Task 8806081
| Name | ParityModified-1636179758-32483-0_1 |
| Workunit | 6167473 |
| Created | 8 Nov 2021, 21:33:37 UTC |
| Sent | 8 Nov 2021, 22:06:47 UTC |
| Report deadline | 16 Nov 2021, 22:06:47 UTC |
| Received | 14 Nov 2021, 8:01:41 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 6741 |
| Run time | 6 hours 55 min 44 sec |
| CPU time | 4 hours 54 min 23 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 786.79 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.36 GB |
| Peak swap size | 3.44 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 21-11-14 13:27:21 main:481] : INFO : Hidden Width: 12 [2021-11-14 13:27:21 main:482] : INFO : # Recurrent Layers: 4 [2021-11-14 13:27:21 main:483] : INFO : # Backend Layers: 4 [2021-11-14 13:27:21 main:484] : INFO : # Threads: 1 [2021-11-14 13:27:21 main:486] : INFO : Preparing Dataset [2021-11-14 13:27:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-14 13:27:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-14 13:27:26 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-11-14 13:27:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-14 13:27:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-14 13:27:26 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-11-14 13:27:26 main:494] : INFO : Creating Model [2021-11-14 13:27:26 main:507] : INFO : Preparing config file [2021-11-14 13:27:26 main:511] : INFO : Found checkpoint, attempting to load... [2021-11-14 13:27:26 main:512] : INFO : Loading config [2021-11-14 13:27:26 main:514] : INFO : Loading state [2021-11-14 13:27:28 main:559] : INFO : Loading DataLoader into Memory [2021-11-14 13:27:28 main:562] : INFO : Starting Training [2021-11-14 13:27:36 main:574] : INFO : Epoch 1589 | loss: 0.0311003 | val_loss: 0.0312549 | Time: 7431.61 ms [2021-11-14 13:27:47 main:574] : INFO : Epoch 1590 | loss: 0.0310381 | val_loss: 0.0312667 | Time: 10749.4 ms [2021-11-14 13:28:07 main:574] : INFO : Epoch 1591 | loss: 0.0310149 | val_loss: 0.0312687 | Time: 19958.3 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce 930MX) [2021-11-14 13:32:38 main:435] : INFO : Set logging level to 1 [2021-11-14 13:32:38 main:441] : INFO : Running in BOINC Client mode [2021-11-14 13:32:38 main:444] : INFO : Resolving all filenames [2021-11-14 13:32:38 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-11-14 13:32:38 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636179758-32483-0_1_r1051342832_1 (exists = 1) [2021-11-14 13:32:38 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636179758-32483-0_1_r1051342832_0 (exists = 0) [2021-11-14 13:32:38 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-11-14 13:32:38 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-11-14 13:32:38 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-11-14 13:32:38 main:474] : INFO : Configuration: [2021-11-14 13:32:38 main:475] : INFO : Model type: GRU [2021-11-14 13:32:38 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-11-14 13:32:38 main:477] : INFO : Max Epochs: 2048 [2021-11-14 13:32:38 main:478] : INFO : Batch Size: 128 [2021-11-14 13:32:38 main:479] : INFO : Learning Rate: 0.01 [2021-11-14 13:32:38 main:480] : INFO : Patience: 10 [2021-11-14 13:32:38 main:481] : INFO : Hidden Width: 12 [2021-11-14 13:32:38 main:482] : INFO : # Recurrent Layers: 4 [2021-11-14 13:32:39 main:483] : INFO : # Backend Layers: 4 [2021-11-14 13:32:39 main:484] : INFO : # Threads: 1 [2021-11-14 13:32:39 main:486] : INFO : Preparing Dataset [2021-11-14 13:32:39 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-14 13:32:39 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-14 13:32:42 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-11-14 13:32:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-14 13:32:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-14 13:32:42 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-11-14 13:32:42 main:494] : INFO : Creating Model [2021-11-14 13:32:42 main:507] : INFO : Preparing config file [2021-11-14 13:32:42 main:511] : INFO : Found checkpoint, attempting to load... [2021-11-14 13:32:42 main:512] : INFO : Loading config [2021-11-14 13:32:42 main:514] : INFO : Loading state [2021-11-14 13:32:43 main:559] : INFO : Loading DataLoader into Memory [2021-11-14 13:32:43 main:562] : INFO : Starting Training [2021-11-14 13:32:50 main:574] : INFO : Epoch 1589 | loss: 0.0311219 | val_loss: 0.0312276 | Time: 7032.18 ms [2021-11-14 13:32:58 main:574] : INFO : Epoch 1590 | loss: 0.0310502 | val_loss: 0.03126 | Time: 7679.38 ms [2021-11-14 13:33:20 main:574] : INFO : Epoch 1591 | loss: 0.0310213 | val_loss: 0.0312872 | Time: 22252.9 ms [2021-11-14 13:33:43 main:574] : INFO : Epoch 1592 | loss: 0.0310171 | val_loss: 0.031273 | Time: 22666.6 ms [2021-11-14 13:34:04 main:574] : INFO : Epoch 1593 | loss: 0.0310162 | val_loss: 0.0312797 | Time: 20767.7 ms [2021-11-14 13:34:23 main:574] : INFO : Epoch 1594 | loss: 0.0310077 | val_loss: 0.0312707 | Time: 19623.5 ms [2021-11-14 13:34:35 main:574] : INFO : Epoch 1595 | loss: 0.0310188 | val_loss: 0.0312774 | Time: 11039.9 ms [2021-11-14 13:34:55 main:574] : INFO : Epoch 1596 | loss: 0.0310095 | val_loss: 0.0312769 | Time: 20878.7 ms [2021-11-14 13:35:34 main:574] : INFO : Epoch 1597 | loss: 0.0310104 | val_loss: 0.0312777 | Time: 38465.3 ms [2021-11-14 13:36:09 main:574] : INFO : Epoch 1598 | loss: 0.0310162 | val_loss: 0.0312933 | Time: 35059.3 ms [2021-11-14 13:36:42 main:574] : INFO : Epoch 1599 | loss: 0.0310162 | val_loss: 0.0312671 | Time: 32410.4 ms [2021-11-14 13:37:03 main:574] : INFO : Epoch 1600 | loss: 0.0310143 | val_loss: 0.0312771 | Time: 21499.4 ms [2021-11-14 13:37:25 main:574] : INFO : Epoch 1601 | loss: 0.0310177 | val_loss: 0.0312984 | Time: 21576.5 ms [2021-11-14 13:37:45 main:574] : INFO : Epoch 1602 | loss: 0.0310154 | val_loss: 0.0312604 | Time: 20418.7 ms [2021-11-14 13:38:07 main:574] : INFO : Epoch 1603 | loss: 0.0310137 | val_loss: 0.0312821 | Time: 21856.3 ms [2021-11-14 13:38:29 main:574] : INFO : Epoch 1604 | loss: 0.0310095 | val_loss: 0.031291 | Time: 21629.5 ms [2021-11-14 13:39:03 main:574] : INFO : Epoch 1605 | loss: 0.0310018 | val_loss: 0.0313199 | Time: 34409.2 ms [2021-11-14 13:39:25 main:574] : INFO : Epoch 1606 | loss: 0.0310175 | val_loss: 0.0312984 | Time: 21017.7 ms [2021-11-14 13:40:46 main:574] : INFO : Epoch 1607 | loss: 0.0310105 | val_loss: 0.0312913 | Time: 81379.5 ms [2021-11-14 13:41:11 main:574] : INFO : Epoch 1608 | loss: 0.0310191 | val_loss: 0.0312541 | Time: 24432.7 ms [2021-11-14 13:41:42 main:574] : INFO : Epoch 1609 | loss: 0.0310223 | val_loss: 0.031268 | Time: 31383.5 ms [2021-11-14 13:42:03 main:574] : INFO : Epoch 1610 | loss: 0.0310324 | val_loss: 0.0312827 | Time: 20443.6 ms [2021-11-14 13:42:24 main:574] : INFO : Epoch 1611 | loss: 0.0310183 | val_loss: 0.0312578 | Time: 21001.8 ms [2021-11-14 13:42:49 main:574] : INFO : Epoch 1612 | loss: 0.0310212 | val_loss: 0.0312619 | Time: 25240.3 ms [2021-11-14 13:43:24 main:574] : INFO : Epoch 1613 | loss: 0.0310104 | val_loss: 0.0312787 | Time: 35046.8 ms [2021-11-14 13:43:47 main:574] : INFO : Epoch 1614 | loss: 0.0310039 | val_loss: 0.0312895 | Time: 22558.1 ms [2021-11-14 13:44:18 main:574] : INFO : Epoch 1615 | loss: 0.0310197 | val_loss: 0.0312693 | Time: 31216 ms [2021-11-14 13:44:38 main:574] : INFO : Epoch 1616 | loss: 0.0310204 | val_loss: 0.0312578 | Time: 20104.1 ms [2021-11-14 13:44:59 main:574] : INFO : Epoch 1617 | loss: 0.0310203 | val_loss: 0.0312562 | Time: 21404.6 ms [2021-11-14 13:45:21 main:574] : INFO : Epoch 1618 | loss: 0.0310059 | val_loss: 0.0313108 | Time: 21394 ms [2021-11-14 13:45:42 main:574] : INFO : Epoch 1619 | loss: 0.0310135 | val_loss: 0.0312813 | Time: 20491.5 ms [2021-11-14 13:46:36 main:574] : INFO : Epoch 1620 | loss: 0.0310094 | val_loss: 0.0312771 | Time: 54153.4 ms [2021-11-14 13:46:57 main:574] : INFO : Epoch 1621 | loss: 0.0310105 | val_loss: 0.0313083 | Time: 21489 ms [2021-11-14 13:47:19 main:574] : INFO : Epoch 1622 | loss: 0.0310273 | val_loss: 0.031266 | Time: 22085.8 ms [2021-11-14 13:47:43 main:574] : INFO : Epoch 1623 | loss: 0.0310213 | val_loss: 0.0312777 | Time: 23913.4 ms [2021-11-14 13:48:18 main:574] : INFO : Epoch 1624 | loss: 0.0310252 | val_loss: 0.0312868 | Time: 33114 ms [2021-11-14 13:48:39 main:574] : INFO : Epoch 1625 | loss: 0.0310174 | val_loss: 0.0312675 | Time: 21230.1 ms [2021-11-14 13:49:00 main:574] : INFO : Epoch 1626 | loss: 0.0310115 | val_loss: 0.0312634 | Time: 20674.7 ms [2021-11-14 13:49:34 main:574] : INFO : Epoch 1627 | loss: 0.0310209 | val_loss: 0.031295 | Time: 34180.1 ms [2021-11-14 13:49:55 main:574] : INFO : Epoch 1628 | loss: 0.0310027 | val_loss: 0.0312924 | Time: 20775.5 ms [2021-11-14 13:50:16 main:574] : INFO : Epoch 1629 | loss: 0.0310015 | val_loss: 0.0312979 | Time: 21738.2 ms [2021-11-14 13:51:00 main:574] : INFO : Epoch 1630 | loss: 0.0309962 | val_loss: 0.0313053 | Time: 43217 ms [2021-11-14 13:51:49 main:574] : INFO : Epoch 1631 | loss: 0.0310085 | val_loss: 0.031274 | Time: 48664.1 ms [2021-11-14 13:52:10 main:574] : INFO : Epoch 1632 | loss: 0.0310168 | val_loss: 0.0312567 | Time: 20869.5 ms [2021-11-14 13:52:30 main:574] : INFO : Epoch 1633 | loss: 0.0310142 | val_loss: 0.031313 | Time: 20080.1 ms [2021-11-14 13:52:51 main:574] : INFO : Epoch 1634 | loss: 0.0310076 | val_loss: 0.0313012 | Time: 21368.7 ms [2021-11-14 13:53:14 main:574] : INFO : Epoch 1635 | loss: 0.0310026 | val_loss: 0.0312923 | Time: 22899.1 ms [2021-11-14 13:53:36 main:574] : INFO : Epoch 1636 | loss: 0.0310007 | val_loss: 0.0312847 | Time: 21938.2 ms [2021-11-14 13:54:09 main:574] : INFO : Epoch 1637 | loss: 0.0310105 | val_loss: 0.0312744 | Time: 32870.8 ms [2021-11-14 13:54:33 main:574] : INFO : Epoch 1638 | loss: 0.031005 | val_loss: 0.0312826 | Time: 23779.2 ms [2021-11-14 13:54:54 main:574] : INFO : Epoch 1639 | loss: 0.0310028 | val_loss: 0.0312975 | Time: 20699.3 ms [2021-11-14 13:55:14 main:574] : INFO : Epoch 1640 | loss: 0.0309993 | val_loss: 0.0312825 | Time: 20804.6 ms [2021-11-14 13:55:36 main:574] : INFO : Epoch 1641 | loss: 0.0310059 | val_loss: 0.0312794 | Time: 21295.6 ms [2021-11-14 13:55:57 main:574] : INFO : Epoch 1642 | loss: 0.0310078 | val_loss: 0.0312669 | Time: 21236.9 ms [2021-11-14 13:56:59 main:574] : INFO : Epoch 1643 | loss: 0.0310125 | val_loss: 0.0312712 | Time: 62088.5 ms [2021-11-14 13:57:20 main:574] : INFO : Epoch 1644 | loss: 0.0310214 | val_loss: 0.0312749 | Time: 19963.8 ms [2021-11-14 13:57:41 main:574] : INFO : Epoch 1645 | loss: 0.0310223 | val_loss: 0.031266 | Time: 21565.2 ms [2021-11-14 13:58:14 main:574] : INFO : Epoch 1646 | loss: 0.0310113 | val_loss: 0.0312819 | Time: 22534.6 ms [2021-11-14 13:58:36 main:574] : INFO : Epoch 1647 | loss: 0.0310134 | val_loss: 0.0312755 | Time: 22081.1 ms [2021-11-14 13:58:57 main:574] : INFO : Epoch 1648 | loss: 0.0310184 | val_loss: 0.0312899 | Time: 20880.2 ms [2021-11-14 13:59:44 main:574] : INFO : Epoch 1649 | loss: 0.0310107 | val_loss: 0.0312664 | Time: 46584.1 ms [2021-11-14 14:00:09 main:574] : INFO : Epoch 1650 | loss: 0.0310142 | val_loss: 0.0312827 | Time: 24633 ms [2021-11-14 14:00:31 main:574] : INFO : Epoch 1651 | loss: 0.0310226 | val_loss: 0.031307 | Time: 22448.4 ms [2021-11-14 14:00:53 main:574] : INFO : Epoch 1652 | loss: 0.0310082 | val_loss: 0.031297 | Time: 22080.8 ms [2021-11-14 14:01:24 main:574] : INFO : Epoch 1653 | loss: 0.0310082 | val_loss: 0.0312709 | Time: 30743.9 ms [2021-11-14 14:02:06 main:574] : INFO : Epoch 1654 | loss: 0.0310133 | val_loss: 0.0312976 | Time: 42303.4 ms [2021-11-14 14:02:27 main:574] : INFO : Epoch 1655 | loss: 0.0310141 | val_loss: 0.031322 | Time: 20232 ms [2021-11-14 14:02:48 main:574] : INFO : Epoch 1656 | loss: 0.0310155 | val_loss: 0.031282 | Time: 20765.4 ms [2021-11-14 14:03:09 main:574] : INFO : Epoch 1657 | loss: 0.0310033 | val_loss: 0.0312897 | Time: 21079.5 ms [2021-11-14 14:03:30 main:574] : INFO : Epoch 1658 | loss: 0.0310032 | val_loss: 0.0313209 | Time: 21424.9 ms [2021-11-14 14:03:52 main:574] : INFO : Epoch 1659 | loss: 0.0310138 | val_loss: 0.0312776 | Time: 21961.2 ms [2021-11-14 14:04:13 main:574] : INFO : Epoch 1660 | loss: 0.0310057 | val_loss: 0.0312998 | Time: 20805.1 ms [2021-11-14 14:04:58 main:574] : INFO : Epoch 1661 | loss: 0.0310181 | val_loss: 0.0312488 | Time: 44682 ms [2021-11-14 14:05:19 main:574] : INFO : Epoch 1662 | loss: 0.0310368 | val_loss: 0.0312739 | Time: 20704.5 ms [2021-11-14 14:05:41 main:574] : INFO : Epoch 1663 | loss: 0.0310217 | val_loss: 0.0312737 | Time: 22426.5 ms [2021-11-14 14:06:02 main:574] : INFO : Epoch 1664 | loss: 0.0310119 | val_loss: 0.0312868 | Time: 21016.5 ms [2021-11-14 14:06:24 main:574] : INFO : Epoch 1665 | loss: 0.0310027 | val_loss: 0.0312963 | Time: 21852.4 ms [2021-11-14 14:06:44 main:574] : INFO : Epoch 1666 | loss: 0.0310061 | val_loss: 0.031315 | Time: 19833.3 ms [2021-11-14 14:07:16 main:574] : INFO : Epoch 1667 | loss: 0.0310086 | val_loss: 0.0312827 | Time: 31392.8 ms [2021-11-14 14:07:48 main:574] : INFO : Epoch 1668 | loss: 0.0310044 | val_loss: 0.0313176 | Time: 32273.8 ms [2021-11-14 14:08:09 main:574] : INFO : Epoch 1669 | loss: 0.0310269 | val_loss: 0.0312916 | Time: 20736.5 ms [2021-11-14 14:08:31 main:574] : INFO : Epoch 1670 | loss: 0.0310068 | val_loss: 0.031286 | Time: 22429.2 ms [2021-11-14 14:08:52 main:574] : INFO : Epoch 1671 | loss: 0.0310017 | val_loss: 0.0312749 | Time: 20305 ms [2021-11-14 14:09:13 main:574] : INFO : Epoch 1672 | loss: 0.0310066 | val_loss: 0.031305 | Time: 21316.1 ms [2021-11-14 14:09:34 main:574] : INFO : Epoch 1673 | loss: 0.031009 | val_loss: 0.0312625 | Time: 21378.2 ms [2021-11-14 14:10:08 main:574] : INFO : Epoch 1674 | loss: 0.0310103 | val_loss: 0.0312865 | Time: 32882.6 ms [2021-11-14 14:11:01 main:574] : INFO : Epoch 1675 | loss: 0.031 | val_loss: 0.0313071 | Time: 53436.9 ms [2021-11-14 14:11:28 main:574] : INFO : Epoch 1676 | loss: 0.0310015 | val_loss: 0.0312602 | Time: 26956.8 ms [2021-11-14 14:12:30 main:574] : INFO : Epoch 1677 | loss: 0.0310454 | val_loss: 0.0312251 | Time: 61358.9 ms [2021-11-14 14:12:50 main:574] : INFO : Epoch 1678 | loss: 0.0310934 | val_loss: 0.0312438 | Time: 20104.9 ms [2021-11-14 14:13:22 main:574] : INFO : Epoch 1679 | loss: 0.031057 | val_loss: 0.0312469 | Time: 32634.9 ms [2021-11-14 14:13:44 main:574] : INFO : Epoch 1680 | loss: 0.0310272 | val_loss: 0.0312822 | Time: 20985.6 ms [2021-11-14 14:14:06 main:574] : INFO : Epoch 1681 | loss: 0.0310064 | val_loss: 0.0313 | Time: 22026.5 ms [2021-11-14 14:14:27 main:574] : INFO : Epoch 1682 | loss: 0.0310089 | val_loss: 0.0312638 | Time: 20664.6 ms [2021-11-14 14:14:51 main:574] : INFO : Epoch 1683 | loss: 0.0310057 | val_loss: 0.0312748 | Time: 24125.1 ms [2021-11-14 14:15:34 main:574] : INFO : Epoch 1684 | loss: 0.0310038 | val_loss: 0.0312815 | Time: 42705.8 ms [2021-11-14 14:15:56 main:574] : INFO : Epoch 1685 | loss: 0.031 | val_loss: 0.0312867 | Time: 22203.4 ms [2021-11-14 14:16:18 main:574] : INFO : Epoch 1686 | loss: 0.0310023 | val_loss: 0.0312703 | Time: 21918.1 ms [2021-11-14 14:16:38 main:574] : INFO : Epoch 1687 | loss: 0.0310196 | val_loss: 0.0313036 | Time: 20582.2 ms [2021-11-14 14:17:00 main:574] : INFO : Epoch 1688 | loss: 0.0310249 | val_loss: 0.0312798 | Time: 21435.1 ms [2021-11-14 14:17:42 main:574] : INFO : Epoch 1689 | loss: 0.0310123 | val_loss: 0.0313061 | Time: 42034.5 ms [2021-11-14 14:18:14 main:574] : INFO : Epoch 1690 | loss: 0.0310031 | val_loss: 0.0312904 | Time: 31458 ms [2021-11-14 14:18:35 main:574] : INFO : Epoch 1691 | loss: 0.031005 | val_loss: 0.0313061 | Time: 21179.7 ms [2021-11-14 14:18:57 main:574] : INFO : Epoch 1692 | loss: 0.0310031 | val_loss: 0.0312701 | Time: 21463 ms [2021-11-14 14:19:18 main:574] : INFO : Epoch 1693 | loss: 0.031003 | val_loss: 0.0313063 | Time: 21169.4 ms [2021-11-14 14:19:39 main:574] : INFO : Epoch 1694 | loss: 0.0310009 | val_loss: 0.0312833 | Time: 21590 ms [2021-11-14 14:20:01 main:574] : INFO : Epoch 1695 | loss: 0.0310116 | val_loss: 0.0313016 | Time: 21841.1 ms [2021-11-14 14:20:34 main:574] : INFO : Epoch 1696 | loss: 0.0310103 | val_loss: 0.0312734 | Time: 32293.2 ms [2021-11-14 14:21:06 main:574] : INFO : Epoch 1697 | loss: 0.0310173 | val_loss: 0.0312968 | Time: 32130.4 ms [2021-11-14 14:21:27 main:574] : INFO : Epoch 1698 | loss: 0.0310079 | val_loss: 0.0312928 | Time: 20707.7 ms [2021-11-14 14:21:48 main:574] : INFO : Epoch 1699 | loss: 0.0310019 | val_loss: 0.0312817 | Time: 20824.9 ms [2021-11-14 14:22:09 main:574] : INFO : Epoch 1700 | loss: 0.0310083 | val_loss: 0.0313065 | Time: 20986.1 ms [2021-11-14 14:22:52 main:574] : INFO : Epoch 1701 | loss: 0.0310079 | val_loss: 0.0312985 | Time: 42919.1 ms [2021-11-14 14:23:13 main:574] : INFO : Epoch 1702 | loss: 0.0310108 | val_loss: 0.0312662 | Time: 21470.8 ms [2021-11-14 14:23:34 main:574] : INFO : Epoch 1703 | loss: 0.0310117 | val_loss: 0.0312756 | Time: 21179.3 ms [2021-11-14 14:24:08 main:574] : INFO : Epoch 1704 | loss: 0.0310066 | val_loss: 0.0312979 | Time: 33916 ms [2021-11-14 14:24:31 main:574] : INFO : Epoch 1705 | loss: 0.0310022 | val_loss: 0.031295 | Time: 21950.3 ms [2021-11-14 14:24:51 main:574] : INFO : Epoch 1706 | loss: 0.030999 | val_loss: 0.0312933 | Time: 20441.1 ms [2021-11-14 14:25:54 main:574] : INFO : Epoch 1707 | loss: 0.0310249 | val_loss: 0.0312536 | Time: 62683.6 ms [2021-11-14 14:26:14 main:574] : INFO : Epoch 1708 | loss: 0.031035 | val_loss: 0.0313024 | Time: 20232.8 ms [2021-11-14 14:26:35 main:574] : INFO : Epoch 1709 | loss: 0.0310216 | val_loss: 0.0312578 | Time: 20487.5 ms [2021-11-14 14:26:57 main:574] : INFO : Epoch 1710 | loss: 0.0310256 | val_loss: 0.0312703 | Time: 21752.6 ms [2021-11-14 14:27:18 main:574] : INFO : Epoch 1711 | loss: 0.031013 | val_loss: 0.031307 | Time: 21707.8 ms [2021-11-14 14:27:53 main:574] : INFO : Epoch 1712 | loss: 0.0310617 | val_loss: 0.0313868 | Time: 34194.2 ms [2021-11-14 14:28:13 main:574] : INFO : Epoch 1713 | loss: 0.0317465 | val_loss: 0.0313999 | Time: 19991.9 ms [2021-11-14 14:28:36 main:574] : INFO : Epoch 1714 | loss: 0.033412 | val_loss: 0.0328211 | Time: 22643 ms [2021-11-14 14:28:57 main:574] : INFO : Epoch 1715 | loss: 0.0327327 | val_loss: 0.0315657 | Time: 21045.7 ms [2021-11-14 14:29:18 main:574] : INFO : Epoch 1716 | loss: 0.031333 | val_loss: 0.0312568 | Time: 21438.8 ms [2021-11-14 14:29:52 main:574] : INFO : Epoch 1717 | loss: 0.0312499 | val_loss: 0.0312368 | Time: 33364.2 ms [2021-11-14 14:30:13 main:574] : INFO : Epoch 1718 | loss: 0.0312373 | val_loss: 0.0312314 | Time: 21122.9 ms [2021-11-14 14:30:45 main:574] : INFO : Epoch 1719 | loss: 0.03123 | val_loss: 0.0312251 | Time: 32178.4 ms [2021-11-14 14:31:10 main:574] : INFO : Epoch 1720 | loss: 0.0312262 | val_loss: 0.0312171 | Time: 24370.2 ms [2021-11-14 14:31:31 main:574] : INFO : Epoch 1721 | loss: 0.0312175 | val_loss: 0.0312158 | Time: 21024 ms [2021-11-14 14:32:03 main:574] : INFO : Epoch 1722 | loss: 0.0312139 | val_loss: 0.0312177 | Time: 31871.7 ms [2021-11-14 14:32:25 main:574] : INFO : Epoch 1723 | loss: 0.0312108 | val_loss: 0.0312011 | Time: 21753.4 ms [2021-11-14 14:32:49 main:574] : INFO : Epoch 1724 | loss: 0.0312131 | val_loss: 0.0312182 | Time: 23739.1 ms [2021-11-14 14:33:11 main:574] : INFO : Epoch 1725 | loss: 0.0312032 | val_loss: 0.0311948 | Time: 22134 ms [2021-11-14 14:33:44 main:574] : INFO : Epoch 1726 | loss: 0.0312024 | val_loss: 0.0311924 | Time: 32981.8 ms [2021-11-14 14:34:05 main:574] : INFO : Epoch 1727 | loss: 0.0311946 | val_loss: 0.0311897 | Time: 20894.5 ms [2021-11-14 14:34:27 main:574] : INFO : Epoch 1728 | loss: 0.0311963 | val_loss: 0.0311879 | Time: 21714 ms [2021-11-14 14:34:48 main:574] : INFO : Epoch 1729 | loss: 0.0311952 | val_loss: 0.0311872 | Time: 21163.7 ms [2021-11-14 14:35:09 main:574] : INFO : Epoch 1730 | loss: 0.0311919 | val_loss: 0.0311872 | Time: 21065.8 ms [2021-11-14 14:35:30 main:574] : INFO : Epoch 1731 | loss: 0.0311918 | val_loss: 0.0311866 | Time: 21012.3 ms [2021-11-14 14:36:02 main:574] : INFO : Epoch 1732 | loss: 0.0311888 | val_loss: 0.0311825 | Time: 32233.3 ms [2021-11-14 14:36:23 main:574] : INFO : Epoch 1733 | loss: 0.0311866 | val_loss: 0.0311811 | Time: 20380.2 ms [2021-11-14 14:36:44 main:574] : INFO : Epoch 1734 | loss: 0.0311901 | val_loss: 0.031184 | Time: 21130.9 ms [2021-11-14 14:37:16 main:574] : INFO : Epoch 1735 | loss: 0.0311848 | val_loss: 0.0311817 | Time: 32353.6 ms [2021-11-14 14:37:38 main:574] : INFO : Epoch 1736 | loss: 0.0311826 | val_loss: 0.0311787 | Time: 21964.5 ms [2021-11-14 14:38:19 main:574] : INFO : Epoch 1737 | loss: 0.0311852 | val_loss: 0.0311793 | Time: 40828.1 ms [2021-11-14 14:38:40 main:574] : INFO : Epoch 1738 | loss: 0.031179 | val_loss: 0.0311759 | Time: 20754.8 ms [2021-11-14 14:39:01 main:574] : INFO : Epoch 1739 | loss: 0.0311777 | val_loss: 0.0311744 | Time: 20559.5 ms [2021-11-14 14:39:24 main:574] : INFO : Epoch 1740 | loss: 0.0311761 | val_loss: 0.0311738 | Time: 22703 ms [2021-11-14 14:40:26 main:574] : INFO : Epoch 1741 | loss: 0.0311767 | val_loss: 0.0311784 | Time: 62034 ms [2021-11-14 14:41:10 main:574] : INFO : Epoch 1742 | loss: 0.0311802 | val_loss: 0.0311747 | Time: 44151 ms [2021-11-14 14:41:31 main:574] : INFO : Epoch 1743 | loss: 0.0311757 | val_loss: 0.031173 | Time: 20751.7 ms [2021-11-14 14:41:51 main:574] : INFO : Epoch 1744 | loss: 0.0311726 | val_loss: 0.0311782 | Time: 20051 ms [2021-11-14 14:42:12 main:574] : INFO : Epoch 1745 | loss: 0.0311741 | val_loss: 0.0311727 | Time: 21177.5 ms [2021-11-14 14:42:33 main:574] : INFO : Epoch 1746 | loss: 0.031174 | val_loss: 0.0311724 | Time: 20296 ms [2021-11-14 14:42:54 main:574] : INFO : Epoch 1747 | loss: 0.0311718 | val_loss: 0.0311833 | Time: 21289.7 ms [2021-11-14 14:43:27 main:574] : INFO : Epoch 1748 | loss: 0.0311733 | val_loss: 0.0311748 | Time: 32856.3 ms [2021-11-14 14:44:00 main:574] : INFO : Epoch 1749 | loss: 0.0311709 | val_loss: 0.0311742 | Time: 32709.4 ms [2021-11-14 14:44:21 main:574] : INFO : Epoch 1750 | loss: 0.0311708 | val_loss: 0.0311732 | Time: 21117.8 ms [2021-11-14 14:44:45 main:574] : INFO : Epoch 1751 | loss: 0.0311685 | val_loss: 0.0311692 | Time: 23684.7 ms [2021-11-14 14:45:05 main:574] : INFO : Epoch 1752 | loss: 0.0311682 | val_loss: 0.0311701 | Time: 20619.8 ms [2021-11-14 14:45:27 main:574] : INFO : Epoch 1753 | loss: 0.0311669 | val_loss: 0.0311689 | Time: 22081 ms [2021-11-14 14:46:30 main:574] : INFO : Epoch 1754 | loss: 0.031165 | val_loss: 0.0311688 | Time: 62772.7 ms [2021-11-14 14:47:04 main:574] : INFO : Epoch 1755 | loss: 0.031165 | val_loss: 0.0311686 | Time: 23262.7 ms [2021-11-14 14:47:26 main:574] : INFO : Epoch 1756 | loss: 0.0311659 | val_loss: 0.0311703 | Time: 21972.2 ms [2021-11-14 14:47:48 main:574] : INFO : Epoch 1757 | loss: 0.0311639 | val_loss: 0.0311742 | Time: 21551.1 ms [2021-11-14 14:48:08 main:574] : INFO : Epoch 1758 | loss: 0.0311638 | val_loss: 0.0311739 | Time: 20618.1 ms [2021-11-14 14:48:40 main:574] : INFO : Epoch 1759 | loss: 0.0311642 | val_loss: 0.0311683 | Time: 31928.3 ms [2021-11-14 14:49:12 main:574] : INFO : Epoch 1760 | loss: 0.0311619 | val_loss: 0.0311689 | Time: 31842.8 ms [2021-11-14 14:49:34 main:574] : INFO : Epoch 1761 | loss: 0.0311634 | val_loss: 0.0311683 | Time: 21893.9 ms [2021-11-14 14:49:55 main:574] : INFO : Epoch 1762 | loss: 0.0311631 | val_loss: 0.0311685 | Time: 21167.2 ms [2021-11-14 14:50:21 main:574] : INFO : Epoch 1763 | loss: 0.031163 | val_loss: 0.0311683 | Time: 26095.2 ms [2021-11-14 14:51:25 main:574] : INFO : Epoch 1764 | loss: 0.0311624 | val_loss: 0.0311713 | Time: 62742.7 ms [2021-11-14 14:51:45 main:574] : INFO : Epoch 1765 | loss: 0.0311602 | val_loss: 0.0311761 | Time: 20265.7 ms [2021-11-14 14:52:06 main:574] : INFO : Epoch 1766 | loss: 0.031161 | val_loss: 0.0311681 | Time: 21046.3 ms [2021-11-14 14:52:27 main:574] : INFO : Epoch 1767 | loss: 0.0311669 | val_loss: 0.0311819 | Time: 21152.5 ms [2021-11-14 14:52:49 main:574] : INFO : Epoch 1768 | loss: 0.0311624 | val_loss: 0.0311734 | Time: 21557.2 ms [2021-11-14 14:53:10 main:574] : INFO : Epoch 1769 | loss: 0.0311601 | val_loss: 0.0311682 | Time: 21601.1 ms [2021-11-14 14:53:52 main:574] : INFO : Epoch 1770 | loss: 0.0311589 | val_loss: 0.0311708 | Time: 41350.3 ms [2021-11-14 14:54:13 main:574] : INFO : Epoch 1771 | loss: 0.0311595 | val_loss: 0.0311705 | Time: 20511.9 ms [2021-11-14 14:54:33 main:574] : INFO : Epoch 1772 | loss: 0.0311575 | val_loss: 0.0311705 | Time: 20368.1 ms [2021-11-14 14:54:54 main:574] : INFO : Epoch 1773 | loss: 0.0311618 | val_loss: 0.0311677 | Time: 20781.8 ms [2021-11-14 14:55:15 main:574] : INFO : Epoch 1774 | loss: 0.0311593 | val_loss: 0.0311774 | Time: 21246.9 ms [2021-11-14 14:55:47 main:574] : INFO : Epoch 1775 | loss: 0.0311559 | val_loss: 0.0311704 | Time: 32180.7 ms [2021-11-14 14:56:08 main:574] : INFO : Epoch 1776 | loss: 0.0311541 | val_loss: 0.0311693 | Time: 20752.1 ms [2021-11-14 14:57:42 main:574] : INFO : Epoch 1777 | loss: 0.0311564 | val_loss: 0.031172 | Time: 93583.2 ms [2021-11-14 14:58:08 main:574] : INFO : Epoch 1778 | loss: 0.0311596 | val_loss: 0.0311818 | Time: 25102.4 ms [2021-11-14 14:58:52 main:574] : INFO : Epoch 1779 | loss: 0.0311589 | val_loss: 0.0311687 | Time: 44567.1 ms [2021-11-14 14:59:50 main:574] : INFO : Epoch 1780 | loss: 0.0311534 | val_loss: 0.0311694 | Time: 58156.2 ms [2021-11-14 15:00:14 main:574] : INFO : Epoch 1781 | loss: 0.0311542 | val_loss: 0.0311699 | Time: 23949.2 ms [2021-11-14 15:00:51 main:574] : INFO : Epoch 1782 | loss: 0.0311507 | val_loss: 0.0311682 | Time: 36826.9 ms [2021-11-14 15:01:14 main:574] : INFO : Epoch 1783 | loss: 0.0311506 | val_loss: 0.03117 | Time: 23217 ms [2021-11-14 15:01:57 main:574] : INFO : Epoch 1784 | loss: 0.0311496 | val_loss: 0.0311691 | Time: 42745.3 ms [2021-11-14 15:02:30 main:574] : INFO : Epoch 1785 | loss: 0.0311491 | val_loss: 0.0311709 | Time: 32120 ms [2021-11-14 15:02:50 main:574] : INFO : Epoch 1786 | loss: 0.0311577 | val_loss: 0.0311752 | Time: 20708 ms [2021-11-14 15:03:22 main:574] : INFO : Epoch 1787 | loss: 0.0311523 | val_loss: 0.0311797 | Time: 31622.9 ms [2021-11-14 15:03:44 main:574] : INFO : Epoch 1788 | loss: 0.0311481 | val_loss: 0.0311748 | Time: 21749.4 ms [2021-11-14 15:04:08 main:574] : INFO : Epoch 1789 | loss: 0.0311489 | val_loss: 0.0311798 | Time: 23523.4 ms [2021-11-14 15:04:29 main:574] : INFO : Epoch 1790 | loss: 0.0311481 | val_loss: 0.0311692 | Time: 21898.5 ms [2021-11-14 15:04:52 main:574] : INFO : Epoch 1791 | loss: 0.0311465 | val_loss: 0.0311756 | Time: 22520 ms [2021-11-14 15:05:25 main:574] : INFO : Epoch 1792 | loss: 0.0311455 | val_loss: 0.0311699 | Time: 21868.9 ms [2021-11-14 15:05:46 main:574] : INFO : Epoch 1793 | loss: 0.0311456 | val_loss: 0.0311715 | Time: 21270 ms [2021-11-14 15:06:07 main:574] : INFO : Epoch 1794 | loss: 0.0311438 | val_loss: 0.0311757 | Time: 21062 ms [2021-11-14 15:06:28 main:574] : INFO : Epoch 1795 | loss: 0.0311482 | val_loss: 0.0311723 | Time: 21189 ms [2021-11-14 15:07:01 main:574] : INFO : Epoch 1796 | loss: 0.0311465 | val_loss: 0.031173 | Time: 32400.9 ms [2021-11-14 15:07:21 main:574] : INFO : Epoch 1797 | loss: 0.031142 | val_loss: 0.0311707 | Time: 20395.8 ms [2021-11-14 15:07:42 main:574] : INFO : Epoch 1798 | loss: 0.0311412 | val_loss: 0.0311725 | Time: 20874.7 ms [2021-11-14 15:08:16 main:574] : INFO : Epoch 1799 | loss: 0.0311405 | val_loss: 0.0311768 | Time: 33426.6 ms [2021-11-14 15:08:37 main:574] : INFO : Epoch 1800 | loss: 0.0311404 | val_loss: 0.0311729 | Time: 21314.5 ms [2021-11-14 15:09:19 main:574] : INFO : Epoch 1801 | loss: 0.0311395 | val_loss: 0.0311723 | Time: 41445.3 ms [2021-11-14 15:09:39 main:574] : INFO : Epoch 1802 | loss: 0.0311387 | val_loss: 0.031177 | Time: 20669 ms [2021-11-14 15:10:01 main:574] : INFO : Epoch 1803 | loss: 0.0311376 | val_loss: 0.0311762 | Time: 21851.3 ms [2021-11-14 15:10:22 main:574] : INFO : Epoch 1804 | loss: 0.0311393 | val_loss: 0.031175 | Time: 20879.7 ms [2021-11-14 15:10:43 main:574] : INFO : Epoch 1805 | loss: 0.0311367 | val_loss: 0.0311751 | Time: 20457 ms [2021-11-14 15:11:05 main:574] : INFO : Epoch 1806 | loss: 0.0311385 | val_loss: 0.0311786 | Time: 22136 ms [2021-11-14 15:11:37 main:574] : INFO : Epoch 1807 | loss: 0.0311397 | val_loss: 0.0311723 | Time: 32200.6 ms [2021-11-14 15:12:12 main:574] : INFO : Epoch 1808 | loss: 0.0311373 | val_loss: 0.0311755 | Time: 34521.7 ms [2021-11-14 15:13:16 main:574] : INFO : Epoch 1809 | loss: 0.031135 | val_loss: 0.0311751 | Time: 64018.4 ms [2021-11-14 15:13:50 main:574] : INFO : Epoch 1810 | loss: 0.0311337 | val_loss: 0.0311794 | Time: 34056.1 ms [2021-11-14 15:14:22 main:574] : INFO : Epoch 1811 | loss: 0.0311363 | val_loss: 0.0311803 | Time: 31606.6 ms [2021-11-14 15:14:42 main:574] : INFO : Epoch 1812 | loss: 0.0311351 | val_loss: 0.0311752 | Time: 20631.1 ms [2021-11-14 15:15:04 main:574] : INFO : Epoch 1813 | loss: 0.0311332 | val_loss: 0.0311751 | Time: 21338.6 ms [2021-11-14 15:15:27 main:574] : INFO : Epoch 1814 | loss: 0.0311368 | val_loss: 0.0311748 | Time: 23381.1 ms [2021-11-14 15:15:59 main:574] : INFO : Epoch 1815 | loss: 0.0311344 | val_loss: 0.0311772 | Time: 31900.1 ms [2021-11-14 15:16:22 main:574] : INFO : Epoch 1816 | loss: 0.0311343 | val_loss: 0.031183 | Time: 22020.8 ms [2021-11-14 15:16:43 main:574] : INFO : Epoch 1817 | loss: 0.0311364 | val_loss: 0.031181 | Time: 21411.1 ms [2021-11-14 15:17:14 main:574] : INFO : Epoch 1818 | loss: 0.0311358 | val_loss: 0.0311743 | Time: 31280 ms [2021-11-14 15:17:35 main:574] : INFO : Epoch 1819 | loss: 0.0311332 | val_loss: 0.0311821 | Time: 20803.9 ms [2021-11-14 15:17:56 main:574] : INFO : Epoch 1820 | loss: 0.0311362 | val_loss: 0.031182 | Time: 20390.8 ms [2021-11-14 15:18:17 main:574] : INFO : Epoch 1821 | loss: 0.0311347 | val_loss: 0.0311736 | Time: 21749 ms [2021-11-14 15:18:52 main:574] : INFO : Epoch 1822 | loss: 0.0311323 | val_loss: 0.0311715 | Time: 34379.9 ms [2021-11-14 15:19:15 main:574] : INFO : Epoch 1823 | loss: 0.0311333 | val_loss: 0.0311827 | Time: 22741.3 ms [2021-11-14 15:19:38 main:574] : INFO : Epoch 1824 | loss: 0.031133 | val_loss: 0.0311765 | Time: 22953.2 ms [2021-11-14 15:19:59 main:574] : INFO : Epoch 1825 | loss: 0.0311304 | val_loss: 0.0311839 | Time: 21187 ms [2021-11-14 15:20:32 main:574] : INFO : Epoch 1826 | loss: 0.0311314 | val_loss: 0.0311846 | Time: 32531.1 ms [2021-11-14 15:20:55 main:574] : INFO : Epoch 1827 | loss: 0.0311287 | val_loss: 0.0311845 | Time: 23332.9 ms [2021-11-14 15:21:16 main:574] : INFO : Epoch 1828 | loss: 0.0311296 | val_loss: 0.0311785 | Time: 20592.2 ms [2021-11-14 15:21:37 main:574] : INFO : Epoch 1829 | loss: 0.0311285 | val_loss: 0.0311832 | Time: 21033.7 ms [2021-11-14 15:21:58 main:574] : INFO : Epoch 1830 | loss: 0.0311291 | val_loss: 0.0311834 | Time: 21319.2 ms [2021-11-14 15:22:30 main:574] : INFO : Epoch 1831 | loss: 0.0311339 | val_loss: 0.0311841 | Time: 31480.1 ms [2021-11-14 15:22:51 main:574] : INFO : Epoch 1832 | loss: 0.0311336 | val_loss: 0.0311725 | Time: 21169 ms [2021-11-14 15:23:26 main:574] : INFO : Epoch 1833 | loss: 0.0311358 | val_loss: 0.0311967 | Time: 35168.2 ms [2021-11-14 15:23:49 main:574] : INFO : Epoch 1834 | loss: 0.031132 | val_loss: 0.0311867 | Time: 22109.5 ms [2021-11-14 15:24:10 main:574] : INFO : Epoch 1835 | loss: 0.0311283 | val_loss: 0.0311737 | Time: 21317.1 ms [2021-11-14 15:24:53 main:574] : INFO : Epoch 1836 | loss: 0.0311295 | val_loss: 0.0311787 | Time: 43410.2 ms [2021-11-14 15:25:25 main:574] : INFO : Epoch 1837 | loss: 0.0311264 | val_loss: 0.031182 | Time: 32033.1 ms [2021-11-14 15:26:28 main:574] : INFO : Epoch 1838 | loss: 0.0311303 | val_loss: 0.0311793 | Time: 62868.7 ms [2021-11-14 15:26:49 main:574] : INFO : Epoch 1839 | loss: 0.0311288 | val_loss: 0.0311758 | Time: 20721.2 ms [2021-11-14 15:27:11 main:574] : INFO : Epoch 1840 | loss: 0.0311287 | val_loss: 0.0311831 | Time: 21494.3 ms [2021-11-14 15:27:44 main:574] : INFO : Epoch 1841 | loss: 0.0311333 | val_loss: 0.0311768 | Time: 33138.2 ms [2021-11-14 15:28:05 main:574] : INFO : Epoch 1842 | loss: 0.0311301 | val_loss: 0.0311805 | Time: 21275.9 ms [2021-11-14 15:28:37 main:574] : INFO : Epoch 1843 | loss: 0.0311326 | val_loss: 0.0311778 | Time: 31322.8 ms [2021-11-14 15:28:59 main:574] : INFO : Epoch 1844 | loss: 0.031128 | val_loss: 0.0311742 | Time: 22521.4 ms [2021-11-14 15:29:20 main:574] : INFO : Epoch 1845 | loss: 0.0311278 | val_loss: 0.0311762 | Time: 21028.6 ms [2021-11-14 15:29:52 main:574] : INFO : Epoch 1846 | loss: 0.0311295 | val_loss: 0.0311763 | Time: 30990.7 ms [2021-11-14 15:30:13 main:574] : INFO : Epoch 1847 | loss: 0.031125 | val_loss: 0.0311848 | Time: 21642.1 ms [2021-11-14 15:30:34 main:574] : INFO : Epoch 1848 | loss: 0.0311271 | val_loss: 0.0311764 | Time: 20903.4 ms [2021-11-14 15:30:57 main:574] : INFO : Epoch 1849 | loss: 0.0311295 | val_loss: 0.0311824 | Time: 22388.4 ms [2021-11-14 15:31:28 main:574] : INFO : Epoch 1850 | loss: 0.0311253 | val_loss: 0.0311794 | Time: 31234.1 ms [2021-11-14 15:31:49 main:574] : INFO : Epoch 1851 | loss: 0.0311301 | val_loss: 0.0311775 | Time: 21067 ms [2021-11-14 15:32:12 main:574] : INFO : Epoch 1852 | loss: 0.0311268 | val_loss: 0.0311746 | Time: 22767.8 ms [2021-11-14 15:32:44 main:574] : INFO : Epoch 1853 | loss: 0.0311305 | val_loss: 0.0311848 | Time: 31626.3 ms [2021-11-14 15:33:20 main:574] : INFO : Epoch 1854 | loss: 0.0311281 | val_loss: 0.0311791 | Time: 35836.4 ms [2021-11-14 15:33:46 main:574] : INFO : Epoch 1855 | loss: 0.0311229 | val_loss: 0.0311814 | Time: 25943.9 ms [2021-11-14 15:34:09 main:574] : INFO : Epoch 1856 | loss: 0.0311223 | val_loss: 0.031181 | Time: 22677.6 ms [2021-11-14 15:34:41 main:574] : INFO : Epoch 1857 | loss: 0.0311231 | val_loss: 0.0311789 | Time: 32747.1 ms [2021-11-14 15:35:06 main:574] : INFO : Epoch 1858 | loss: 0.0311224 | val_loss: 0.0311899 | Time: 25040.5 ms [2021-11-14 15:35:28 main:574] : INFO : Epoch 1859 | loss: 0.0311242 | val_loss: 0.0311857 | Time: 21072.2 ms [2021-11-14 15:35:49 main:574] : INFO : Epoch 1860 | loss: 0.0311231 | val_loss: 0.0311829 | Time: 21620.3 ms [2021-11-14 15:36:10 main:574] : INFO : Epoch 1861 | loss: 0.0311298 | val_loss: 0.0311918 | Time: 20281.9 ms [2021-11-14 15:36:44 main:574] : INFO : Epoch 1862 | loss: 0.0311232 | val_loss: 0.0311788 | Time: 34735.2 ms [2021-11-14 15:37:05 main:574] : INFO : Epoch 1863 | loss: 0.0311241 | val_loss: 0.0311826 | Time: 20900.1 ms [2021-11-14 15:37:29 main:574] : INFO : Epoch 1864 | loss: 0.0311233 | val_loss: 0.0311786 | Time: 23909.3 ms [2021-11-14 15:38:25 main:574] : INFO : Epoch 1865 | loss: 0.0311273 | val_loss: 0.0311762 | Time: 55417.3 ms [2021-11-14 15:38:46 main:574] : INFO : Epoch 1866 | loss: 0.0311286 | val_loss: 0.0311854 | Time: 20890.1 ms [2021-11-14 15:39:07 main:574] : INFO : Epoch 1867 | loss: 0.0311275 | val_loss: 0.0311822 | Time: 20891.4 ms [2021-11-14 15:39:28 main:574] : INFO : Epoch 1868 | loss: 0.031127 | val_loss: 0.0311829 | Time: 21460.4 ms [2021-11-14 15:40:30 main:574] : INFO : Epoch 1869 | loss: 0.0311247 | val_loss: 0.031173 | Time: 61869.6 ms [2021-11-14 15:40:50 main:574] : INFO : Epoch 1870 | loss: 0.0311259 | val_loss: 0.0311859 | Time: 19992 ms [2021-11-14 15:41:13 main:574] : INFO : Epoch 1871 | loss: 0.0311245 | val_loss: 0.0311857 | Time: 22295.7 ms [2021-11-14 15:41:45 main:574] : INFO : Epoch 1872 | loss: 0.0311304 | val_loss: 0.0311722 | Time: 32416 ms [2021-11-14 15:42:07 main:574] : INFO : Epoch 1873 | loss: 0.0311345 | val_loss: 0.0311736 | Time: 21844.5 ms [2021-11-14 15:42:29 main:574] : INFO : Epoch 1874 | loss: 0.0311252 | val_loss: 0.0311793 | Time: 21519 ms [2021-11-14 15:42:54 main:574] : INFO : Epoch 1875 | loss: 0.0311243 | val_loss: 0.0311828 | Time: 25473.9 ms [2021-11-14 15:43:26 main:574] : INFO : Epoch 1876 | loss: 0.0311219 | val_loss: 0.0311822 | Time: 31552.1 ms [2021-11-14 15:43:48 main:574] : INFO : Epoch 1877 | loss: 0.0311268 | val_loss: 0.0311762 | Time: 21876.5 ms [2021-11-14 15:44:11 main:574] : INFO : Epoch 1878 | loss: 0.0311229 | val_loss: 0.031175 | Time: 23380.8 ms [2021-11-14 15:44:33 main:574] : INFO : Epoch 1879 | loss: 0.0311257 | val_loss: 0.0311862 | Time: 20997.5 ms [2021-11-14 15:44:55 main:574] : INFO : Epoch 1880 | loss: 0.0311199 | val_loss: 0.0311925 | Time: 22309.4 ms [2021-11-14 15:45:37 main:574] : INFO : Epoch 1881 | loss: 0.0311274 | val_loss: 0.0311791 | Time: 42188.4 ms [2021-11-14 15:45:58 main:574] : INFO : Epoch 1882 | loss: 0.0311283 | val_loss: 0.0311737 | Time: 20767 ms [2021-11-14 15:46:19 main:574] : INFO : Epoch 1883 | loss: 0.0311256 | val_loss: 0.0311892 | Time: 21261 ms [2021-11-14 15:46:40 main:574] : INFO : Epoch 1884 | loss: 0.0311274 | val_loss: 0.0311909 | Time: 20506.7 ms [2021-11-14 15:47:00 main:574] : INFO : Epoch 1885 | loss: 0.0311235 | val_loss: 0.0311773 | Time: 20342.2 ms [2021-11-14 15:47:21 main:574] : INFO : Epoch 1886 | loss: 0.0311242 | val_loss: 0.0311816 | Time: 20976.2 ms [2021-11-14 15:47:41 main:574] : INFO : Epoch 1887 | loss: 0.031123 | val_loss: 0.0311855 | Time: 19974.4 ms [2021-11-14 15:48:12 main:574] : INFO : Epoch 1888 | loss: 0.0311189 | val_loss: 0.0311873 | Time: 30370.7 ms [2021-11-14 15:48:32 main:574] : INFO : Epoch 1889 | loss: 0.0311187 | val_loss: 0.0311916 | Time: 19831.9 ms [2021-11-14 15:48:51 main:574] : INFO : Epoch 1890 | loss: 0.0311205 | val_loss: 0.0311831 | Time: 19462.2 ms [2021-11-14 15:49:12 main:574] : INFO : Epoch 1891 | loss: 0.0311263 | val_loss: 0.0311706 | Time: 20455.3 ms [2021-11-14 15:49:31 main:574] : INFO : Epoch 1892 | loss: 0.0311301 | val_loss: 0.0311934 | Time: 19236.5 ms [2021-11-14 15:49:52 main:574] : INFO : Epoch 1893 | loss: 0.0311256 | val_loss: 0.0311805 | Time: 20316.9 ms [2021-11-14 15:50:15 main:574] : INFO : Epoch 1894 | loss: 0.0311195 | val_loss: 0.031194 | Time: 22947.9 ms [2021-11-14 15:50:39 main:574] : INFO : Epoch 1895 | loss: 0.0311178 | val_loss: 0.0311757 | Time: 24782 ms [2021-11-14 15:51:12 main:574] : INFO : Epoch 1896 | loss: 0.0311201 | val_loss: 0.0311848 | Time: 32710.2 ms [2021-11-14 15:51:33 main:574] : INFO : Epoch 1897 | loss: 0.0311173 | val_loss: 0.0311749 | Time: 20866.5 ms [2021-11-14 15:51:56 main:574] : INFO : Epoch 1898 | loss: 0.031119 | val_loss: 0.0311817 | Time: 22808.1 ms [2021-11-14 15:52:32 main:574] : INFO : Epoch 1899 | loss: 0.0311232 | val_loss: 0.0311962 | Time: 35657.9 ms [2021-11-14 15:52:54 main:574] : INFO : Epoch 1900 | loss: 0.0311196 | val_loss: 0.0311906 | Time: 21631 ms [2021-11-14 15:53:26 main:574] : INFO : Epoch 1901 | loss: 0.03112 | val_loss: 0.031174 | Time: 32655.6 ms [2021-11-14 15:53:48 main:574] : INFO : Epoch 1902 | loss: 0.031124 | val_loss: 0.0311881 | Time: 21782.1 ms [2021-11-14 15:54:09 main:574] : INFO : Epoch 1903 | loss: 0.031124 | val_loss: 0.0311898 | Time: 20712 ms [2021-11-14 15:54:31 main:574] : INFO : Epoch 1904 | loss: 0.0311199 | val_loss: 0.0311835 | Time: 22177.6 ms [2021-11-14 15:54:51 main:574] : INFO : Epoch 1905 | loss: 0.0311236 | val_loss: 0.0311843 | Time: 19878.1 ms [2021-11-14 15:55:23 main:574] : INFO : Epoch 1906 | loss: 0.0311201 | val_loss: 0.0311824 | Time: 32064.9 ms [2021-11-14 15:55:47 main:574] : INFO : Epoch 1907 | loss: 0.0311202 | val_loss: 0.031188 | Time: 23272.1 ms [2021-11-14 15:56:11 main:574] : INFO : Epoch 1908 | loss: 0.0311176 | val_loss: 0.0311872 | Time: 24065.5 ms [2021-11-14 15:57:12 main:574] : INFO : Epoch 1909 | loss: 0.0311198 | val_loss: 0.031177 | Time: 61618.8 ms [2021-11-14 15:57:33 main:574] : INFO : Epoch 1910 | loss: 0.0311201 | val_loss: 0.0311956 | Time: 20948.2 ms [2021-11-14 15:57:54 main:574] : INFO : Epoch 1911 | loss: 0.0311184 | val_loss: 0.0311716 | Time: 20387.6 ms [2021-11-14 15:58:37 main:574] : INFO : Epoch 1912 | loss: 0.0311165 | val_loss: 0.0311978 | Time: 32656.3 ms [2021-11-14 15:58:57 main:574] : INFO : Epoch 1913 | loss: 0.0311223 | val_loss: 0.0311768 | Time: 19936.5 ms [2021-11-14 15:59:19 main:574] : INFO : Epoch 1914 | loss: 0.0311189 | val_loss: 0.0311802 | Time: 22210.7 ms [2021-11-14 15:59:41 main:574] : INFO : Epoch 1915 | loss: 0.0311151 | val_loss: 0.031191 | Time: 21805 ms [2021-11-14 16:00:02 main:574] : INFO : Epoch 1916 | loss: 0.0311134 | val_loss: 0.0311901 | Time: 21276.4 ms [2021-11-14 16:00:58 main:574] : INFO : Epoch 1917 | loss: 0.0311183 | val_loss: 0.0311903 | Time: 55897.4 ms [2021-11-14 16:01:24 main:574] : INFO : Epoch 1918 | loss: 0.0311174 | val_loss: 0.0311792 | Time: 25688.1 ms [2021-11-14 16:01:45 main:574] : INFO : Epoch 1919 | loss: 0.0311148 | val_loss: 0.0311802 | Time: 21446.7 ms [2021-11-14 16:02:18 main:574] : INFO : Epoch 1920 | loss: 0.0311148 | val_loss: 0.0311926 | Time: 32624.6 ms [2021-11-14 16:02:41 main:574] : INFO : Epoch 1921 | loss: 0.0311152 | val_loss: 0.0311924 | Time: 22775.5 ms [2021-11-14 16:03:07 main:574] : INFO : Epoch 1922 | loss: 0.0311169 | val_loss: 0.0311826 | Time: 25394.9 ms [2021-11-14 16:03:53 main:574] : INFO : Epoch 1923 | loss: 0.031115 | val_loss: 0.0311933 | Time: 46001.9 ms [2021-11-14 16:04:14 main:574] : INFO : Epoch 1924 | loss: 0.0311229 | val_loss: 0.0311918 | Time: 21089 ms [2021-11-14 16:04:34 main:574] : INFO : Epoch 1925 | loss: 0.0311158 | val_loss: 0.0311873 | Time: 20469.2 ms [2021-11-14 16:04:56 main:574] : INFO : Epoch 1926 | loss: 0.0311191 | val_loss: 0.0311862 | Time: 21323.5 ms [2021-11-14 16:05:16 main:574] : INFO : Epoch 1927 | loss: 0.0311196 | val_loss: 0.0311903 | Time: 20826.5 ms [2021-11-14 16:06:00 main:574] : INFO : Epoch 1928 | loss: 0.0311168 | val_loss: 0.0311803 | Time: 43304.4 ms [2021-11-14 16:06:22 main:574] : INFO : Epoch 1929 | loss: 0.0311127 | val_loss: 0.0311871 | Time: 21660.9 ms [2021-11-14 16:06:43 main:574] : INFO : Epoch 1930 | loss: 0.0311187 | val_loss: 0.0311837 | Time: 21092.5 ms [2021-11-14 16:07:04 main:574] : INFO : Epoch 1931 | loss: 0.0311161 | val_loss: 0.0311815 | Time: 20971.6 ms [2021-11-14 16:07:27 main:574] : INFO : Epoch 1932 | loss: 0.0311136 | val_loss: 0.0311794 | Time: 22607.8 ms [2021-11-14 16:07:47 main:574] : INFO : Epoch 1933 | loss: 0.0311171 | val_loss: 0.031204 | Time: 20354 ms [2021-11-14 16:08:10 main:574] : INFO : Epoch 1934 | loss: 0.03111 | val_loss: 0.0311835 | Time: 22646.3 ms [2021-11-14 16:08:30 main:574] : INFO : Epoch 1935 | loss: 0.0311193 | val_loss: 0.0312047 | Time: 20313.5 ms [2021-11-14 16:09:12 main:574] : INFO : Epoch 1936 | loss: 0.0311165 | val_loss: 0.0311767 | Time: 41515.2 ms [2021-11-14 16:09:34 main:574] : INFO : Epoch 1937 | loss: 0.0311128 | val_loss: 0.0311993 | Time: 21578 ms [2021-11-14 16:09:56 main:574] : INFO : Epoch 1938 | loss: 0.0311091 | val_loss: 0.0311861 | Time: 22308.2 ms [2021-11-14 16:10:18 main:574] : INFO : Epoch 1939 | loss: 0.0311099 | val_loss: 0.0311857 | Time: 22007.4 ms [2021-11-14 16:10:41 main:574] : INFO : Epoch 1940 | loss: 0.031109 | val_loss: 0.0311854 | Time: 22609.2 ms [2021-11-14 16:11:18 main:574] : INFO : Epoch 1941 | loss: 0.0311143 | val_loss: 0.0311836 | Time: 37580 ms [2021-11-14 16:11:54 main:574] : INFO : Epoch 1942 | loss: 0.0311169 | val_loss: 0.0311802 | Time: 35329.4 ms [2021-11-14 16:12:16 main:574] : INFO : Epoch 1943 | loss: 0.0311162 | val_loss: 0.0311935 | Time: 22728.9 ms [2021-11-14 16:12:38 main:574] : INFO : Epoch 1944 | loss: 0.0311211 | val_loss: 0.0311879 | Time: 21390 ms [2021-11-14 16:13:00 main:574] : INFO : Epoch 1945 | loss: 0.0311133 | val_loss: 0.0311841 | Time: 21313.4 ms [2021-11-14 16:13:22 main:574] : INFO : Epoch 1946 | loss: 0.0311115 | val_loss: 0.0311917 | Time: 22326.1 ms [2021-11-14 16:14:05 main:574] : INFO : Epoch 1947 | loss: 0.0311094 | val_loss: 0.0311941 | Time: 42723.3 ms [2021-11-14 16:14:25 main:574] : INFO : Epoch 1948 | loss: 0.0311074 | val_loss: 0.0311944 | Time: 20664.4 ms [2021-11-14 16:14:47 main:574] : INFO : Epoch 1949 | loss: 0.0311114 | val_loss: 0.0311908 | Time: 21682.2 ms [2021-11-14 16:15:08 main:574] : INFO : Epoch 1950 | loss: 0.0311124 | val_loss: 0.0311865 | Time: 20698.5 ms [2021-11-14 16:15:29 main:574] : INFO : Epoch 1951 | loss: 0.0311099 | val_loss: 0.0311909 | Time: 20872.2 ms [2021-11-14 16:15:50 main:574] : INFO : Epoch 1952 | loss: 0.0311109 | val_loss: 0.0311891 | Time: 21581.6 ms [2021-11-14 16:16:32 main:574] : INFO : Epoch 1953 | loss: 0.031121 | val_loss: 0.0311971 | Time: 41758.7 ms [2021-11-14 16:16:54 main:574] : INFO : Epoch 1954 | loss: 0.0311172 | val_loss: 0.0311761 | Time: 21267.6 ms [2021-11-14 16:17:14 main:574] : INFO : Epoch 1955 | loss: 0.0311155 | val_loss: 0.0311906 | Time: 20388 ms [2021-11-14 16:17:46 main:574] : INFO : Epoch 1956 | loss: 0.0311083 | val_loss: 0.0311881 | Time: 31777.7 ms [2021-11-14 16:18:06 main:574] : INFO : Epoch 1957 | loss: 0.0311097 | val_loss: 0.0311878 | Time: 20368.3 ms [2021-11-14 16:18:29 main:574] : INFO : Epoch 1958 | loss: 0.0311106 | val_loss: 0.0311912 | Time: 22442.3 ms [2021-11-14 16:18:51 main:574] : INFO : Epoch 1959 | loss: 0.0311161 | val_loss: 0.0311985 | Time: 21929.4 ms [2021-11-14 16:19:24 main:574] : INFO : Epoch 1960 | loss: 0.0311141 | val_loss: 0.0311873 | Time: 32853.4 ms [2021-11-14 16:19:44 main:574] : INFO : Epoch 1961 | loss: 0.0311082 | val_loss: 0.0311958 | Time: 20284.6 ms [2021-11-14 16:21:01 main:574] : INFO : Epoch 1962 | loss: 0.0311058 | val_loss: 0.0311809 | Time: 76916.5 ms [2021-11-14 16:21:33 main:574] : INFO : Epoch 1963 | loss: 0.0311076 | val_loss: 0.0311893 | Time: 31282.1 ms [2021-11-14 16:21:56 main:574] : INFO : Epoch 1964 | loss: 0.0311106 | val_loss: 0.0311951 | Time: 22966.7 ms [2021-11-14 16:22:17 main:574] : INFO : Epoch 1965 | loss: 0.0311052 | val_loss: 0.0311925 | Time: 21612.6 ms [2021-11-14 16:22:50 main:574] : INFO : Epoch 1966 | loss: 0.0311017 | val_loss: 0.0312056 | Time: 32233.3 ms [2021-11-14 16:23:26 main:574] : INFO : Epoch 1967 | loss: 0.0311143 | val_loss: 0.0311782 | Time: 36498.3 ms [2021-11-14 16:24:02 main:574] : INFO : Epoch 1968 | loss: 0.0311167 | val_loss: 0.031191 | Time: 35721.6 ms [2021-11-14 16:24:26 main:574] : INFO : Epoch 1969 | loss: 0.0311087 | val_loss: 0.0311918 | Time: 23727 ms [2021-11-14 16:24:46 main:574] : INFO : Epoch 1970 | loss: 0.0311041 | val_loss: 0.0311952 | Time: 20049.8 ms [2021-11-14 16:25:07 main:574] : INFO : Epoch 1971 | loss: 0.0311008 | val_loss: 0.0311841 | Time: 20627 ms [2021-11-14 16:25:27 main:574] : INFO : Epoch 1972 | loss: 0.0311015 | val_loss: 0.0311896 | Time: 20819.6 ms [2021-11-14 16:25:47 main:574] : INFO : Epoch 1973 | loss: 0.0311126 | val_loss: 0.0311856 | Time: 19751.9 ms [2021-11-14 16:26:08 main:574] : INFO : Epoch 1974 | loss: 0.0311209 | val_loss: 0.0311816 | Time: 20987.3 ms [2021-11-14 16:27:09 main:574] : INFO : Epoch 1975 | loss: 0.0311154 | val_loss: 0.0311893 | Time: 60383 ms [2021-11-14 16:27:29 main:574] : INFO : Epoch 1976 | loss: 0.0311139 | val_loss: 0.0311821 | Time: 20213.5 ms [2021-11-14 16:27:49 main:574] : INFO : Epoch 1977 | loss: 0.0311127 | val_loss: 0.0311909 | Time: 19741.2 ms [2021-11-14 16:28:09 main:574] : INFO : Epoch 1978 | loss: 0.0311139 | val_loss: 0.0311864 | Time: 20628.7 ms [2021-11-14 16:28:31 main:574] : INFO : Epoch 1979 | loss: 0.0311132 | val_loss: 0.0311836 | Time: 21155.6 ms [2021-11-14 16:28:52 main:574] : INFO : Epoch 1980 | loss: 0.0311178 | val_loss: 0.0311786 | Time: 21452.4 ms [2021-11-14 16:29:35 main:574] : INFO : Epoch 1981 | loss: 0.0311143 | val_loss: 0.0311994 | Time: 42437.6 ms [2021-11-14 16:29:55 main:574] : INFO : Epoch 1982 | loss: 0.0311143 | val_loss: 0.0311913 | Time: 20787.6 ms [2021-11-14 16:30:17 main:574] : INFO : Epoch 1983 | loss: 0.0311119 | val_loss: 0.0311977 | Time: 21408.6 ms [2021-11-14 16:30:38 main:574] : INFO : Epoch 1984 | loss: 0.0311197 | val_loss: 0.0311758 | Time: 20785 ms [2021-11-14 16:30:59 main:574] : INFO : Epoch 1985 | loss: 0.0311093 | val_loss: 0.0311962 | Time: 21428.4 ms [2021-11-14 16:31:22 main:574] : INFO : Epoch 1986 | loss: 0.0311045 | val_loss: 0.0311849 | Time: 22423.5 ms [2021-11-14 16:32:03 main:574] : INFO : Epoch 1987 | loss: 0.0311073 | val_loss: 0.0311937 | Time: 41645.8 ms [2021-11-14 16:32:24 main:574] : INFO : Epoch 1988 | loss: 0.0311103 | val_loss: 0.0311793 | Time: 20018.4 ms [2021-11-14 16:32:56 main:574] : INFO : Epoch 1989 | loss: 0.0311123 | val_loss: 0.0311838 | Time: 32621.7 ms [2021-11-14 16:33:19 main:574] : INFO : Epoch 1990 | loss: 0.031121 | val_loss: 0.0311881 | Time: 22885.1 ms [2021-11-14 16:33:42 main:574] : INFO : Epoch 1991 | loss: 0.0311228 | val_loss: 0.0311894 | Time: 22537.8 ms [2021-11-14 16:34:03 main:574] : INFO : Epoch 1992 | loss: 0.0311131 | val_loss: 0.031191 | Time: 21025.9 ms [2021-11-14 16:34:47 main:574] : INFO : Epoch 1993 | loss: 0.0311064 | val_loss: 0.0311981 | Time: 43962.3 ms [2021-11-14 16:35:07 main:574] : INFO : Epoch 1994 | loss: 0.0310998 | val_loss: 0.0312001 | Time: 20217.4 ms [2021-11-14 16:35:29 main:574] : INFO : Epoch 1995 | loss: 0.031101 | val_loss: 0.031195 | Time: 21233.2 ms [2021-11-14 16:35:50 main:574] : INFO : Epoch 1996 | loss: 0.0311037 | val_loss: 0.0311983 | Time: 21279.2 ms [2021-11-14 16:36:12 main:574] : INFO : Epoch 1997 | loss: 0.031104 | val_loss: 0.0311974 | Time: 21852.8 ms [2021-11-14 16:36:34 main:574] : INFO : Epoch 1998 | loss: 0.0311054 | val_loss: 0.0311923 | Time: 22220 ms [2021-11-14 16:37:07 main:574] : INFO : Epoch 1999 | loss: 0.0311067 | val_loss: 0.0311973 | Time: 32821 ms [2021-11-14 16:37:38 main:574] : INFO : Epoch 2000 | loss: 0.0311072 | val_loss: 0.0312164 | Time: 31198.8 ms [2021-11-14 16:38:01 main:574] : INFO : Epoch 2001 | loss: 0.0311086 | val_loss: 0.031191 | Time: 22730.5 ms [2021-11-14 16:38:23 main:574] : INFO : Epoch 2002 | loss: 0.0311055 | val_loss: 0.0311955 | Time: 21530.1 ms [2021-11-14 16:38:44 main:574] : INFO : Epoch 2003 | loss: 0.0311075 | val_loss: 0.0312003 | Time: 20877.5 ms [2021-11-14 16:39:06 main:574] : INFO : Epoch 2004 | loss: 0.031109 | val_loss: 0.0311881 | Time: 22050.2 ms [2021-11-14 16:39:28 main:574] : INFO : Epoch 2005 | loss: 0.0311091 | val_loss: 0.0311906 | Time: 21846.3 ms [2021-11-14 16:40:52 main:574] : INFO : Epoch 2006 | loss: 0.0311076 | val_loss: 0.0311867 | Time: 83899.4 ms [2021-11-14 16:41:16 main:574] : INFO : Epoch 2007 | loss: 0.0311062 | val_loss: 0.0311899 | Time: 24236 ms [2021-11-14 16:41:37 main:574] : INFO : Epoch 2008 | loss: 0.0311034 | val_loss: 0.0312093 | Time: 21321.4 ms [2021-11-14 16:42:12 main:574] : INFO : Epoch 2009 | loss: 0.0310982 | val_loss: 0.0311907 | Time: 34559.4 ms [2021-11-14 16:42:33 main:574] : INFO : Epoch 2010 | loss: 0.0311008 | val_loss: 0.0311966 | Time: 21502.2 ms [2021-11-14 16:42:54 main:574] : INFO : Epoch 2011 | loss: 0.0311032 | val_loss: 0.0311842 | Time: 20037.2 ms [2021-11-14 16:43:16 main:574] : INFO : Epoch 2012 | loss: 0.0311031 | val_loss: 0.0312072 | Time: 22194.4 ms [2021-11-14 16:43:38 main:574] : INFO : Epoch 2013 | loss: 0.031108 | val_loss: 0.0311719 | Time: 21399.9 ms [2021-11-14 16:43:59 main:574] : INFO : Epoch 2014 | loss: 0.0311103 | val_loss: 0.0312061 | Time: 21690.6 ms [2021-11-14 16:44:22 main:574] : INFO : Epoch 2015 | loss: 0.0311047 | val_loss: 0.0311947 | Time: 22412.1 ms [2021-11-14 16:45:06 main:574] : INFO : Epoch 2016 | loss: 0.0310979 | val_loss: 0.031201 | Time: 43603.3 ms [2021-11-14 16:45:26 main:574] : INFO : Epoch 2017 | loss: 0.0311134 | val_loss: 0.0312026 | Time: 20425.2 ms [2021-11-14 16:45:47 main:574] : INFO : Epoch 2018 | loss: 0.0311078 | val_loss: 0.0312105 | Time: 21048 ms [2021-11-14 16:46:22 main:574] : INFO : Epoch 2019 | loss: 0.0311059 | val_loss: 0.031187 | Time: 34771.6 ms [2021-11-14 16:46:56 main:574] : INFO : Epoch 2020 | loss: 0.0311011 | val_loss: 0.0311962 | Time: 33997.9 ms [2021-11-14 16:47:30 main:574] : INFO : Epoch 2021 | loss: 0.0311008 | val_loss: 0.0312048 | Time: 33866.6 ms [2021-11-14 16:47:51 main:574] : INFO : Epoch 2022 | loss: 0.0311021 | val_loss: 0.0312102 | Time: 20414.3 ms [2021-11-14 16:48:13 main:574] : INFO : Epoch 2023 | loss: 0.0311015 | val_loss: 0.0311941 | Time: 21877.7 ms [2021-11-14 16:48:34 main:574] : INFO : Epoch 2024 | loss: 0.0311075 | val_loss: 0.0311959 | Time: 21332.3 ms [2021-11-14 16:49:07 main:574] : INFO : Epoch 2025 | loss: 0.0311048 | val_loss: 0.0311891 | Time: 33338.4 ms [2021-11-14 16:49:32 main:574] : INFO : Epoch 2026 | loss: 0.0310954 | val_loss: 0.0312075 | Time: 24766.4 ms [2021-11-14 16:50:23 main:574] : INFO : Epoch 2027 | loss: 0.0311026 | val_loss: 0.031213 | Time: 50329.4 ms [2021-11-14 16:51:11 main:574] : INFO : Epoch 2028 | loss: 0.0310984 | val_loss: 0.0312028 | Time: 48551.5 ms [2021-11-14 16:51:32 main:574] : INFO : Epoch 2029 | loss: 0.0311036 | val_loss: 0.0311967 | Time: 20975.3 ms [2021-11-14 16:51:54 main:574] : INFO : Epoch 2030 | loss: 0.0311038 | val_loss: 0.0312032 | Time: 21446.9 ms [2021-11-14 16:52:29 main:574] : INFO : Epoch 2031 | loss: 0.0310973 | val_loss: 0.0311881 | Time: 34953.9 ms [2021-11-14 16:52:51 main:574] : INFO : Epoch 2032 | loss: 0.0311038 | val_loss: 0.0311949 | Time: 21614.7 ms [2021-11-14 16:53:13 main:574] : INFO : Epoch 2033 | loss: 0.0311022 | val_loss: 0.0312105 | Time: 22166.6 ms [2021-11-14 16:53:34 main:574] : INFO : Epoch 2034 | loss: 0.0311017 | val_loss: 0.0312027 | Time: 21261.2 ms [2021-11-14 16:53:55 main:574] : INFO : Epoch 2035 | loss: 0.0311029 | val_loss: 0.0312008 | Time: 20724.7 ms [2021-11-14 16:54:17 main:574] : INFO : Epoch 2036 | loss: 0.0311005 | val_loss: 0.0311959 | Time: 21464.2 ms [2021-11-14 16:54:38 main:574] : INFO : Epoch 2037 | loss: 0.0311007 | val_loss: 0.0312014 | Time: 21640.7 ms [2021-11-14 16:55:23 main:574] : INFO : Epoch 2038 | loss: 0.0310995 | val_loss: 0.0311931 | Time: 44448.8 ms [2021-11-14 16:55:43 main:574] : INFO : Epoch 2039 | loss: 0.0310972 | val_loss: 0.0312118 | Time: 20121.5 ms [2021-11-14 16:56:08 main:574] : INFO : Epoch 2040 | loss: 0.0311006 | val_loss: 0.0311937 | Time: 25330.5 ms [2021-11-14 16:57:50 main:574] : INFO : Epoch 2041 | loss: 0.0310999 | val_loss: 0.0312039 | Time: 101595 ms [2021-11-14 16:58:26 main:574] : INFO : Epoch 2042 | loss: 0.0310972 | val_loss: 0.0312105 | Time: 35848.1 ms [2021-11-14 16:59:03 main:574] : INFO : Epoch 2043 | loss: 0.0310982 | val_loss: 0.0312314 | Time: 36176.2 ms [2021-11-14 16:59:28 main:574] : INFO : Epoch 2044 | loss: 0.0311003 | val_loss: 0.0312013 | Time: 25571.8 ms [2021-11-14 17:00:05 main:574] : INFO : Epoch 2045 | loss: 0.0311007 | val_loss: 0.0311918 | Time: 36733.6 ms [2021-11-14 17:00:38 main:574] : INFO : Epoch 2046 | loss: 0.031097 | val_loss: 0.031201 | Time: 32589.6 ms [2021-11-14 17:00:58 main:574] : INFO : Epoch 2047 | loss: 0.0310967 | val_loss: 0.0312089 | Time: 20804.6 ms [2021-11-14 17:01:21 main:574] : INFO : Epoch 2048 | loss: 0.0310982 | val_loss: 0.0312246 | Time: 22253.3 ms [2021-11-14 17:01:21 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312246 [2021-11-14 17:01:21 main:603] : INFO : Saving end state to config to file [2021-11-14 17:01:22 main:608] : INFO : Success, exiting.. 17:01:22 (24660): 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)