 12166.4 ms [2021-06-22 04:11:21 main:574] : INFO : Epoch 1691 | loss: 0.0311884 | val_loss: 0.0311905 | Time: 12804 ms [2021-06-22 04:11:34 main:574] : INFO : Epoch 1692 | loss: 0.031189 | val_loss: 0.0311877 | Time: 13068.8 ms [2021-06-22 04:11:47 main:574] : INFO : Epoch 1693 | loss: 0.0311881 | val_loss: 0.0311887 | Time: 12708.1 ms [2021-06-22 04:12:00 main:574] : INFO : Epoch 1694 | loss: 0.0311889 | val_loss: 0.0311917 | Time: 12846.7 ms [2021-06-22 04:12:12 main:574] : INFO : Epoch 1695 | loss: 0.0311918 | val_loss: 0.0311879 | Time: 12290.1 ms [2021-06-22 04:12:25 main:574] : INFO : Epoch 1696 | loss: 0.0311939 | val_loss: 0.0311977 | Time: 12364.4 ms [2021-06-22 04:12:37 main:574] : INFO : Epoch 1697 | loss: 0.0311898 | val_loss: 0.0311874 | Time: 12242.8 ms [2021-06-22 04:12:49 main:574] : INFO : Epoch 1698 | loss: 0.0311881 | val_loss: 0.031193 | Time: 12096.4 ms [2021-06-22 04:13:02 main:574] : INFO : Epoch 1699 | loss: 0.0311882 | val_loss: 0.0311905 | Time: 12621.9 ms [2021-06-22 04:13:14 main:574] : INFO : Epoch 1700 | loss: 0.0311881 | val_loss: 0.0311875 | Time: 12631 ms [2021-06-22 04:13:27 main:574] : INFO : Epoch 1701 | loss: 0.0311892 | val_loss: 0.0311919 | Time: 12441.4 ms [2021-06-22 04:13:39 main:574] : INFO : Epoch 1702 | loss: 0.0311894 | val_loss: 0.0311883 | Time: 12496.5 ms [2021-06-22 04:13:51 main:574] : INFO : Epoch 1703 | loss: 0.0311863 | val_loss: 0.0311878 | Time: 12212.5 ms [2021-06-22 04:14:04 main:574] : INFO : Epoch 1704 | loss: 0.0311854 | val_loss: 0.03119 | Time: 12462 ms [2021-06-22 04:14:16 main:574] : INFO : Epoch 1705 | loss: 0.0311865 | val_loss: 0.0311887 | Time: 12498.5 ms [2021-06-22 04:14:29 main:574] : INFO : Epoch 1706 | loss: 0.0311852 | val_loss: 0.0311872 | Time: 12691.4 ms [2021-06-22 04:14:42 main:574] : INFO : Epoch 1707 | loss: 0.0311859 | val_loss: 0.0311873 | Time: 12614.7 ms [2021-06-22 04:14:55 main:574] : INFO : Epoch 1708 | loss: 0.031188 | val_loss: 0.0311944 | Time: 13242.5 ms [2021-06-22 04:15:07 main:574] : INFO : Epoch 1709 | loss: 0.0311889 | val_loss: 0.0311901 | Time: 12484.6 ms [2021-06-22 04:15:20 main:574] : INFO : Epoch 1710 | loss: 0.0311871 | val_loss: 0.0311871 | Time: 12203.9 ms [2021-06-22 04:15:32 main:574] : INFO : Epoch 1711 | loss: 0.0311853 | val_loss: 0.0311886 | Time: 12499.7 ms [2021-06-22 04:15:44 main:574] : INFO : Epoch 1712 | loss: 0.0311893 | val_loss: 0.0311921 | Time: 12274.1 ms [2021-06-22 04:15:57 main:574] : INFO : Epoch 1713 | loss: 0.0311931 | val_loss: 0.0311927 | Time: 12241.8 ms [2021-06-22 04:16:09 main:574] : INFO : Epoch 1714 | loss: 0.0311982 | val_loss: 0.0312046 | Time: 12566.8 ms [2021-06-22 04:16:22 main:574] : INFO : Epoch 1715 | loss: 0.0312099 | val_loss: 0.0312042 | Time: 12797.7 ms [2021-06-22 04:16:35 main:574] : INFO : Epoch 1716 | loss: 0.0312081 | val_loss: 0.0312027 | Time: 12517.9 ms [2021-06-22 04:16:47 main:574] : INFO : Epoch 1717 | loss: 0.0312078 | val_loss: 0.0312079 | Time: 12344.7 ms [2021-06-22 04:17:00 main:574] : INFO : Epoch 1718 | loss: 0.0312134 | val_loss: 0.0312157 | Time: 12857.7 ms [2021-06-22 04:17:13 main:574] : INFO : Epoch 1719 | loss: 0.0312121 | val_loss: 0.0312062 | Time: 12725.9 ms [2021-06-22 04:17:25 main:574] : INFO : Epoch 1720 | loss: 0.0312086 | val_loss: 0.0312085 | Time: 12276.3 ms [2021-06-22 04:17:37 main:574] : INFO : Epoch 1721 | loss: 0.0312105 | val_loss: 0.0312074 | Time: 12385.7 ms [2021-06-22 04:17:50 main:574] : INFO : Epoch 1722 | loss: 0.0312115 | val_loss: 0.0312089 | Time: 12396.4 ms [2021-06-22 04:18:03 main:574] : INFO : Epoch 1723 | loss: 0.0312125 | val_loss: 0.0312101 | Time: 13182.2 ms [2021-06-22 04:18:15 main:574] : INFO : Epoch 1724 | loss: 0.0312101 | val_loss: 0.0312074 | Time: 12544.9 ms [2021-06-22 04:18:28 main:574] : INFO : Epoch 1725 | loss: 0.0312085 | val_loss: 0.0312063 | Time: 12462.6 ms [2021-06-22 04:18:40 main:574] : INFO : Epoch 1726 | loss: 0.0312091 | val_loss: 0.0312089 | Time: 12585.8 ms [2021-06-22 04:18:53 main:574] : INFO : Epoch 1727 | loss: 0.0312095 | val_loss: 0.0312052 | Time: 12885.3 ms [2021-06-22 04:19:06 main:574] : INFO : Epoch 1728 | loss: 0.0312078 | val_loss: 0.0312059 | Time: 12396.5 ms [2021-06-22 04:19:18 main:574] : INFO : Epoch 1729 | loss: 0.0312082 | val_loss: 0.031205 | Time: 12550.9 ms [2021-06-22 04:19:31 main:574] : INFO : Epoch 1730 | loss: 0.0312076 | val_loss: 0.0312063 | Time: 12718.8 ms [2021-06-22 04:19:43 main:574] : INFO : Epoch 1731 | loss: 0.0312075 | val_loss: 0.0312053 | Time: 12429.8 ms [2021-06-22 04:19:56 main:574] : INFO : Epoch 1732 | loss: 0.0312077 | val_loss: 0.0312052 | Time: 12608.2 ms [2021-06-22 04:20:09 main:574] : INFO : Epoch 1733 | loss: 0.0312073 | val_loss: 0.0312048 | Time: 12653.9 ms [2021-06-22 04:20:21 main:574] : INFO : Epoch 1734 | loss: 0.0312072 | val_loss: 0.0312051 | Time: 12421.7 ms [2021-06-22 04:20:34 main:574] : INFO : Epoch 1735 | loss: 0.031208 | val_loss: 0.0312055 | Time: 12583.7 ms [2021-06-22 04:20:46 main:574] : INFO : Epoch 1736 | loss: 0.031209 | val_loss: 0.0312072 | Time: 12446.8 ms [2021-06-22 04:20:59 main:574] : INFO : Epoch 1737 | loss: 0.0312081 | val_loss: 0.0312036 | Time: 12707.2 ms [2021-06-22 04:21:11 main:574] : INFO : Epoch 1738 | loss: 0.0312067 | val_loss: 0.0312039 | Time: 12333 ms [2021-06-22 04:21:24 main:574] : INFO : Epoch 1739 | loss: 0.0312061 | val_loss: 0.0312063 | Time: 12319.6 ms [2021-06-22 04:21:36 main:574] : INFO : Epoch 1740 | loss: 0.0312065 | val_loss: 0.0312036 | Time: 12461.8 ms [2021-06-22 04:21:49 main:574] : INFO : Epoch 1741 | loss: 0.0312061 | val_loss: 0.0312047 | Time: 12817.3 ms [2021-06-22 04:22:02 main:574] : INFO : Epoch 1742 | loss: 0.031207 | val_loss: 0.0312038 | Time: 13273.8 ms [2021-06-22 04:22:15 main:574] : INFO : Epoch 1743 | loss: 0.0312065 | val_loss: 0.0312046 | Time: 12325.2 ms [2021-06-22 04:22:27 main:574] : INFO : Epoch 1744 | loss: 0.0312067 | val_loss: 0.0312031 | Time: 12618.6 ms [2021-06-22 04:22:40 main:574] : INFO : Epoch 1745 | loss: 0.0312113 | val_loss: 0.0312091 | Time: 12561.8 ms [2021-06-22 04:22:52 main:574] : INFO : Epoch 1746 | loss: 0.03121 | val_loss: 0.0312084 | Time: 12360 ms [2021-06-22 04:23:05 main:574] : INFO : Epoch 1747 | loss: 0.0312095 | val_loss: 0.031207 | Time: 12448 ms [2021-06-22 04:23:17 main:574] : INFO : Epoch 1748 | loss: 0.0312093 | val_loss: 0.0312088 | Time: 12612.9 ms [2021-06-22 04:23:29 main:574] : INFO : Epoch 1749 | loss: 0.031209 | val_loss: 0.031211 | Time: 11991 ms [2021-06-22 04:23:42 main:574] : INFO : Epoch 1750 | loss: 0.031212 | val_loss: 0.0312083 | Time: 12502.7 ms [2021-06-22 04:23:54 main:574] : INFO : Epoch 1751 | loss: 0.0312094 | val_loss: 0.0312103 | Time: 12277.3 ms [2021-06-22 04:24:07 main:574] : INFO : Epoch 1752 | loss: 0.0312089 | val_loss: 0.0312068 | Time: 12713.5 ms [2021-06-22 04:24:19 main:574] : INFO : Epoch 1753 | loss: 0.0312071 | val_loss: 0.0312059 | Time: 12481.6 ms [2021-06-22 04:24:32 main:574] : INFO : Epoch 1754 | loss: 0.0312065 | val_loss: 0.0312019 | Time: 12428.5 ms [2021-06-22 04:24:44 main:574] : INFO : Epoch 1755 | loss: 0.0312009 | val_loss: 0.0312006 | Time: 12083.4 ms [2021-06-22 04:24:56 main:574] : INFO : Epoch 1756 | loss: 0.031203 | val_loss: 0.0312011 | Time: 12658.4 ms [2021-06-22 04:25:10 main:574] : INFO : Epoch 1757 | loss: 0.0311996 | val_loss: 0.0312017 | Time: 13069.7 ms [2021-06-22 04:25:23 main:574] : INFO : Epoch 1758 | loss: 0.0311993 | val_loss: 0.0312 | Time: 12961.9 ms [2021-06-22 04:25:35 main:574] : INFO : Epoch 1759 | loss: 0.0311989 | val_loss: 0.0312006 | Time: 12664.9 ms [2021-06-22 04:25:48 main:574] : INFO : Epoch 1760 | loss: 0.0311988 | val_loss: 0.0312003 | Time: 12359 ms [2021-06-22 04:26:00 main:574] : INFO : Epoch 1761 | loss: 0.0311987 | val_loss: 0.0312002 | Time: 12639 ms [2021-06-22 04:26:13 main:574] : INFO : Epoch 1762 | loss: 0.0311981 | val_loss: 0.0312 | Time: 12377.3 ms [2021-06-22 04:26:25 main:574] : INFO : Epoch 1763 | loss: 0.0311976 | val_loss: 0.0312001 | Time: 12270.5 ms [2021-06-22 04:26:38 main:574] : INFO : Epoch 1764 | loss: 0.0311975 | val_loss: 0.0311995 | Time: 12686.7 ms [2021-06-22 04:26:51 main:574] : INFO : Epoch 1765 | loss: 0.0311973 | val_loss: 0.0312012 | Time: 12860.3 ms [2021-06-22 04:27:03 main:574] : INFO : Epoch 1766 | loss: 0.0311989 | val_loss: 0.0312036 | Time: 12240.9 ms [2021-06-22 04:27:16 main:574] : INFO : Epoch 1767 | loss: 0.0311982 | val_loss: 0.0311993 | Time: 12850.9 ms [2021-06-22 04:27:28 main:574] : INFO : Epoch 1768 | loss: 0.0311971 | val_loss: 0.0311996 | Time: 12511.3 ms [2021-06-22 04:27:41 main:574] : INFO : Epoch 1769 | loss: 0.031198 | val_loss: 0.0312081 | Time: 12494.7 ms [2021-06-22 04:27:54 main:574] : INFO : Epoch 1770 | loss: 0.0312007 | val_loss: 0.0312039 | Time: 12843.2 ms [2021-06-22 04:28:07 main:574] : INFO : Epoch 1771 | loss: 0.0311981 | val_loss: 0.0311991 | Time: 13032.2 ms [2021-06-22 04:28:19 main:574] : INFO : Epoch 1772 | loss: 0.031197 | val_loss: 0.0311995 | Time: 12364.3 ms [2021-06-22 04:28:31 main:574] : INFO : Epoch 1773 | loss: 0.0311968 | val_loss: 0.031199 | Time: 12283.5 ms [2021-06-22 04:28:44 main:574] : INFO : Epoch 1774 | loss: 0.0311978 | val_loss: 0.0311995 | Time: 12409.9 ms [2021-06-22 04:28:56 main:574] : INFO : Epoch 1775 | loss: 0.0311989 | val_loss: 0.0311992 | Time: 12614.5 ms [2021-06-22 04:29:09 main:574] : INFO : Epoch 1776 | loss: 0.0311969 | val_loss: 0.0311993 | Time: 12433.5 ms [2021-06-22 04:29:21 main:574] : INFO : Epoch 1777 | loss: 0.0311983 | val_loss: 0.0312 | Time: 12247.5 ms [2021-06-22 04:29:33 main:574] : INFO : Epoch 1778 | loss: 0.0312008 | val_loss: 0.0312005 | Time: 12278.9 ms [2021-06-22 04:29:46 main:574] : INFO : Epoch 1779 | loss: 0.0311965 | val_loss: 0.0311993 | Time: 12756.7 ms [2021-06-22 04:29:58 main:574] : INFO : Epoch 1780 | loss: 0.0311971 | val_loss: 0.0311994 | Time: 12395.6 ms [2021-06-22 04:30:11 main:574] : INFO : Epoch 1781 | loss: 0.0311981 | val_loss: 0.0311989 | Time: 12762.2 ms [2021-06-22 04:30:24 main:574] : INFO : Epoch 1782 | loss: 0.0311981 | val_loss: 0.0311995 | Time: 12550.3 ms [2021-06-22 04:30:36 main:574] : INFO : Epoch 1783 | loss: 0.0311987 | val_loss: 0.0312046 | Time: 12359.5 ms [2021-06-22 04:30:49 main:574] : INFO : Epoch 1784 | loss: 0.031198 | val_loss: 0.0312005 | Time: 12643.8 ms [2021-06-22 04:31:02 main:574] : INFO : Epoch 1785 | loss: 0.0311993 | val_loss: 0.031201 | Time: 12673.2 ms [2021-06-22 04:31:14 main:574] : INFO : Epoch 1786 | loss: 0.0311995 | val_loss: 0.0312004 | Time: 12342.4 ms [2021-06-22 04:31:26 main:574] : INFO : Epoch 1787 | loss: 0.0311983 | val_loss: 0.0312004 | Time: 12377.2 ms [2021-06-22 04:31:39 main:574] : INFO : Epoch 1788 | loss: 0.0311997 | val_loss: 0.031203 | Time: 12653.2 ms [2021-06-22 04:31:52 main:574] : INFO : Epoch 1789 | loss: 0.0312008 | val_loss: 0.0312012 | Time: 12790.3 ms [2021-06-22 04:32:04 main:574] : INFO : Epoch 1790 | loss: 0.0311994 | val_loss: 0.0312017 | Time: 12646.5 ms [2021-06-22 04:32:17 main:574] : INFO : Epoch 1791 | loss: 0.0311996 | val_loss: 0.0312022 | Time: 12299.3 ms [2021-06-22 04:32:30 main:574] : INFO : Epoch 1792 | loss: 0.0312 | val_loss: 0.0312041 | Time: 12883.2 ms [2021-06-22 04:32:42 main:574] : INFO : Epoch 1793 | loss: 0.0312013 | val_loss: 0.0312047 | Time: 12928.2 ms [2021-06-22 04:32:55 main:574] : INFO : Epoch 1794 | loss: 0.0312027 | val_loss: 0.0312055 | Time: 12508.1 ms [2021-06-22 04:33:07 main:574] : INFO : Epoch 1795 | loss: 0.0312001 | val_loss: 0.0312024 | Time: 11979 ms [2021-06-22 04:33:20 main:574] : INFO : Epoch 1796 | loss: 0.0311995 | val_loss: 0.0312013 | Time: 12842 ms [2021-06-22 04:33:32 main:574] : INFO : Epoch 1797 | loss: 0.0311994 | val_loss: 0.031203 | Time: 12618.5 ms [2021-06-22 04:33:45 main:574] : INFO : Epoch 1798 | loss: 0.0312003 | val_loss: 0.0312032 | Time: 12578.2 ms [2021-06-22 04:33:57 main:574] : INFO : Epoch 1799 | loss: 0.0312018 | val_loss: 0.0312017 | Time: 12333.7 ms [2021-06-22 04:34:10 main:574] : INFO : Epoch 1800 | loss: 0.031199 | val_loss: 0.0312016 | Time: 12818.7 ms [2021-06-22 04:34:23 main:574] : INFO : Epoch 1801 | loss: 0.0311996 | val_loss: 0.031203 | Time: 12371.2 ms [2021-06-22 04:34:35 main:574] : INFO : Epoch 1802 | loss: 0.0311985 | val_loss: 0.0312019 | Time: 12059 ms [2021-06-22 04:34:47 main:574] : INFO : Epoch 1803 | loss: 0.0311983 | val_loss: 0.0312013 | Time: 12612.2 ms [2021-06-22 04:35:00 main:574] : INFO : Epoch 1804 | loss: 0.0311985 | val_loss: 0.0312017 | Time: 12271.3 ms [2021-06-22 04:35:12 main:574] : INFO : Epoch 1805 | loss: 0.0311988 | val_loss: 0.0312018 | Time: 12164.5 ms [2021-06-22 04:35:24 main:574] : INFO : Epoch 1806 | loss: 0.0311982 | val_loss: 0.0312018 | Time: 12280.7 ms [2021-06-22 04:35:37 main:574] : INFO : Epoch 1807 | loss: 0.0311985 | val_loss: 0.0312021 | Time: 12518 ms [2021-06-22 04:35:49 main:574] : INFO : Epoch 1808 | loss: 0.0311983 | val_loss: 0.031201 | Time: 12683.1 ms [2021-06-22 04:36:02 main:574] : INFO : Epoch 1809 | loss: 0.0311984 | val_loss: 0.0312035 | Time: 12541.8 ms [2021-06-22 04:36:14 main:574] : INFO : Epoch 1810 | loss: 0.0311989 | val_loss: 0.0312042 | Time: 12056.9 ms [2021-06-22 04:36:26 main:574] : INFO : Epoch 1811 | loss: 0.0311987 | val_loss: 0.0312013 | Time: 12113.2 ms [2021-06-22 04:36:39 main:574] : INFO : Epoch 1812 | loss: 0.0311992 | val_loss: 0.031202 | Time: 12500.5 ms [2021-06-22 04:36:52 main:574] : INFO : Epoch 1813 | loss: 0.0311984 | val_loss: 0.0312032 | Time: 13024.4 ms [2021-06-22 04:37:05 main:574] : INFO : Epoch 1814 | loss: 0.0311995 | val_loss: 0.0312023 | Time: 13005.8 ms [2021-06-22 04:37:17 main:574] : INFO : Epoch 1815 | loss: 0.0311999 | val_loss: 0.0312028 | Time: 12539.3 ms [2021-06-22 04:37:30 main:574] : INFO : Epoch 1816 | loss: 0.0311997 | val_loss: 0.0312046 | Time: 12750.3 ms [2021-06-22 04:37:42 main:574] : INFO : Epoch 1817 | loss: 0.0311982 | val_loss: 0.0312013 | Time: 12370 ms [2021-06-22 04:37:55 main:574] : INFO : Epoch 1818 | loss: 0.0311983 | val_loss: 0.0312009 | Time: 12900.8 ms [2021-06-22 04:38:07 main:574] : INFO : Epoch 1819 | loss: 0.0311984 | val_loss: 0.0312023 | Time: 12217.8 ms [2021-06-22 04:38:20 main:574] : INFO : Epoch 1820 | loss: 0.0311986 | val_loss: 0.0312012 | Time: 12100.4 ms [2021-06-22 04:38:32 main:574] : INFO : Epoch 1821 | loss: 0.0311976 | val_loss: 0.0312024 | Time: 12796.8 ms [2021-06-22 04:38:45 main:574] : INFO : Epoch 1822 | loss: 0.0311987 | val_loss: 0.0312054 | Time: 12433.7 ms [2021-06-22 04:38:57 main:574] : INFO : Epoch 1823 | loss: 0.0312228 | val_loss: 0.0312869 | Time: 12594 ms [2021-06-22 04:39:09 main:574] : INFO : Epoch 1824 | loss: 0.037933 | val_loss: 0.034247 | Time: 11935.3 ms [2021-06-22 04:39:22 main:574] : INFO : Epoch 1825 | loss: 0.0345006 | val_loss: 0.0332979 | Time: 12588.9 ms [2021-06-22 04:39:35 main:574] : INFO : Epoch 1826 | loss: 0.032082 | val_loss: 0.0315454 | Time: 12806.6 ms [2021-06-22 04:39:47 main:574] : INFO : Epoch 1827 | loss: 0.0313698 | val_loss: 0.0312991 | Time: 12392.7 ms [2021-06-22 04:39:59 main:574] : INFO : Epoch 1828 | loss: 0.0312719 | val_loss: 0.0312514 | Time: 12050.8 ms [2021-06-22 04:40:11 main:574] : INFO : Epoch 1829 | loss: 0.0312467 | val_loss: 0.0312398 | Time: 12182 ms [2021-06-22 04:40:24 main:574] : INFO : Epoch 1830 | loss: 0.0312363 | val_loss: 0.0312324 | Time: 12572.2 ms [2021-06-22 04:40:36 main:574] : INFO : Epoch 1831 | loss: 0.0312282 | val_loss: 0.0312242 | Time: 12460.3 ms [2021-06-22 04:40:49 main:574] : INFO : Epoch 1832 | loss: 0.0312203 | val_loss: 0.0312178 | Time: 12650.3 ms [2021-06-22 04:41:02 main:574] : INFO : Epoch 1833 | loss: 0.0312137 | val_loss: 0.0312121 | Time: 12970.2 ms [2021-06-22 04:41:15 main:574] : INFO : Epoch 1834 | loss: 0.0312083 | val_loss: 0.0312089 | Time: 12842.6 ms [2021-06-22 04:41:27 main:574] : INFO : Epoch 1835 | loss: 0.031205 | val_loss: 0.0312064 | Time: 12068.6 ms [2021-06-22 04:41:39 main:574] : INFO : Epoch 1836 | loss: 0.031203 | val_loss: 0.0312057 | Time: 12377.8 ms [2021-06-22 04:41:52 main:574] : INFO : Epoch 1837 | loss: 0.0312017 | val_loss: 0.0312043 | Time: 12645.1 ms [2021-06-22 04:42:05 main:574] : INFO : Epoch 1838 | loss: 0.0312014 | val_loss: 0.0312041 | Time: 12443.6 ms [2021-06-22 04:42:17 main:574] : INFO : Epoch 1839 | loss: 0.0312008 | val_loss: 0.0312052 | Time: 12222.4 ms [2021-06-22 04:42:29 main:574] : INFO : Epoch 1840 | loss: 0.0312015 | val_loss: 0.0312042 | Time: 12422.4 ms [2021-06-22 04:42:44 main:574] : INFO : Epoch 1841 | loss: 0.0312009 | val_loss: 0.0312041 | Time: 14853.9 ms [2021-06-22 04:42:57 main:574] : INFO : Epoch 1842 | loss: 0.0312 | val_loss: 0.0312034 | Time: 12705.2 ms [2021-06-22 04:43:10 main:574] : INFO : Epoch 1843 | loss: 0.0311995 | val_loss: 0.0312037 | Time: 12746 ms [2021-06-22 04:43:22 main:574] : INFO : Epoch 1844 | loss: 0.0311994 | val_loss: 0.0312033 | Time: 12422.1 ms [2021-06-22 04:43:34 main:574] : INFO : Epoch 1845 | loss: 0.0311993 | val_loss: 0.0312032 | Time: 12388.5 ms [2021-06-22 04:43:47 main:574] : INFO : Epoch 1846 | loss: 0.0311991 | val_loss: 0.0312029 | Time: 12485.1 ms [2021-06-22 04:44:00 main:574] : INFO : Epoch 1847 | loss: 0.0311987 | val_loss: 0.0312036 | Time: 12731.9 ms [2021-06-22 04:44:12 main:574] : INFO : Epoch 1848 | loss: 0.031199 | val_loss: 0.0312025 | Time: 11935.7 ms [2021-06-22 04:44:23 main:574] : INFO : Epoch 1849 | loss: 0.0311991 | val_loss: 0.0312026 | Time: 11915 ms [2021-06-22 04:44:36 main:574] : INFO : Epoch 1850 | loss: 0.0311985 | val_loss: 0.0312028 | Time: 12228.5 ms [2021-06-22 04:44:48 main:574] : INFO : Epoch 1851 | loss: 0.0311999 | val_loss: 0.0312014 | Time: 12504.3 ms [2021-06-22 04:45:00 main:574] : INFO : Epoch 1852 | loss: 0.031201 | val_loss: 0.0312021 | Time: 12221.7 ms [2021-06-22 04:45:14 main:574] : INFO : Epoch 1853 | loss: 0.0312005 | val_loss: 0.0312024 | Time: 13070 ms [2021-06-22 04:45:26 main:574] : INFO : Epoch 1854 | loss: 0.0312003 | val_loss: 0.0312033 | Time: 12312.6 ms [2021-06-22 04:45:38 main:574] : INFO : Epoch 1855 | loss: 0.031201 | val_loss: 0.0312015 | Time: 12586.3 ms [2021-06-22 04:45:51 main:574] : INFO : Epoch 1856 | loss: 0.0311995 | val_loss: 0.0312012 | Time: 12409.4 ms [2021-06-22 04:46:03 main:574] : INFO : Epoch 1857 | loss: 0.0311988 | val_loss: 0.0312013 | Time: 12582.3 ms [2021-06-22 04:46:16 main:574] : INFO : Epoch 1858 | loss: 0.031199 | val_loss: 0.031201 | Time: 12464.1 ms [2021-06-22 04:46:29 main:574] : INFO : Epoch 1859 | loss: 0.0311985 | val_loss: 0.0312006 | Time: 12517.7 ms [2021-06-22 04:46:41 main:574] : INFO : Epoch 1860 | loss: 0.0311982 | val_loss: 0.0312003 | Time: 12378.2 ms [2021-06-22 04:46:54 main:574] : INFO : Epoch 1861 | loss: 0.0311978 | val_loss: 0.0312005 | Time: 12586.7 ms [2021-06-22 04:47:06 main:574] : INFO : Epoch 1862 | loss: 0.031198 | val_loss: 0.031201 | Time: 12649.8 ms [2021-06-22 04:47:19 main:574] : INFO : Epoch 1863 | loss: 0.0311977 | val_loss: 0.0312011 | Time: 12535.7 ms [2021-06-22 04:47:31 main:574] : INFO : Epoch 1864 | loss: 0.0311976 | val_loss: 0.0312026 | Time: 12523.6 ms [2021-06-22 04:47:44 main:574] : INFO : Epoch 1865 | loss: 0.0311975 | val_loss: 0.0312003 | Time: 12908.4 ms [2021-06-22 04:47:56 main:574] : INFO : Epoch 1866 | loss: 0.0311979 | val_loss: 0.0312019 | Time: 12197.9 ms [2021-06-22 04:48:09 main:574] : INFO : Epoch 1867 | loss: 0.0311976 | val_loss: 0.0312016 | Time: 12341.7 ms [2021-06-22 04:48:21 main:574] : INFO : Epoch 1868 | loss: 0.0311983 | val_loss: 0.0312025 | Time: 12478.8 ms [2021-06-22 04:48:33 main:574] : INFO : Epoch 1869 | loss: 0.031197 | val_loss: 0.0312002 | Time: 11867.6 ms [2021-06-22 04:48:45 main:574] : INFO : Epoch 1870 | loss: 0.0311972 | val_loss: 0.0312005 | Time: 12204.7 ms [2021-06-22 04:48:57 main:574] : INFO : Epoch 1871 | loss: 0.0311973 | val_loss: 0.0312002 | Time: 12091.3 ms [2021-06-22 04:49:10 main:574] : INFO : Epoch 1872 | loss: 0.0311975 | val_loss: 0.0312016 | Time: 12735.3 ms [2021-06-22 04:49:22 main:574] : INFO : Epoch 1873 | loss: 0.031197 | val_loss: 0.0312002 | Time: 12279 ms [2021-06-22 04:49:35 main:574] : INFO : Epoch 1874 | loss: 0.0311971 | val_loss: 0.0311999 | Time: 12315.3 ms [2021-06-22 04:49:47 main:574] : INFO : Epoch 1875 | loss: 0.0311969 | val_loss: 0.0311997 | Time: 12400.6 ms [2021-06-22 04:50:00 main:574] : INFO : Epoch 1876 | loss: 0.0311968 | val_loss: 0.0312022 | Time: 12541.7 ms [2021-06-22 04:50:12 main:574] : INFO : Epoch 1877 | loss: 0.0311974 | val_loss: 0.0312026 | Time: 12425.5 ms [2021-06-22 04:50:25 main:574] : INFO : Epoch 1878 | loss: 0.0311968 | val_loss: 0.0312011 | Time: 12621.8 ms [2021-06-22 04:50:37 main:574] : INFO : Epoch 1879 | loss: 0.0311977 | val_loss: 0.0311996 | Time: 12496.9 ms [2021-06-22 04:50:50 main:574] : INFO : Epoch 1880 | loss: 0.0311975 | val_loss: 0.0312007 | Time: 12756.6 ms [2021-06-22 04:51:02 main:574] : INFO : Epoch 1881 | loss: 0.0311964 | val_loss: 0.0311995 | Time: 12264.7 ms [2021-06-22 04:51:15 main:574] : INFO : Epoch 1882 | loss: 0.0311962 | val_loss: 0.0311999 | Time: 12717.3 ms [2021-06-22 04:51:27 main:574] : INFO : Epoch 1883 | loss: 0.0311965 | val_loss: 0.0312012 | Time: 12107.6 ms [2021-06-22 04:51:40 main:574] : INFO : Epoch 1884 | loss: 0.0311963 | val_loss: 0.0311994 | Time: 12402.5 ms [2021-06-22 04:51:52 main:574] : INFO : Epoch 1885 | loss: 0.0311967 | val_loss: 0.0312001 | Time: 12701.3 ms [2021-06-22 04:52:05 main:574] : INFO : Epoch 1886 | loss: 0.0311961 | val_loss: 0.0311993 | Time: 12286 ms [2021-06-22 04:52:17 main:574] : INFO : Epoch 1887 | loss: 0.0311961 | val_loss: 0.0312048 | Time: 12687.5 ms [2021-06-22 04:52:30 main:574] : INFO : Epoch 1888 | loss: 0.0311958 | val_loss: 0.0311992 | Time: 12523.1 ms [2021-06-22 04:52:42 main:574] : INFO : Epoch 1889 | loss: 0.031196 | val_loss: 0.0311998 | Time: 12432.3 ms [2021-06-22 04:52:55 main:574] : INFO : Epoch 1890 | loss: 0.0311957 | val_loss: 0.0312017 | Time: 12481.3 ms [2021-06-22 04:53:07 main:574] : INFO : Epoch 1891 | loss: 0.0311967 | val_loss: 0.0312019 | Time: 12107 ms [2021-06-22 04:53:19 main:574] : INFO : Epoch 1892 | loss: 0.031196 | val_loss: 0.0312 | Time: 12225.2 ms [2021-06-22 04:53:32 main:574] : INFO : Epoch 1893 | loss: 0.0311965 | val_loss: 0.0312002 | Time: 12437.9 ms [2021-06-22 04:53:44 main:574] : INFO : Epoch 1894 | loss: 0.0311953 | val_loss: 0.031199 | Time: 12787.5 ms [2021-06-22 04:53:57 main:574] : INFO : Epoch 1895 | loss: 0.0311953 | val_loss: 0.0311996 | Time: 12162.8 ms [2021-06-22 04:54:09 main:574] : INFO : Epoch 1896 | loss: 0.0311949 | val_loss: 0.0312 | Time: 12173.3 ms [2021-06-22 04:54:21 main:574] : INFO : Epoch 1897 | loss: 0.0311952 | val_loss: 0.031199 | Time: 12229.7 ms [2021-06-22 04:54:33 main:574] : INFO : Epoch 1898 | loss: 0.0311946 | val_loss: 0.0312001 | Time: 12174.9 ms [2021-06-22 04:54:45 main:574] : INFO : Epoch 1899 | loss: 0.0311947 | val_loss: 0.0312004 | Time: 11948.8 ms [2021-06-22 04:54:57 main:574] : INFO : Epoch 1900 | loss: 0.0311943 | val_loss: 0.0311997 | Time: 12178.2 ms [2021-06-22 04:55:10 main:574] : INFO : Epoch 1901 | loss: 0.0311942 | val_loss: 0.0311996 | Time: 12597.7 ms [2021-06-22 04:55:22 main:574] : INFO : Epoch 1902 | loss: 0.0311941 | val_loss: 0.0312002 | Time: 12546.2 ms [2021-06-22 04:55:35 main:574] : INFO : Epoch 1903 | loss: 0.0311943 | val_loss: 0.0311997 | Time: 12502.2 ms [2021-06-22 04:55:48 main:574] : INFO : Epoch 1904 | loss: 0.0311946 | val_loss: 0.0312003 | Time: 12861.4 ms [2021-06-22 04:56:01 main:574] : INFO : Epoch 1905 | loss: 0.0311944 | val_loss: 0.0311995 | Time: 12792.1 ms [2021-06-22 04:56:13 main:574] : INFO : Epoch 1906 | loss: 0.031194 | val_loss: 0.0311993 | Time: 12155.1 ms [2021-06-22 04:56:25 main:574] : INFO : Epoch 1907 | loss: 0.0311944 | val_loss: 0.0311995 | Time: 12285.5 ms [2021-06-22 04:56:37 main:574] : INFO : Epoch 1908 | loss: 0.031194 | val_loss: 0.0311992 | Time: 12014.4 ms [2021-06-22 04:56:49 main:574] : INFO : Epoch 1909 | loss: 0.0311936 | val_loss: 0.0311994 | Time: 11660 ms [2021-06-22 04:57:00 main:574] : INFO : Epoch 1910 | loss: 0.0311945 | val_loss: 0.0312001 | Time: 11676.9 ms [2021-06-22 04:57:12 main:574] : INFO : Epoch 1911 | loss: 0.0311938 | val_loss: 0.0311994 | Time: 11345.2 ms [2021-06-22 04:57:24 main:574] : INFO : Epoch 1912 | loss: 0.0311934 | val_loss: 0.0311996 | Time: 11812.3 ms [2021-06-22 04:57:36 main:574] : INFO : Epoch 1913 | loss: 0.0311941 | val_loss: 0.0312033 | Time: 11904.6 ms [2021-06-22 04:57:48 main:574] : INFO : Epoch 1914 | loss: 0.0311944 | val_loss: 0.0311991 | Time: 12000.8 ms [2021-06-22 04:57:59 main:574] : INFO : Epoch 1915 | loss: 0.0311941 | val_loss: 0.0312024 | Time: 11573.9 ms [2021-06-22 04:58:12 main:574] : INFO : Epoch 1916 | loss: 0.0311955 | val_loss: 0.0311998 | Time: 12690.2 ms [2021-06-22 04:58:24 main:574] : INFO : Epoch 1917 | loss: 0.0311937 | val_loss: 0.0311993 | Time: 11807.3 ms [2021-06-22 04:58:35 main:574] : INFO : Epoch 1918 | loss: 0.031193 | val_loss: 0.0311998 | Time: 11518.2 ms [2021-06-22 04:58:47 main:574] : INFO : Epoch 1919 | loss: 0.0311935 | val_loss: 0.0311993 | Time: 11718.7 ms [2021-06-22 04:58:58 main:574] : INFO : Epoch 1920 | loss: 0.0311937 | val_loss: 0.0311992 | Time: 11500.5 ms [2021-06-22 04:59:10 main:574] : INFO : Epoch 1921 | loss: 0.0311934 | val_loss: 0.0311994 | Time: 11484.3 ms [2021-06-22 04:59:22 main:574] : INFO : Epoch 1922 | loss: 0.031197 | val_loss: 0.0312012 | Time: 12040.9 ms [2021-06-22 04:59:34 main:574] : INFO : Epoch 1923 | loss: 0.0311947 | val_loss: 0.0312007 | Time: 11921.8 ms [2021-06-22 04:59:45 main:574] : INFO : Epoch 1924 | loss: 0.0311936 | val_loss: 0.0311992 | Time: 11293.1 ms [2021-06-22 04:59:57 main:574] : INFO : Epoch 1925 | loss: 0.0311926 | val_loss: 0.0312006 | Time: 11653 ms [2021-06-22 05:00:09 main:574] : INFO : Epoch 1926 | loss: 0.0311931 | val_loss: 0.0311991 | Time: 11805.7 ms [2021-06-22 05:00:20 main:574] : INFO : Epoch 1927 | loss: 0.0311943 | val_loss: 0.0311996 | Time: 11534.2 ms [2021-06-22 05:00:32 main:574] : INFO : Epoch 1928 | loss: 0.0311928 | val_loss: 0.031199 | Time: 11544.8 ms [2021-06-22 05:00:43 main:574] : INFO : Epoch 1929 | loss: 0.0311927 | val_loss: 0.0311992 | Time: 11641.3 ms [2021-06-22 05:00:55 main:574] : INFO : Epoch 1930 | loss: 0.0311926 | val_loss: 0.0311991 | Time: 11962.5 ms [2021-06-22 05:01:07 main:574] : INFO : Epoch 1931 | loss: 0.0311938 | val_loss: 0.0312028 | Time: 11238.7 ms [2021-06-22 05:01:18 main:574] : INFO : Epoch 1932 | loss: 0.0311953 | val_loss: 0.0312004 | Time: 11475.2 ms [2021-06-22 05:01:30 main:574] : INFO : Epoch 1933 | loss: 0.031193 | val_loss: 0.031201 | Time: 11748.2 ms [2021-06-22 05:01:41 main:574] : INFO : Epoch 1934 | loss: 0.031193 | val_loss: 0.0311994 | Time: 11118.6 ms [2021-06-22 05:01:53 main:574] : INFO : Epoch 1935 | loss: 0.0311922 | val_loss: 0.0311992 | Time: 11808 ms [2021-06-22 05:02:04 main:574] : INFO : Epoch 1936 | loss: 0.0311927 | val_loss: 0.0311993 | Time: 11194 ms [2021-06-22 05:02:16 main:574] : INFO : Epoch 1937 | loss: 0.0311919 | val_loss: 0.0311993 | Time: 12174.2 ms [2021-06-22 05:02:29 main:574] : INFO : Epoch 1938 | loss: 0.0311923 | val_loss: 0.0311993 | Time: 12167.2 ms [2021-06-22 05:02:41 main:574] : INFO : Epoch 1939 | loss: 0.0311936 | val_loss: 0.0311991 | Time: 11934.1 ms [2021-06-22 05:02:52 main:574] : INFO : Epoch 1940 | loss: 0.0311933 | val_loss: 0.0311992 | Time: 11538.6 ms [2021-06-22 05:03:03 main:574] : INFO : Epoch 1941 | loss: 0.0311933 | val_loss: 0.0311993 | Time: 11248.9 ms [2021-06-22 05:03:15 main:574] : INFO : Epoch 1942 | loss: 0.0311926 | val_loss: 0.0312007 | Time: 11373.6 ms [2021-06-22 05:03:26 main:574] : INFO : Epoch 1943 | loss: 0.0311927 | val_loss: 0.0311997 | Time: 11210.4 ms [2021-06-22 05:03:38 main:574] : INFO : Epoch 1944 | loss: 0.0311917 | val_loss: 0.0311993 | Time: 11772.5 ms [2021-06-22 05:03:49 main:574] : INFO : Epoch 1945 | loss: 0.0311927 | val_loss: 0.0312001 | Time: 11697.8 ms [2021-06-22 05:04:01 main:574] : INFO : Epoch 1946 | loss: 0.0311934 | val_loss: 0.0312014 | Time: 11626.5 ms [2021-06-22 05:04:13 main:574] : INFO : Epoch 1947 | loss: 0.0311927 | val_loss: 0.0311996 | Time: 11794.7 ms [2021-06-22 05:04:25 main:574] : INFO : Epoch 1948 | loss: 0.0311945 | val_loss: 0.0312002 | Time: 11863.3 ms [2021-06-22 05:04:37 main:574] : INFO : Epoch 1949 | loss: 0.0311922 | val_loss: 0.0311986 | Time: 11987.1 ms [2021-06-22 05:04:49 main:574] : INFO : Epoch 1950 | loss: 0.031192 | val_loss: 0.0311996 | Time: 11851.3 ms [2021-06-22 05:05:01 main:574] : INFO : Epoch 1951 | loss: 0.0311924 | val_loss: 0.0312007 | Time: 11990.7 ms [2021-06-22 05:05:13 main:574] : INFO : Epoch 1952 | loss: 0.0311925 | val_loss: 0.0312019 | Time: 12057.5 ms [2021-06-22 05:05:25 main:574] : INFO : Epoch 1953 | loss: 0.0311933 | val_loss: 0.0312018 | Time: 12162.2 ms [2021-06-22 05:05:37 main:574] : INFO : Epoch 1954 | loss: 0.0311933 | val_loss: 0.0312059 | Time: 11709.2 ms [2021-06-22 05:05:48 main:574] : INFO : Epoch 1955 | loss: 0.0311926 | val_loss: 0.0312001 | Time: 11809.1 ms [2021-06-22 05:06:00 main:574] : INFO : Epoch 1956 | loss: 0.0311916 | val_loss: 0.0311998 | Time: 11713.8 ms [2021-06-22 05:06:12 main:574] : INFO : Epoch 1957 | loss: 0.0311916 | val_loss: 0.0311992 | Time: 11704.6 ms [2021-06-22 05:06:24 main:574] : INFO : Epoch 1958 | loss: 0.0311911 | val_loss: 0.0312004 | Time: 11895.8 ms [2021-06-22 05:06:36 main:574] : INFO : Epoch 1959 | loss: 0.0311909 | val_loss: 0.0311998 | Time: 12005.6 ms [2021-06-22 05:06:47 main:574] : INFO : Epoch 1960 | loss: 0.0311911 | val_loss: 0.0312001 | Time: 11509.2 ms [2021-06-22 05:06:59 main:574] : INFO : Epoch 1961 | loss: 0.0311916 | val_loss: 0.0312011 | Time: 11425 ms [2021-06-22 05:07:10 main:574] : INFO : Epoch 1962 | loss: 0.0311916 | val_loss: 0.0311998 | Time: 11675.3 ms [2021-06-22 05:07:22 main:574] : INFO : Epoch 1963 | loss: 0.0311917 | val_loss: 0.0312015 | Time: 12112.5 ms [2021-06-22 05:07:34 main:574] : INFO : Epoch 1964 | loss: 0.0311937 | val_loss: 0.0311993 | Time: 11377.2 ms [2021-06-22 05:07:46 main:574] : INFO : Epoch 1965 | loss: 0.0311924 | val_loss: 0.0311998 | Time: 12264.5 ms [2021-06-22 05:07:58 main:574] : INFO : Epoch 1966 | loss: 0.0311929 | val_loss: 0.0311992 | Time: 11776.7 ms [2021-06-22 05:08:10 main:574] : INFO : Epoch 1967 | loss: 0.0311919 | val_loss: 0.0312002 | Time: 11850.4 ms [2021-06-22 05:08:22 main:574] : INFO : Epoch 1968 | loss: 0.031192 | val_loss: 0.0311994 | Time: 12162.8 ms [2021-06-22 05:08:34 main:574] : INFO : Epoch 1969 | loss: 0.0311913 | val_loss: 0.0312014 | Time: 11742.5 ms [2021-06-22 05:08:45 main:574] : INFO : Epoch 1970 | loss: 0.0311922 | val_loss: 0.0311995 | Time: 11382 ms [2021-06-22 05:08:57 main:574] : INFO : Epoch 1971 | loss: 0.0311912 | val_loss: 0.0312017 | Time: 11691.7 ms [2021-06-22 05:09:08 main:574] : INFO : Epoch 1972 | loss: 0.0311912 | val_loss: 0.0311995 | Time: 10861.9 ms [2021-06-22 05:09:16 main:574] : INFO : Epoch 1973 | loss: 0.0311916 | val_loss: 0.0311996 | Time: 7855.53 ms [2021-06-22 05:09:22 main:574] : INFO : Epoch 1974 | loss: 0.0311927 | val_loss: 0.0312005 | Time: 6529.7 ms [2021-06-22 05:09:29 main:574] : INFO : Epoch 1975 | loss: 0.0311915 | val_loss: 0.0312002 | Time: 6394.08 ms [2021-06-22 05:09:35 main:574] : INFO : Epoch 1976 | loss: 0.0311921 | val_loss: 0.0311996 | Time: 6431.99 ms [2021-06-22 05:09:41 main:574] : INFO : Epoch 1977 | loss: 0.0311921 | val_loss: 0.0311998 | Time: 6447.43 ms [2021-06-22 05:09:48 main:574] : INFO : Epoch 1978 | loss: 0.0311908 | val_loss: 0.0312009 | Time: 6515.96 ms [2021-06-22 05:09:54 main:574] : INFO : Epoch 1979 | loss: 0.0311908 | val_loss: 0.0311997 | Time: 6422.04 ms [2021-06-22 05:10:01 main:574] : INFO : Epoch 1980 | loss: 0.0311917 | val_loss: 0.0312065 | Time: 6496.44 ms [2021-06-22 05:10:07 main:574] : INFO : Epoch 1981 | loss: 0.0311934 | val_loss: 0.0312024 | Time: 6412.89 ms [2021-06-22 05:10:14 main:574] : INFO : Epoch 1982 | loss: 0.0311936 | val_loss: 0.0312058 | Time: 6519.84 ms [2021-06-22 05:10:20 main:574] : INFO : Epoch 1983 | loss: 0.0311922 | val_loss: 0.0311998 | Time: 6380.36 ms [2021-06-22 05:10:27 main:574] : INFO : Epoch 1984 | loss: 0.031192 | val_loss: 0.0312005 | Time: 6368.16 ms [2021-06-22 05:10:33 main:574] : INFO : Epoch 1985 | loss: 0.0311912 | val_loss: 0.0312006 | Time: 6382.6 ms [2021-06-22 05:10:39 main:574] : INFO : Epoch 1986 | loss: 0.0311912 | val_loss: 0.0312024 | Time: 6386.4 ms [2021-06-22 05:10:46 main:574] : INFO : Epoch 1987 | loss: 0.0311936 | val_loss: 0.0312051 | Time: 6512.44 ms [2021-06-22 05:10:52 main:574] : INFO : Epoch 1988 | loss: 0.0311934 | val_loss: 0.0312 | Time: 6406.11 ms [2021-06-22 05:10:59 main:574] : INFO : Epoch 1989 | loss: 0.0311919 | val_loss: 0.0312027 | Time: 6540.87 ms [2021-06-22 05:11:05 main:574] : INFO : Epoch 1990 | loss: 0.0311917 | val_loss: 0.0312015 | Time: 6384.32 ms [2021-06-22 05:11:12 main:574] : INFO : Epoch 1991 | loss: 0.0311903 | val_loss: 0.0312006 | Time: 6330.82 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1050 Ti) [2021-06-22 05:59:50 main:435] : INFO : Set logging level to 1 [2021-06-22 05:59:50 main:441] : INFO : Running in BOINC Client mode [2021-06-22 05:59:50 main:444] : INFO : Resolving all filenames [2021-06-22 05:59:50 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-06-22 05:59:50 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622601856-21611-2_2_r1189287087_1 (exists = 1) [2021-06-22 05:59:50 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622601856-21611-2_2_r1189287087_0 (exists = 0) [2021-06-22 05:59:50 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622601856-21611-2 (exists = 1) [2021-06-22 05:59:50 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-06-22 05:59:50 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-06-22 05:59:50 main:474] : INFO : Configuration: [2021-06-22 05:59:50 main:475] : INFO : Model type: GRU [2021-06-22 05:59:50 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-06-22 05:59:50 main:477] : INFO : Max Epochs: 2048 [2021-06-22 05:59:50 main:478] : INFO : Batch Size: 128 [2021-06-22 05:59:50 main:479] : INFO : Learning Rate: 0.01 [2021-06-22 05:59:50 main:480] : INFO : Patience: 10 [2021-06-22 05:59:50 main:481] : INFO : Hidden Width: 12 [2021-06-22 05:59:50 main:482] : INFO : # Recurrent Layers: 4 [2021-06-22 05:59:50 main:483] : INFO : # Backend Layers: 4 [2021-06-22 05:59:50 main:484] : INFO : # Threads: 1 [2021-06-22 05:59:50 main:486] : INFO : Preparing Dataset [2021-06-22 05:59:50 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-22 05:59:50 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-22 05:59:59 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-06-22 05:59:59 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-22 06:00:00 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-22 06:00:00 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-06-22 06:00:00 main:494] : INFO : Creating Model [2021-06-22 06:00:00 main:507] : INFO : Preparing config file [2021-06-22 06:00:00 main:511] : INFO : Found checkpoint, attempting to load... [2021-06-22 06:00:00 main:512] : INFO : Loading config [2021-06-22 06:00:00 main:514] : INFO : Loading state [2021-06-22 06:00:04 main:559] : INFO : Loading DataLoader into Memory [2021-06-22 06:00:04 main:562] : INFO : Starting Training [2021-06-22 06:00:18 main:574] : INFO : Epoch 1987 | loss: 0.0315752 | val_loss: 0.031333 | Time: 13468.8 ms [2021-06-22 06:00:30 main:574] : INFO : Epoch 1988 | loss: 0.0312575 | val_loss: 0.0312205 | Time: 11926.9 ms [2021-06-22 06:00:42 main:574] : INFO : Epoch 1989 | loss: 0.031208 | val_loss: 0.0312032 | Time: 12244 ms [2021-06-22 06:00:54 main:574] : INFO : Epoch 1990 | loss: 0.0311986 | val_loss: 0.0311996 | Time: 12119.4 ms [2021-06-22 06:01:06 main:574] : INFO : Epoch 1991 | loss: 0.0311967 | val_loss: 0.0312017 | Time: 11981.2 ms [2021-06-22 06:01:18 main:574] : INFO : Epoch 1992 | loss: 0.0311989 | val_loss: 0.0312004 | Time: 12275.6 ms [2021-06-22 06:01:30 main:574] : INFO : Epoch 1993 | loss: 0.0311969 | val_loss: 0.031197 | Time: 11703 ms [2021-06-22 06:01:42 main:574] : INFO : Epoch 1994 | loss: 0.0311963 | val_loss: 0.0311993 | Time: 11903.6 ms [2021-06-22 06:01:54 main:574] : INFO : Epoch 1995 | loss: 0.0311946 | val_loss: 0.0311962 | Time: 11868.9 ms [2021-06-22 06:02:06 main:574] : INFO : Epoch 1996 | loss: 0.0311937 | val_loss: 0.0311968 | Time: 11977.7 ms [2021-06-22 06:02:18 main:574] : INFO : Epoch 1997 | loss: 0.0311932 | val_loss: 0.0311968 | Time: 11883.2 ms [2021-06-22 06:02:29 main:574] : INFO : Epoch 1998 | loss: 0.0311928 | val_loss: 0.0311972 | Time: 11449.3 ms [2021-06-22 06:02:41 main:574] : INFO : Epoch 1999 | loss: 0.0311921 | val_loss: 0.0311972 | Time: 11547.6 ms [2021-06-22 06:02:52 main:574] : INFO : Epoch 2000 | loss: 0.0311919 | val_loss: 0.0311974 | Time: 11730.8 ms [2021-06-22 06:03:04 main:574] : INFO : Epoch 2001 | loss: 0.0311919 | val_loss: 0.0311954 | Time: 11827.3 ms [2021-06-22 06:03:16 main:574] : INFO : Epoch 2002 | loss: 0.0311907 | val_loss: 0.0311966 | Time: 12020.6 ms [2021-06-22 06:03:28 main:574] : INFO : Epoch 2003 | loss: 0.0311904 | val_loss: 0.0311944 | Time: 11753.4 ms [2021-06-22 06:03:40 main:574] : INFO : Epoch 2004 | loss: 0.0311885 | val_loss: 0.0311935 | Time: 12098.3 ms [2021-06-22 06:03:52 main:574] : INFO : Epoch 2005 | loss: 0.0311879 | val_loss: 0.0311907 | Time: 12117.4 ms [2021-06-22 06:04:05 main:574] : INFO : Epoch 2006 | loss: 0.0311867 | val_loss: 0.0311927 | Time: 12591.2 ms [2021-06-22 06:04:17 main:574] : INFO : Epoch 2007 | loss: 0.0311864 | val_loss: 0.0311914 | Time: 12001.3 ms [2021-06-22 06:04:29 main:574] : INFO : Epoch 2008 | loss: 0.0311858 | val_loss: 0.03119 | Time: 11892.1 ms [2021-06-22 06:04:41 main:574] : INFO : Epoch 2009 | loss: 0.0311868 | val_loss: 0.0311931 | Time: 11878.7 ms [2021-06-22 06:04:53 main:574] : INFO : Epoch 2010 | loss: 0.031186 | val_loss: 0.0311904 | Time: 12089.1 ms [2021-06-22 06:05:06 main:574] : INFO : Epoch 2011 | loss: 0.0311887 | val_loss: 0.0311926 | Time: 12804 ms [2021-06-22 06:05:18 main:574] : INFO : Epoch 2012 | loss: 0.0311887 | val_loss: 0.0311903 | Time: 12066.4 ms [2021-06-22 06:05:30 main:574] : INFO : Epoch 2013 | loss: 0.0311859 | val_loss: 0.0311922 | Time: 11836.8 ms [2021-06-22 06:05:42 main:574] : INFO : Epoch 2014 | loss: 0.0311856 | val_loss: 0.0311903 | Time: 12295.3 ms [2021-06-22 06:05:54 main:574] : INFO : Epoch 2015 | loss: 0.031185 | val_loss: 0.031191 | Time: 12188 ms [2021-06-22 06:06:07 main:574] : INFO : Epoch 2016 | loss: 0.0311921 | val_loss: 0.0311935 | Time: 12704.6 ms [2021-06-22 06:06:19 main:574] : INFO : Epoch 2017 | loss: 0.0311926 | val_loss: 0.0311955 | Time: 12058.6 ms [2021-06-22 06:06:31 main:574] : INFO : Epoch 2018 | loss: 0.0311927 | val_loss: 0.0311988 | Time: 12205.3 ms [2021-06-22 06:06:43 main:574] : INFO : Epoch 2019 | loss: 0.0311942 | val_loss: 0.0311963 | Time: 11896.2 ms [2021-06-22 06:06:55 main:574] : INFO : Epoch 2020 | loss: 0.0311903 | val_loss: 0.0311965 | Time: 11817.8 ms [2021-06-22 06:07:07 main:574] : INFO : Epoch 2021 | loss: 0.031189 | val_loss: 0.0311961 | Time: 12212.4 ms [2021-06-22 06:07:20 main:574] : INFO : Epoch 2022 | loss: 0.0311892 | val_loss: 0.0311947 | Time: 12725.2 ms [2021-06-22 06:07:32 main:574] : INFO : Epoch 2023 | loss: 0.0311901 | val_loss: 0.0311989 | Time: 12178.7 ms [2021-06-22 06:07:44 main:574] : INFO : Epoch 2024 | loss: 0.0311899 | val_loss: 0.0311957 | Time: 12297.6 ms [2021-06-22 06:07:56 main:574] : INFO : Epoch 2025 | loss: 0.0311874 | val_loss: 0.0311936 | Time: 11749.1 ms [2021-06-22 06:08:08 main:574] : INFO : Epoch 2026 | loss: 0.0311874 | val_loss: 0.0311932 | Time: 12062.5 ms [2021-06-22 06:08:20 main:574] : INFO : Epoch 2027 | loss: 0.0311863 | val_loss: 0.0311999 | Time: 11764.1 ms [2021-06-22 06:08:32 main:574] : INFO : Epoch 2028 | loss: 0.0311879 | val_loss: 0.0311937 | Time: 12049.3 ms [2021-06-22 06:08:45 main:574] : INFO : Epoch 2029 | loss: 0.0311855 | val_loss: 0.0311939 | Time: 12624.5 ms [2021-06-22 06:08:57 main:574] : INFO : Epoch 2030 | loss: 0.0311852 | val_loss: 0.0311929 | Time: 12151.6 ms [2021-06-22 06:09:09 main:574] : INFO : Epoch 2031 | loss: 0.0311841 | val_loss: 0.0311941 | Time: 11799.3 ms [2021-06-22 06:09:20 main:574] : INFO : Epoch 2032 | loss: 0.0311841 | val_loss: 0.0311936 | Time: 11573.1 ms [2021-06-22 06:09:32 main:574] : INFO : Epoch 2033 | loss: 0.0311845 | val_loss: 0.0311933 | Time: 11697.7 ms [2021-06-22 06:09:44 main:574] : INFO : Epoch 2034 | loss: 0.0311842 | val_loss: 0.0311961 | Time: 11844.1 ms [2021-06-22 06:09:55 main:574] : INFO : Epoch 2035 | loss: 0.0311838 | val_loss: 0.0311933 | Time: 11596.9 ms [2021-06-22 06:10:08 main:574] : INFO : Epoch 2036 | loss: 0.0311827 | val_loss: 0.0311926 | Time: 11952.3 ms [2021-06-22 06:10:20 main:574] : INFO : Epoch 2037 | loss: 0.0311869 | val_loss: 0.0312004 | Time: 11986.9 ms [2021-06-22 06:10:32 main:574] : INFO : Epoch 2038 | loss: 0.0311854 | val_loss: 0.0311923 | Time: 12046.9 ms [2021-06-22 06:10:43 main:574] : INFO : Epoch 2039 | loss: 0.0311831 | val_loss: 0.0311933 | Time: 11901.4 ms [2021-06-22 06:10:55 main:574] : INFO : Epoch 2040 | loss: 0.0311842 | val_loss: 0.0311946 | Time: 11642.2 ms [2021-06-22 06:11:07 main:574] : INFO : Epoch 2041 | loss: 0.0311829 | val_loss: 0.0311918 | Time: 11702 ms [2021-06-22 06:11:18 main:574] : INFO : Epoch 2042 | loss: 0.0311819 | val_loss: 0.031192 | Time: 10681.3 ms [2021-06-22 06:11:29 main:574] : INFO : Epoch 2043 | loss: 0.0311829 | val_loss: 0.0311908 | Time: 11259 ms [2021-06-22 06:11:40 main:574] : INFO : Epoch 2044 | loss: 0.0311845 | val_loss: 0.0311922 | Time: 10778.3 ms [2021-06-22 06:11:50 main:574] : INFO : Epoch 2045 | loss: 0.0311839 | val_loss: 0.0311914 | Time: 10806.1 ms [2021-06-22 06:12:01 main:574] : INFO : Epoch 2046 | loss: 0.0311816 | val_loss: 0.0311926 | Time: 10294.3 ms [2021-06-22 06:12:09 main:574] : INFO : Epoch 2047 | loss: 0.0311811 | val_loss: 0.0311911 | Time: 8131.1 ms [2021-06-22 06:12:18 main:574] : INFO : Epoch 2048 | loss: 0.0311833 | val_loss: 0.0311947 | Time: 8764.02 ms [2021-06-22 06:12:18 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311947 [2021-06-22 06:12:18 main:603] : INFO : Saving end state to config to file [2021-06-22 06:12:18 main:608] : INFO : Success, exiting.. 06:12:18 (9240): 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)