| Name | ParityMachine-1624574829-11384-0_0 |
| Workunit | 3304169 |
| Created | 24 Jun 2021, 22:47:10 UTC |
| Sent | 25 Jun 2021, 14:32:51 UTC |
| Report deadline | 3 Jul 2021, 14:32:51 UTC |
| Received | 26 Jun 2021, 22:49:55 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 6310 |
| Run time | 1 hours 47 min 11 sec |
| CPU time | 1 hours 45 min 47 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,131.70 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.64 GB |
| Peak swap size | 3.59 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> n:574] : INFO : Epoch 1591 | loss: 0.0310681 | val_loss: 0.0312002 | Time: 3081.38 ms [2021-06-26 22:13:21 main:574] : INFO : Epoch 1592 | loss: 0.0310719 | val_loss: 0.0311951 | Time: 3081.2 ms [2021-06-26 22:13:24 main:574] : INFO : Epoch 1593 | loss: 0.0310749 | val_loss: 0.0311896 | Time: 3065.75 ms [2021-06-26 22:13:28 main:574] : INFO : Epoch 1594 | loss: 0.0310835 | val_loss: 0.0311894 | Time: 3073.61 ms [2021-06-26 22:13:31 main:574] : INFO : Epoch 1595 | loss: 0.0310808 | val_loss: 0.0311875 | Time: 3074.88 ms [2021-06-26 22:13:34 main:574] : INFO : Epoch 1596 | loss: 0.0310775 | val_loss: 0.0311908 | Time: 3074.67 ms [2021-06-26 22:13:37 main:574] : INFO : Epoch 1597 | loss: 0.0310771 | val_loss: 0.0311871 | Time: 3087.48 ms [2021-06-26 22:13:40 main:574] : INFO : Epoch 1598 | loss: 0.0310707 | val_loss: 0.0311963 | Time: 3086.34 ms [2021-06-26 22:13:43 main:574] : INFO : Epoch 1599 | loss: 0.0310699 | val_loss: 0.0311899 | Time: 3073.88 ms [2021-06-26 22:13:46 main:574] : INFO : Epoch 1600 | loss: 0.0310785 | val_loss: 0.0311782 | Time: 3078.22 ms [2021-06-26 22:13:49 main:574] : INFO : Epoch 1601 | loss: 0.0311195 | val_loss: 0.031171 | Time: 3076.5 ms [2021-06-26 22:13:52 main:574] : INFO : Epoch 1602 | loss: 0.031114 | val_loss: 0.0311696 | Time: 3075.12 ms [2021-06-26 22:13:55 main:574] : INFO : Epoch 1603 | loss: 0.0311066 | val_loss: 0.0311748 | Time: 3081.82 ms [2021-06-26 22:13:58 main:574] : INFO : Epoch 1604 | loss: 0.0310979 | val_loss: 0.0311748 | Time: 3067.56 ms [2021-06-26 22:14:01 main:574] : INFO : Epoch 1605 | loss: 0.0310896 | val_loss: 0.031185 | Time: 3108.48 ms [2021-06-26 22:14:05 main:574] : INFO : Epoch 1606 | loss: 0.0310873 | val_loss: 0.0311806 | Time: 3085.69 ms [2021-06-26 22:14:08 main:574] : INFO : Epoch 1607 | loss: 0.0310875 | val_loss: 0.0311766 | Time: 3074.14 ms [2021-06-26 22:14:11 main:574] : INFO : Epoch 1608 | loss: 0.0311049 | val_loss: 0.0311773 | Time: 3071.4 ms [2021-06-26 22:14:14 main:574] : INFO : Epoch 1609 | loss: 0.031112 | val_loss: 0.0311749 | Time: 3111.34 ms [2021-06-26 22:14:17 main:574] : INFO : Epoch 1610 | loss: 0.031111 | val_loss: 0.0311737 | Time: 3079.94 ms [2021-06-26 22:14:20 main:574] : INFO : Epoch 1611 | loss: 0.0311069 | val_loss: 0.0311721 | Time: 3080.28 ms [2021-06-26 22:14:23 main:574] : INFO : Epoch 1612 | loss: 0.031527 | val_loss: 0.0337753 | Time: 3083.87 ms [2021-06-26 22:14:26 main:574] : INFO : Epoch 1613 | loss: 0.0329571 | val_loss: 0.0314353 | Time: 3108.05 ms [2021-06-26 22:14:29 main:574] : INFO : Epoch 1614 | loss: 0.0313266 | val_loss: 0.0312568 | Time: 3072.72 ms [2021-06-26 22:14:32 main:574] : INFO : Epoch 1615 | loss: 0.0312225 | val_loss: 0.0311859 | Time: 3083.64 ms [2021-06-26 22:14:35 main:574] : INFO : Epoch 1616 | loss: 0.0311812 | val_loss: 0.0311838 | Time: 3088.47 ms [2021-06-26 22:14:39 main:574] : INFO : Epoch 1617 | loss: 0.0311748 | val_loss: 0.0311708 | Time: 3079.67 ms [2021-06-26 22:14:42 main:574] : INFO : Epoch 1618 | loss: 0.0311628 | val_loss: 0.0311658 | Time: 3099.75 ms [2021-06-26 22:14:45 main:574] : INFO : Epoch 1619 | loss: 0.0311626 | val_loss: 0.0311732 | Time: 3093.46 ms [2021-06-26 22:14:48 main:574] : INFO : Epoch 1620 | loss: 0.0311604 | val_loss: 0.0311687 | Time: 3078.71 ms [2021-06-26 22:14:51 main:574] : INFO : Epoch 1621 | loss: 0.0311603 | val_loss: 0.0311614 | Time: 3082.82 ms [2021-06-26 22:14:54 main:574] : INFO : Epoch 1622 | loss: 0.0311557 | val_loss: 0.0311609 | Time: 3085.04 ms [2021-06-26 22:14:57 main:574] : INFO : Epoch 1623 | loss: 0.0311534 | val_loss: 0.0311624 | Time: 3090.41 ms [2021-06-26 22:15:00 main:574] : INFO : Epoch 1624 | loss: 0.0311522 | val_loss: 0.0311602 | Time: 3095.98 ms [2021-06-26 22:15:03 main:574] : INFO : Epoch 1625 | loss: 0.0311541 | val_loss: 0.0311711 | Time: 3085.01 ms [2021-06-26 22:15:06 main:574] : INFO : Epoch 1626 | loss: 0.031153 | val_loss: 0.0311598 | Time: 3105.91 ms [2021-06-26 22:15:09 main:574] : INFO : Epoch 1627 | loss: 0.0311531 | val_loss: 0.0311632 | Time: 3083.94 ms [2021-06-26 22:15:13 main:574] : INFO : Epoch 1628 | loss: 0.0311483 | val_loss: 0.0311579 | Time: 3095.34 ms [2021-06-26 22:15:16 main:574] : INFO : Epoch 1629 | loss: 0.0311462 | val_loss: 0.031157 | Time: 3081.64 ms [2021-06-26 22:15:19 main:574] : INFO : Epoch 1630 | loss: 0.0311442 | val_loss: 0.0311566 | Time: 3087.07 ms [2021-06-26 22:15:22 main:574] : INFO : Epoch 1631 | loss: 0.0311444 | val_loss: 0.0311552 | Time: 3085.82 ms [2021-06-26 22:15:25 main:574] : INFO : Epoch 1632 | loss: 0.0311441 | val_loss: 0.0311554 | Time: 3096.32 ms [2021-06-26 22:15:28 main:574] : INFO : Epoch 1633 | loss: 0.0311397 | val_loss: 0.0311555 | Time: 3095.76 ms [2021-06-26 22:15:31 main:574] : INFO : Epoch 1634 | loss: 0.0311392 | val_loss: 0.0311618 | Time: 3068.23 ms [2021-06-26 22:15:34 main:574] : INFO : Epoch 1635 | loss: 0.0311394 | val_loss: 0.0311597 | Time: 3109.82 ms [2021-06-26 22:15:37 main:574] : INFO : Epoch 1636 | loss: 0.0311388 | val_loss: 0.0311559 | Time: 3061.53 ms [2021-06-26 22:15:40 main:574] : INFO : Epoch 1637 | loss: 0.0311358 | val_loss: 0.031162 | Time: 3097.66 ms [2021-06-26 22:15:44 main:574] : INFO : Epoch 1638 | loss: 0.0311353 | val_loss: 0.0311574 | Time: 3090.41 ms [2021-06-26 22:15:47 main:574] : INFO : Epoch 1639 | loss: 0.0311366 | val_loss: 0.0311578 | Time: 3104.07 ms [2021-06-26 22:15:50 main:574] : INFO : Epoch 1640 | loss: 0.031133 | val_loss: 0.031155 | Time: 3092.5 ms [2021-06-26 22:15:53 main:574] : INFO : Epoch 1641 | loss: 0.0311317 | val_loss: 0.0311561 | Time: 3081.22 ms [2021-06-26 22:15:56 main:574] : INFO : Epoch 1642 | loss: 0.0311304 | val_loss: 0.0311549 | Time: 3089.92 ms [2021-06-26 22:15:59 main:574] : INFO : Epoch 1643 | loss: 0.0311307 | val_loss: 0.0311622 | Time: 3091.91 ms [2021-06-26 22:16:02 main:574] : INFO : Epoch 1644 | loss: 0.031131 | val_loss: 0.0311571 | Time: 3087.73 ms [2021-06-26 22:16:05 main:574] : INFO : Epoch 1645 | loss: 0.031131 | val_loss: 0.0311585 | Time: 3075.01 ms [2021-06-26 22:16:08 main:574] : INFO : Epoch 1646 | loss: 0.0311306 | val_loss: 0.0311595 | Time: 3092.95 ms [2021-06-26 22:16:11 main:574] : INFO : Epoch 1647 | loss: 0.0311312 | val_loss: 0.0311562 | Time: 3093.29 ms [2021-06-26 22:16:14 main:574] : INFO : Epoch 1648 | loss: 0.0311283 | val_loss: 0.0311592 | Time: 3115.08 ms [2021-06-26 22:16:18 main:574] : INFO : Epoch 1649 | loss: 0.0311303 | val_loss: 0.0311598 | Time: 3115.82 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GT 1030) [2021-06-27 07:08:04 main:435] : INFO : Set logging level to 1 [2021-06-27 07:08:04 main:441] : INFO : Running in BOINC Client mode [2021-06-27 07:08:04 main:444] : INFO : Resolving all filenames [2021-06-27 07:08:04 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-06-27 07:08:04 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1624574829-11384-0_0_r1893554496_1 (exists = 1) [2021-06-27 07:08:04 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1624574829-11384-0_0_r1893554496_0 (exists = 0) [2021-06-27 07:08:04 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-06-27 07:08:04 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-06-27 07:08:04 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-06-27 07:08:04 main:474] : INFO : Configuration: [2021-06-27 07:08:04 main:475] : INFO : Model type: GRU [2021-06-27 07:08:04 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-06-27 07:08:04 main:477] : INFO : Max Epochs: 2048 [2021-06-27 07:08:04 main:478] : INFO : Batch Size: 128 [2021-06-27 07:08:04 main:479] : INFO : Learning Rate: 0.01 [2021-06-27 07:08:04 main:480] : INFO : Patience: 10 [2021-06-27 07:08:04 main:481] : INFO : Hidden Width: 12 [2021-06-27 07:08:04 main:482] : INFO : # Recurrent Layers: 4 [2021-06-27 07:08:04 main:483] : INFO : # Backend Layers: 4 [2021-06-27 07:08:04 main:484] : INFO : # Threads: 1 [2021-06-27 07:08:04 main:486] : INFO : Preparing Dataset [2021-06-27 07:08:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-27 07:08:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-27 07:08:07 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-06-27 07:08:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-27 07:08:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-27 07:08:07 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-06-27 07:08:07 main:494] : INFO : Creating Model [2021-06-27 07:08:07 main:507] : INFO : Preparing config file [2021-06-27 07:08:07 main:511] : INFO : Found checkpoint, attempting to load... [2021-06-27 07:08:07 main:512] : INFO : Loading config [2021-06-27 07:08:07 main:514] : INFO : Loading state [2021-06-27 07:08:09 main:559] : INFO : Loading DataLoader into Memory [2021-06-27 07:08:09 main:562] : INFO : Starting Training [2021-06-27 07:08:13 main:574] : INFO : Epoch 1630 | loss: 0.0317584 | val_loss: 0.031291 | Time: 4030.7 ms [2021-06-27 07:08:16 main:574] : INFO : Epoch 1631 | loss: 0.031229 | val_loss: 0.0312107 | Time: 3109.52 ms [2021-06-27 07:08:19 main:574] : INFO : Epoch 1632 | loss: 0.0311699 | val_loss: 0.0311648 | Time: 3103.81 ms [2021-06-27 07:08:22 main:574] : INFO : Epoch 1633 | loss: 0.0311456 | val_loss: 0.0311546 | Time: 3087.84 ms [2021-06-27 07:08:25 main:574] : INFO : Epoch 1634 | loss: 0.0311374 | val_loss: 0.0311586 | Time: 3097.74 ms [2021-06-27 07:08:28 main:574] : INFO : Epoch 1635 | loss: 0.0311358 | val_loss: 0.0311549 | Time: 3072.38 ms [2021-06-27 07:08:31 main:574] : INFO : Epoch 1636 | loss: 0.0311349 | val_loss: 0.0311589 | Time: 3076.09 ms [2021-06-27 07:08:35 main:574] : INFO : Epoch 1637 | loss: 0.0311306 | val_loss: 0.0311606 | Time: 3062.57 ms [2021-06-27 07:08:38 main:574] : INFO : Epoch 1638 | loss: 0.0311307 | val_loss: 0.0311578 | Time: 3045.82 ms [2021-06-27 07:08:41 main:574] : INFO : Epoch 1639 | loss: 0.0311281 | val_loss: 0.0311612 | Time: 3061.5 ms [2021-06-27 07:08:44 main:574] : INFO : Epoch 1640 | loss: 0.0311267 | val_loss: 0.0311585 | Time: 3077.71 ms [2021-06-27 07:08:47 main:574] : INFO : Epoch 1641 | loss: 0.0311272 | val_loss: 0.0311583 | Time: 3065.54 ms [2021-06-27 07:08:50 main:574] : INFO : Epoch 1642 | loss: 0.0311263 | val_loss: 0.0311584 | Time: 3055.98 ms [2021-06-27 07:08:53 main:574] : INFO : Epoch 1643 | loss: 0.0311268 | val_loss: 0.0311614 | Time: 3055.2 ms [2021-06-27 07:08:56 main:574] : INFO : Epoch 1644 | loss: 0.031125 | val_loss: 0.0311589 | Time: 3049.4 ms [2021-06-27 07:08:59 main:574] : INFO : Epoch 1645 | loss: 0.0311238 | val_loss: 0.0311592 | Time: 3067.31 ms [2021-06-27 07:09:02 main:574] : INFO : Epoch 1646 | loss: 0.0311252 | val_loss: 0.0311562 | Time: 3065.66 ms [2021-06-27 07:09:05 main:574] : INFO : Epoch 1647 | loss: 0.0311242 | val_loss: 0.0311581 | Time: 3069.46 ms [2021-06-27 07:09:08 main:574] : INFO : Epoch 1648 | loss: 0.0311251 | val_loss: 0.0311663 | Time: 3106.83 ms [2021-06-27 07:09:11 main:574] : INFO : Epoch 1649 | loss: 0.0311283 | val_loss: 0.0311614 | Time: 3096.5 ms [2021-06-27 07:09:14 main:574] : INFO : Epoch 1650 | loss: 0.0311233 | val_loss: 0.0311599 | Time: 3078.44 ms [2021-06-27 07:09:18 main:574] : INFO : Epoch 1651 | loss: 0.0311213 | val_loss: 0.0311563 | Time: 3047.21 ms [2021-06-27 07:09:21 main:574] : INFO : Epoch 1652 | loss: 0.0311199 | val_loss: 0.0311555 | Time: 3067.52 ms [2021-06-27 07:09:24 main:574] : INFO : Epoch 1653 | loss: 0.0311203 | val_loss: 0.0311574 | Time: 3059.89 ms [2021-06-27 07:09:27 main:574] : INFO : Epoch 1654 | loss: 0.0311183 | val_loss: 0.031159 | Time: 3086.98 ms [2021-06-27 07:09:30 main:574] : INFO : Epoch 1655 | loss: 0.0311187 | val_loss: 0.0311574 | Time: 3059.78 ms [2021-06-27 07:09:33 main:574] : INFO : Epoch 1656 | loss: 0.0311193 | val_loss: 0.0311585 | Time: 3059.99 ms [2021-06-27 07:09:36 main:574] : INFO : Epoch 1657 | loss: 0.0311219 | val_loss: 0.0311619 | Time: 3072.48 ms [2021-06-27 07:09:39 main:574] : INFO : Epoch 1658 | loss: 0.0311199 | val_loss: 0.0311552 | Time: 3062.22 ms [2021-06-27 07:09:42 main:574] : INFO : Epoch 1659 | loss: 0.0311201 | val_loss: 0.0311541 | Time: 3100.31 ms [2021-06-27 07:09:45 main:574] : INFO : Epoch 1660 | loss: 0.0311172 | val_loss: 0.031156 | Time: 3074.11 ms [2021-06-27 07:09:48 main:574] : INFO : Epoch 1661 | loss: 0.0311187 | val_loss: 0.0311569 | Time: 3064.91 ms [2021-06-27 07:09:51 main:574] : INFO : Epoch 1662 | loss: 0.0311212 | val_loss: 0.0311584 | Time: 3084.96 ms [2021-06-27 07:09:54 main:574] : INFO : Epoch 1663 | loss: 0.0311185 | val_loss: 0.0311604 | Time: 3091.34 ms [2021-06-27 07:09:58 main:574] : INFO : Epoch 1664 | loss: 0.0311166 | val_loss: 0.0311606 | Time: 3096.52 ms [2021-06-27 07:10:01 main:574] : INFO : Epoch 1665 | loss: 0.0311156 | val_loss: 0.0311597 | Time: 3047.27 ms [2021-06-27 07:10:04 main:574] : INFO : Epoch 1666 | loss: 0.0311165 | val_loss: 0.03116 | Time: 3150.9 ms [2021-06-27 07:10:07 main:574] : INFO : Epoch 1667 | loss: 0.0311186 | val_loss: 0.0311594 | Time: 3102.55 ms [2021-06-27 07:10:10 main:574] : INFO : Epoch 1668 | loss: 0.0311177 | val_loss: 0.0311591 | Time: 3082.55 ms [2021-06-27 07:10:13 main:574] : INFO : Epoch 1669 | loss: 0.0311166 | val_loss: 0.0311577 | Time: 3096.15 ms [2021-06-27 07:10:16 main:574] : INFO : Epoch 1670 | loss: 0.0311162 | val_loss: 0.0311608 | Time: 3099.38 ms [2021-06-27 07:10:19 main:574] : INFO : Epoch 1671 | loss: 0.0311147 | val_loss: 0.0311616 | Time: 3091.11 ms [2021-06-27 07:10:22 main:574] : INFO : Epoch 1672 | loss: 0.0311148 | val_loss: 0.0311627 | Time: 3069.57 ms [2021-06-27 07:10:25 main:574] : INFO : Epoch 1673 | loss: 0.031116 | val_loss: 0.031158 | Time: 3099.36 ms [2021-06-27 07:10:29 main:574] : INFO : Epoch 1674 | loss: 0.0311162 | val_loss: 0.0311574 | Time: 3113.19 ms [2021-06-27 07:10:32 main:574] : INFO : Epoch 1675 | loss: 0.0311126 | val_loss: 0.0311585 | Time: 3091 ms [2021-06-27 07:10:35 main:574] : INFO : Epoch 1676 | loss: 0.0311093 | val_loss: 0.0311566 | Time: 3076.48 ms [2021-06-27 07:10:38 main:574] : INFO : Epoch 1677 | loss: 0.0311094 | val_loss: 0.0311595 | Time: 3066.46 ms [2021-06-27 07:10:41 main:574] : INFO : Epoch 1678 | loss: 0.0311118 | val_loss: 0.0311625 | Time: 3062.68 ms [2021-06-27 07:10:44 main:574] : INFO : Epoch 1679 | loss: 0.0311172 | val_loss: 0.0311573 | Time: 3077.24 ms [2021-06-27 07:10:47 main:574] : INFO : Epoch 1680 | loss: 0.031112 | val_loss: 0.0311588 | Time: 3127.67 ms [2021-06-27 07:10:50 main:574] : INFO : Epoch 1681 | loss: 0.0311089 | val_loss: 0.0311596 | Time: 3074.91 ms [2021-06-27 07:10:53 main:574] : INFO : Epoch 1682 | loss: 0.0311063 | val_loss: 0.0311576 | Time: 3103.78 ms [2021-06-27 07:10:56 main:574] : INFO : Epoch 1683 | loss: 0.0311068 | val_loss: 0.0311634 | Time: 3107.85 ms [2021-06-27 07:10:59 main:574] : INFO : Epoch 1684 | loss: 0.0311076 | val_loss: 0.031159 | Time: 3091.52 ms [2021-06-27 07:11:03 main:574] : INFO : Epoch 1685 | loss: 0.0311142 | val_loss: 0.0311605 | Time: 3104.42 ms [2021-06-27 07:11:06 main:574] : INFO : Epoch 1686 | loss: 0.0311112 | val_loss: 0.0311633 | Time: 3074 ms [2021-06-27 07:11:09 main:574] : INFO : Epoch 1687 | loss: 0.031109 | val_loss: 0.0311597 | Time: 3093.03 ms [2021-06-27 07:11:12 main:574] : INFO : Epoch 1688 | loss: 0.0311093 | val_loss: 0.0311664 | Time: 3107.96 ms [2021-06-27 07:11:15 main:574] : INFO : Epoch 1689 | loss: 0.0311091 | val_loss: 0.0311575 | Time: 3077.57 ms [2021-06-27 07:11:18 main:574] : INFO : Epoch 1690 | loss: 0.0311065 | val_loss: 0.0311613 | Time: 3135.67 ms [2021-06-27 07:11:21 main:574] : INFO : Epoch 1691 | loss: 0.031122 | val_loss: 0.0311569 | Time: 3086.91 ms [2021-06-27 07:11:24 main:574] : INFO : Epoch 1692 | loss: 0.0311273 | val_loss: 0.0311551 | Time: 3091.88 ms [2021-06-27 07:11:27 main:574] : INFO : Epoch 1693 | loss: 0.0311222 | val_loss: 0.0311561 | Time: 3184.32 ms [2021-06-27 07:11:30 main:574] : INFO : Epoch 1694 | loss: 0.0311192 | val_loss: 0.0311557 | Time: 3092 ms [2021-06-27 07:11:34 main:574] : INFO : Epoch 1695 | loss: 0.0311119 | val_loss: 0.0311543 | Time: 3104.41 ms [2021-06-27 07:11:37 main:574] : INFO : Epoch 1696 | loss: 0.0311121 | val_loss: 0.0311584 | Time: 3093.24 ms [2021-06-27 07:11:40 main:574] : INFO : Epoch 1697 | loss: 0.0311126 | val_loss: 0.0311602 | Time: 3104.84 ms [2021-06-27 07:11:43 main:574] : INFO : Epoch 1698 | loss: 0.0311133 | val_loss: 0.031164 | Time: 3200.74 ms [2021-06-27 07:11:46 main:574] : INFO : Epoch 1699 | loss: 0.0311116 | val_loss: 0.0311617 | Time: 3120 ms [2021-06-27 07:11:49 main:574] : INFO : Epoch 1700 | loss: 0.03111 | val_loss: 0.0311597 | Time: 3088.11 ms [2021-06-27 07:11:52 main:574] : INFO : Epoch 1701 | loss: 0.031112 | val_loss: 0.0311564 | Time: 3102.86 ms [2021-06-27 07:11:55 main:574] : INFO : Epoch 1702 | loss: 0.031105 | val_loss: 0.0311588 | Time: 3106.93 ms [2021-06-27 07:11:59 main:574] : INFO : Epoch 1703 | loss: 0.0311025 | val_loss: 0.0311623 | Time: 3140.83 ms [2021-06-27 07:12:02 main:574] : INFO : Epoch 1704 | loss: 0.0311043 | val_loss: 0.0311725 | Time: 3187.55 ms [2021-06-27 07:12:05 main:574] : INFO : Epoch 1705 | loss: 0.0311049 | val_loss: 0.031159 | Time: 3087.75 ms [2021-06-27 07:12:08 main:574] : INFO : Epoch 1706 | loss: 0.0311133 | val_loss: 0.0311536 | Time: 3133.4 ms [2021-06-27 07:12:11 main:574] : INFO : Epoch 1707 | loss: 0.0311136 | val_loss: 0.0311484 | Time: 3064.05 ms [2021-06-27 07:12:14 main:574] : INFO : Epoch 1708 | loss: 0.0311097 | val_loss: 0.0311547 | Time: 3118.93 ms [2021-06-27 07:12:17 main:574] : INFO : Epoch 1709 | loss: 0.0311066 | val_loss: 0.0311568 | Time: 3089.43 ms [2021-06-27 07:12:20 main:574] : INFO : Epoch 1710 | loss: 0.031114 | val_loss: 0.0311579 | Time: 3109.88 ms [2021-06-27 07:12:24 main:574] : INFO : Epoch 1711 | loss: 0.0311161 | val_loss: 0.0311577 | Time: 3121.46 ms [2021-06-27 07:12:27 main:574] : INFO : Epoch 1712 | loss: 0.031116 | val_loss: 0.0311557 | Time: 3100.52 ms [2021-06-27 07:12:30 main:574] : INFO : Epoch 1713 | loss: 0.031109 | val_loss: 0.0311589 | Time: 3134.26 ms [2021-06-27 07:12:33 main:574] : INFO : Epoch 1714 | loss: 0.0311082 | val_loss: 0.0311584 | Time: 3236.04 ms [2021-06-27 07:12:36 main:574] : INFO : Epoch 1715 | loss: 0.0311101 | val_loss: 0.0311613 | Time: 3123.01 ms [2021-06-27 07:12:39 main:574] : INFO : Epoch 1716 | loss: 0.0311092 | val_loss: 0.0311568 | Time: 3111.81 ms [2021-06-27 07:12:42 main:574] : INFO : Epoch 1717 | loss: 0.0311061 | val_loss: 0.031158 | Time: 3103.93 ms [2021-06-27 07:12:45 main:574] : INFO : Epoch 1718 | loss: 0.0311157 | val_loss: 0.0311892 | Time: 3098.83 ms [2021-06-27 07:12:49 main:574] : INFO : Epoch 1719 | loss: 0.0311589 | val_loss: 0.0311601 | Time: 3099.26 ms [2021-06-27 07:12:52 main:574] : INFO : Epoch 1720 | loss: 0.0311711 | val_loss: 0.0311952 | Time: 3096.5 ms [2021-06-27 07:12:55 main:574] : INFO : Epoch 1721 | loss: 0.0311938 | val_loss: 0.0311951 | Time: 3105.57 ms [2021-06-27 07:12:58 main:574] : INFO : Epoch 1722 | loss: 0.0311985 | val_loss: 0.0311923 | Time: 3082.14 ms [2021-06-27 07:13:01 main:574] : INFO : Epoch 1723 | loss: 0.0311949 | val_loss: 0.0311871 | Time: 3099.25 ms [2021-06-27 07:13:04 main:574] : INFO : Epoch 1724 | loss: 0.0311895 | val_loss: 0.0311908 | Time: 3105.05 ms [2021-06-27 07:13:07 main:574] : INFO : Epoch 1725 | loss: 0.0311862 | val_loss: 0.0311849 | Time: 3115.87 ms [2021-06-27 07:13:10 main:574] : INFO : Epoch 1726 | loss: 0.0311845 | val_loss: 0.0311848 | Time: 3125.32 ms [2021-06-27 07:13:13 main:574] : INFO : Epoch 1727 | loss: 0.0311834 | val_loss: 0.0311877 | Time: 3102.05 ms [2021-06-27 07:13:17 main:574] : INFO : Epoch 1728 | loss: 0.0311835 | val_loss: 0.0311832 | Time: 3094.38 ms [2021-06-27 07:13:20 main:574] : INFO : Epoch 1729 | loss: 0.0311836 | val_loss: 0.0311869 | Time: 3079.75 ms [2021-06-27 07:13:23 main:574] : INFO : Epoch 1730 | loss: 0.0311821 | val_loss: 0.0311824 | Time: 3108.7 ms [2021-06-27 07:13:26 main:574] : INFO : Epoch 1731 | loss: 0.0311807 | val_loss: 0.0311833 | Time: 3077.97 ms [2021-06-27 07:13:29 main:574] : INFO : Epoch 1732 | loss: 0.0311812 | val_loss: 0.0311878 | Time: 3130.45 ms [2021-06-27 07:13:32 main:574] : INFO : Epoch 1733 | loss: 0.0311793 | val_loss: 0.031181 | Time: 3087.16 ms [2021-06-27 07:13:35 main:574] : INFO : Epoch 1734 | loss: 0.0311774 | val_loss: 0.031181 | Time: 3105.36 ms [2021-06-27 07:13:38 main:574] : INFO : Epoch 1735 | loss: 0.0311792 | val_loss: 0.0311814 | Time: 3099.05 ms [2021-06-27 07:13:41 main:574] : INFO : Epoch 1736 | loss: 0.0311771 | val_loss: 0.0311813 | Time: 3114.85 ms [2021-06-27 07:13:44 main:574] : INFO : Epoch 1737 | loss: 0.0311763 | val_loss: 0.0311813 | Time: 3141 ms [2021-06-27 07:13:48 main:574] : INFO : Epoch 1738 | loss: 0.031176 | val_loss: 0.031182 | Time: 3100.83 ms [2021-06-27 07:13:51 main:574] : INFO : Epoch 1739 | loss: 0.0311749 | val_loss: 0.0311811 | Time: 3109.92 ms [2021-06-27 07:13:54 main:574] : INFO : Epoch 1740 | loss: 0.0311751 | val_loss: 0.031181 | Time: 3127.19 ms [2021-06-27 07:13:57 main:574] : INFO : Epoch 1741 | loss: 0.0311767 | val_loss: 0.0311907 | Time: 3107.4 ms [2021-06-27 07:14:00 main:574] : INFO : Epoch 1742 | loss: 0.0311757 | val_loss: 0.0311814 | Time: 3091.64 ms [2021-06-27 07:14:03 main:574] : INFO : Epoch 1743 | loss: 0.0311739 | val_loss: 0.0311806 | Time: 3090.52 ms [2021-06-27 07:14:06 main:574] : INFO : Epoch 1744 | loss: 0.0311737 | val_loss: 0.0311823 | Time: 3103.53 ms [2021-06-27 07:14:09 main:574] : INFO : Epoch 1745 | loss: 0.0311744 | val_loss: 0.0311812 | Time: 3110.51 ms [2021-06-27 07:14:12 main:574] : INFO : Epoch 1746 | loss: 0.031176 | val_loss: 0.031184 | Time: 3103.87 ms [2021-06-27 07:14:16 main:574] : INFO : Epoch 1747 | loss: 0.0311758 | val_loss: 0.0311806 | Time: 3102.32 ms [2021-06-27 07:14:19 main:574] : INFO : Epoch 1748 | loss: 0.0311729 | val_loss: 0.031183 | Time: 3115.65 ms [2021-06-27 07:14:22 main:574] : INFO : Epoch 1749 | loss: 0.0311729 | val_loss: 0.031183 | Time: 3092.49 ms [2021-06-27 07:14:25 main:574] : INFO : Epoch 1750 | loss: 0.031175 | val_loss: 0.0311881 | Time: 3111.2 ms [2021-06-27 07:14:28 main:574] : INFO : Epoch 1751 | loss: 0.0311925 | val_loss: 0.0311933 | Time: 3097.03 ms [2021-06-27 07:14:31 main:574] : INFO : Epoch 1752 | loss: 0.0311879 | val_loss: 0.0311866 | Time: 3094.79 ms [2021-06-27 07:14:34 main:574] : INFO : Epoch 1753 | loss: 0.0311816 | val_loss: 0.0311837 | Time: 3110.93 ms [2021-06-27 07:14:37 main:574] : INFO : Epoch 1754 | loss: 0.0311794 | val_loss: 0.0311818 | Time: 3124.14 ms [2021-06-27 07:14:40 main:574] : INFO : Epoch 1755 | loss: 0.0311781 | val_loss: 0.0311814 | Time: 3085.9 ms [2021-06-27 07:14:44 main:574] : INFO : Epoch 1756 | loss: 0.0311776 | val_loss: 0.0311807 | Time: 3095.47 ms [2021-06-27 07:14:47 main:574] : INFO : Epoch 1757 | loss: 0.0311772 | val_loss: 0.0311813 | Time: 3101.26 ms [2021-06-27 07:14:50 main:574] : INFO : Epoch 1758 | loss: 0.0311769 | val_loss: 0.0311808 | Time: 3126.54 ms [2021-06-27 07:14:53 main:574] : INFO : Epoch 1759 | loss: 0.0311758 | val_loss: 0.0311802 | Time: 3098.54 ms [2021-06-27 07:14:56 main:574] : INFO : Epoch 1760 | loss: 0.0311748 | val_loss: 0.0311791 | Time: 3091.56 ms [2021-06-27 07:14:59 main:574] : INFO : Epoch 1761 | loss: 0.0311792 | val_loss: 0.0311926 | Time: 3106.54 ms [2021-06-27 07:15:02 main:574] : INFO : Epoch 1762 | loss: 0.0311789 | val_loss: 0.0311845 | Time: 3091.37 ms [2021-06-27 07:15:05 main:574] : INFO : Epoch 1763 | loss: 0.0311753 | val_loss: 0.0311807 | Time: 3128.84 ms [2021-06-27 07:15:08 main:574] : INFO : Epoch 1764 | loss: 0.031174 | val_loss: 0.031179 | Time: 3140.52 ms [2021-06-27 07:15:12 main:574] : INFO : Epoch 1765 | loss: 0.0311726 | val_loss: 0.0311786 | Time: 3124.19 ms [2021-06-27 07:15:15 main:574] : INFO : Epoch 1766 | loss: 0.0311719 | val_loss: 0.0311784 | Time: 3094.53 ms [2021-06-27 07:15:18 main:574] : INFO : Epoch 1767 | loss: 0.0311716 | val_loss: 0.0311778 | Time: 3114.7 ms [2021-06-27 07:15:21 main:574] : INFO : Epoch 1768 | loss: 0.0311723 | val_loss: 0.0311791 | Time: 3113.42 ms [2021-06-27 07:15:24 main:574] : INFO : Epoch 1769 | loss: 0.0311714 | val_loss: 0.0311777 | Time: 3098.95 ms [2021-06-27 07:15:27 main:574] : INFO : Epoch 1770 | loss: 0.0311718 | val_loss: 0.0311784 | Time: 3091.46 ms [2021-06-27 07:15:30 main:574] : INFO : Epoch 1771 | loss: 0.0311743 | val_loss: 0.0311793 | Time: 3085.6 ms [2021-06-27 07:15:33 main:574] : INFO : Epoch 1772 | loss: 0.0311795 | val_loss: 0.0311869 | Time: 3088.89 ms [2021-06-27 07:15:36 main:574] : INFO : Epoch 1773 | loss: 0.0311785 | val_loss: 0.0311774 | Time: 3097.04 ms [2021-06-27 07:15:39 main:574] : INFO : Epoch 1774 | loss: 0.0311744 | val_loss: 0.03118 | Time: 3117.11 ms [2021-06-27 07:15:43 main:574] : INFO : Epoch 1775 | loss: 0.0311736 | val_loss: 0.0311775 | Time: 3088.4 ms [2021-06-27 07:15:46 main:574] : INFO : Epoch 1776 | loss: 0.0311734 | val_loss: 0.0311769 | Time: 3099.44 ms [2021-06-27 07:15:49 main:574] : INFO : Epoch 1777 | loss: 0.031172 | val_loss: 0.0311786 | Time: 3078.9 ms [2021-06-27 07:15:52 main:574] : INFO : Epoch 1778 | loss: 0.0311733 | val_loss: 0.0311814 | Time: 3105.94 ms [2021-06-27 07:15:55 main:574] : INFO : Epoch 1779 | loss: 0.0311723 | val_loss: 0.0311767 | Time: 3114.07 ms [2021-06-27 07:15:58 main:574] : INFO : Epoch 1780 | loss: 0.0311709 | val_loss: 0.0311775 | Time: 3107.85 ms [2021-06-27 07:16:01 main:574] : INFO : Epoch 1781 | loss: 0.0311705 | val_loss: 0.0311771 | Time: 3096.4 ms [2021-06-27 07:16:04 main:574] : INFO : Epoch 1782 | loss: 0.031172 | val_loss: 0.031177 | Time: 3099.46 ms [2021-06-27 07:16:07 main:574] : INFO : Epoch 1783 | loss: 0.0311706 | val_loss: 0.031177 | Time: 3096.09 ms [2021-06-27 07:16:11 main:574] : INFO : Epoch 1784 | loss: 0.0311721 | val_loss: 0.0311799 | Time: 3122.34 ms [2021-06-27 07:16:14 main:574] : INFO : Epoch 1785 | loss: 0.0311781 | val_loss: 0.0311815 | Time: 3111.41 ms [2021-06-27 07:16:17 main:574] : INFO : Epoch 1786 | loss: 0.0311802 | val_loss: 0.0311786 | Time: 3089.76 ms [2021-06-27 07:16:20 main:574] : INFO : Epoch 1787 | loss: 0.0311789 | val_loss: 0.0311778 | Time: 3085.52 ms [2021-06-27 07:16:23 main:574] : INFO : Epoch 1788 | loss: 0.0311738 | val_loss: 0.0311763 | Time: 3098.56 ms [2021-06-27 07:16:26 main:574] : INFO : Epoch 1789 | loss: 0.0311729 | val_loss: 0.031178 | Time: 3125.1 ms [2021-06-27 07:16:29 main:574] : INFO : Epoch 1790 | loss: 0.0311722 | val_loss: 0.0311771 | Time: 3087.99 ms [2021-06-27 07:16:32 main:574] : INFO : Epoch 1791 | loss: 0.031172 | val_loss: 0.0311763 | Time: 3115.74 ms [2021-06-27 07:16:35 main:574] : INFO : Epoch 1792 | loss: 0.0311721 | val_loss: 0.0311768 | Time: 3091.63 ms [2021-06-27 07:16:38 main:574] : INFO : Epoch 1793 | loss: 0.0311713 | val_loss: 0.031176 | Time: 3094.81 ms [2021-06-27 07:16:42 main:574] : INFO : Epoch 1794 | loss: 0.03117 | val_loss: 0.0311767 | Time: 3102.08 ms [2021-06-27 07:16:45 main:574] : INFO : Epoch 1795 | loss: 0.0311696 | val_loss: 0.0311786 | Time: 3121.77 ms [2021-06-27 07:16:48 main:574] : INFO : Epoch 1796 | loss: 0.0311704 | val_loss: 0.0311762 | Time: 3103.29 ms [2021-06-27 07:16:51 main:574] : INFO : Epoch 1797 | loss: 0.0311687 | val_loss: 0.0311761 | Time: 3115.86 ms [2021-06-27 07:16:54 main:574] : INFO : Epoch 1798 | loss: 0.0311684 | val_loss: 0.0311775 | Time: 3093.4 ms [2021-06-27 07:16:57 main:574] : INFO : Epoch 1799 | loss: 0.0311686 | val_loss: 0.0311762 | Time: 3074.52 ms [2021-06-27 07:17:00 main:574] : INFO : Epoch 1800 | loss: 0.0311686 | val_loss: 0.031179 | Time: 3126.84 ms [2021-06-27 07:17:03 main:574] : INFO : Epoch 1801 | loss: 0.0311692 | val_loss: 0.0311801 | Time: 3103.04 ms [2021-06-27 07:17:06 main:574] : INFO : Epoch 1802 | loss: 0.0311698 | val_loss: 0.0311762 | Time: 3104.68 ms [2021-06-27 07:17:10 main:574] : INFO : Epoch 1803 | loss: 0.0311686 | val_loss: 0.0311762 | Time: 3120.25 ms [2021-06-27 07:17:13 main:574] : INFO : Epoch 1804 | loss: 0.0311678 | val_loss: 0.031175 | Time: 3135.89 ms [2021-06-27 07:17:16 main:574] : INFO : Epoch 1805 | loss: 0.0311674 | val_loss: 0.0311753 | Time: 3120.65 ms [2021-06-27 07:17:19 main:574] : INFO : Epoch 1806 | loss: 0.0311674 | val_loss: 0.0311746 | Time: 3102.51 ms [2021-06-27 07:17:22 main:574] : INFO : Epoch 1807 | loss: 0.0311671 | val_loss: 0.0311772 | Time: 3096.76 ms [2021-06-27 07:17:25 main:574] : INFO : Epoch 1808 | loss: 0.0311671 | val_loss: 0.0311751 | Time: 3122.91 ms [2021-06-27 07:17:28 main:574] : INFO : Epoch 1809 | loss: 0.0311666 | val_loss: 0.0311745 | Time: 3093 ms [2021-06-27 07:17:31 main:574] : INFO : Epoch 1810 | loss: 0.0311659 | val_loss: 0.031176 | Time: 3129.68 ms [2021-06-27 07:17:35 main:574] : INFO : Epoch 1811 | loss: 0.0311675 | val_loss: 0.0311756 | Time: 3122.17 ms [2021-06-27 07:17:38 main:574] : INFO : Epoch 1812 | loss: 0.0311668 | val_loss: 0.0311747 | Time: 3094.21 ms [2021-06-27 07:17:41 main:574] : INFO : Epoch 1813 | loss: 0.031166 | val_loss: 0.0311762 | Time: 3100.88 ms [2021-06-27 07:17:44 main:574] : INFO : Epoch 1814 | loss: 0.0311654 | val_loss: 0.0311778 | Time: 3098.91 ms [2021-06-27 07:17:47 main:574] : INFO : Epoch 1815 | loss: 0.0311655 | val_loss: 0.0311752 | Time: 3125.49 ms [2021-06-27 07:17:50 main:574] : INFO : Epoch 1816 | loss: 0.0311652 | val_loss: 0.031176 | Time: 3102.61 ms [2021-06-27 07:17:53 main:574] : INFO : Epoch 1817 | loss: 0.0311651 | val_loss: 0.0311758 | Time: 3105.43 ms [2021-06-27 07:17:56 main:574] : INFO : Epoch 1818 | loss: 0.0311643 | val_loss: 0.031175 | Time: 3113.8 ms [2021-06-27 07:17:59 main:574] : INFO : Epoch 1819 | loss: 0.0311649 | val_loss: 0.0311753 | Time: 3073.2 ms [2021-06-27 07:18:02 main:574] : INFO : Epoch 1820 | loss: 0.0311644 | val_loss: 0.0311756 | Time: 3113.58 ms [2021-06-27 07:18:06 main:574] : INFO : Epoch 1821 | loss: 0.0311647 | val_loss: 0.0311753 | Time: 3127.63 ms [2021-06-27 07:18:09 main:574] : INFO : Epoch 1822 | loss: 0.0311643 | val_loss: 0.0311764 | Time: 3115.03 ms [2021-06-27 07:18:12 main:574] : INFO : Epoch 1823 | loss: 0.0311671 | val_loss: 0.0311798 | Time: 3106.81 ms [2021-06-27 07:18:15 main:574] : INFO : Epoch 1824 | loss: 0.0311675 | val_loss: 0.0311755 | Time: 3141.75 ms [2021-06-27 07:18:18 main:574] : INFO : Epoch 1825 | loss: 0.0311659 | val_loss: 0.0311746 | Time: 3101.78 ms [2021-06-27 07:18:21 main:574] : INFO : Epoch 1826 | loss: 0.0311658 | val_loss: 0.0311756 | Time: 3116.55 ms [2021-06-27 07:18:24 main:574] : INFO : Epoch 1827 | loss: 0.031165 | val_loss: 0.0311753 | Time: 3246.81 ms [2021-06-27 07:18:28 main:574] : INFO : Epoch 1828 | loss: 0.0311656 | val_loss: 0.0311753 | Time: 3121.02 ms [2021-06-27 07:18:31 main:574] : INFO : Epoch 1829 | loss: 0.0311646 | val_loss: 0.0311759 | Time: 3110.07 ms [2021-06-27 07:18:34 main:574] : INFO : Epoch 1830 | loss: 0.031166 | val_loss: 0.0311762 | Time: 3109.96 ms [2021-06-27 07:18:37 main:574] : INFO : Epoch 1831 | loss: 0.0311661 | val_loss: 0.0311742 | Time: 3115.95 ms [2021-06-27 07:18:40 main:574] : INFO : Epoch 1832 | loss: 0.0311644 | val_loss: 0.0311747 | Time: 3183.43 ms [2021-06-27 07:18:43 main:574] : INFO : Epoch 1833 | loss: 0.0311633 | val_loss: 0.0311761 | Time: 3101.93 ms [2021-06-27 07:18:46 main:574] : INFO : Epoch 1834 | loss: 0.031163 | val_loss: 0.0311747 | Time: 3115.53 ms [2021-06-27 07:18:49 main:574] : INFO : Epoch 1835 | loss: 0.0311639 | val_loss: 0.0311772 | Time: 3094.53 ms [2021-06-27 07:18:53 main:574] : INFO : Epoch 1836 | loss: 0.0311631 | val_loss: 0.0311773 | Time: 3110.78 ms [2021-06-27 07:18:56 main:574] : INFO : Epoch 1837 | loss: 0.0311636 | val_loss: 0.0311751 | Time: 3228.67 ms [2021-06-27 07:18:59 main:574] : INFO : Epoch 1838 | loss: 0.0311631 | val_loss: 0.0311767 | Time: 3152.36 ms [2021-06-27 07:19:02 main:574] : INFO : Epoch 1839 | loss: 0.0311624 | val_loss: 0.0311763 | Time: 3098.72 ms [2021-06-27 07:19:05 main:574] : INFO : Epoch 1840 | loss: 0.0311619 | val_loss: 0.0311752 | Time: 3124.38 ms [2021-06-27 07:19:08 main:574] : INFO : Epoch 1841 | loss: 0.031163 | val_loss: 0.0311807 | Time: 3087.23 ms [2021-06-27 07:19:12 main:574] : INFO : Epoch 1842 | loss: 0.0311631 | val_loss: 0.0311771 | Time: 3235.81 ms [2021-06-27 07:19:15 main:574] : INFO : Epoch 1843 | loss: 0.0311617 | val_loss: 0.0311786 | Time: 3173.62 ms [2021-06-27 07:19:18 main:574] : INFO : Epoch 1844 | loss: 0.0311633 | val_loss: 0.0311779 | Time: 3121 ms [2021-06-27 07:19:21 main:574] : INFO : Epoch 1845 | loss: 0.0311671 | val_loss: 0.03118 | Time: 3117.08 ms [2021-06-27 07:19:24 main:574] : INFO : Epoch 1846 | loss: 0.0311653 | val_loss: 0.0311752 | Time: 3106.61 ms [2021-06-27 07:19:27 main:574] : INFO : Epoch 1847 | loss: 0.0311644 | val_loss: 0.0311783 | Time: 3142.83 ms [2021-06-27 07:19:30 main:574] : INFO : Epoch 1848 | loss: 0.0311654 | val_loss: 0.0311833 | Time: 3183.97 ms [2021-06-27 07:19:34 main:574] : INFO : Epoch 1849 | loss: 0.0311648 | val_loss: 0.0311766 | Time: 3117.23 ms [2021-06-27 07:19:37 main:574] : INFO : Epoch 1850 | loss: 0.0311674 | val_loss: 0.0311806 | Time: 3128.12 ms [2021-06-27 07:19:40 main:574] : INFO : Epoch 1851 | loss: 0.031171 | val_loss: 0.0311945 | Time: 3107.81 ms [2021-06-27 07:19:43 main:574] : INFO : Epoch 1852 | loss: 0.031166 | val_loss: 0.0311796 | Time: 3111.17 ms [2021-06-27 07:19:46 main:574] : INFO : Epoch 1853 | loss: 0.0311634 | val_loss: 0.0311779 | Time: 3103.93 ms [2021-06-27 07:19:49 main:574] : INFO : Epoch 1854 | loss: 0.0311621 | val_loss: 0.0311798 | Time: 3091.58 ms [2021-06-27 07:19:52 main:574] : INFO : Epoch 1855 | loss: 0.0311629 | val_loss: 0.0311812 | Time: 3119.18 ms [2021-06-27 07:19:55 main:574] : INFO : Epoch 1856 | loss: 0.0311634 | val_loss: 0.0311798 | Time: 3112.12 ms [2021-06-27 07:19:58 main:574] : INFO : Epoch 1857 | loss: 0.0311618 | val_loss: 0.031177 | Time: 3103.22 ms [2021-06-27 07:20:02 main:574] : INFO : Epoch 1858 | loss: 0.0311606 | val_loss: 0.0311785 | Time: 3102.06 ms [2021-06-27 07:20:05 main:574] : INFO : Epoch 1859 | loss: 0.0311607 | val_loss: 0.0311774 | Time: 3104.62 ms [2021-06-27 07:20:08 main:574] : INFO : Epoch 1860 | loss: 0.0311601 | val_loss: 0.031176 | Time: 3207.31 ms [2021-06-27 07:20:11 main:574] : INFO : Epoch 1861 | loss: 0.03116 | val_loss: 0.0311769 | Time: 3105.09 ms [2021-06-27 07:20:14 main:574] : INFO : Epoch 1862 | loss: 0.0311612 | val_loss: 0.0311796 | Time: 3115.1 ms [2021-06-27 07:20:17 main:574] : INFO : Epoch 1863 | loss: 0.0311621 | val_loss: 0.0311771 | Time: 3112.42 ms [2021-06-27 07:20:20 main:574] : INFO : Epoch 1864 | loss: 0.0311608 | val_loss: 0.0311769 | Time: 3138.64 ms [2021-06-27 07:20:23 main:574] : INFO : Epoch 1865 | loss: 0.03116 | val_loss: 0.0311775 | Time: 3142.38 ms [2021-06-27 07:20:27 main:574] : INFO : Epoch 1866 | loss: 0.031159 | val_loss: 0.0311774 | Time: 3134.07 ms [2021-06-27 07:20:30 main:574] : INFO : Epoch 1867 | loss: 0.0311584 | val_loss: 0.0311794 | Time: 3114.52 ms [2021-06-27 07:20:33 main:574] : INFO : Epoch 1868 | loss: 0.0311597 | val_loss: 0.0311775 | Time: 3116.28 ms [2021-06-27 07:20:36 main:574] : INFO : Epoch 1869 | loss: 0.0311586 | val_loss: 0.0311783 | Time: 3138.97 ms [2021-06-27 07:20:39 main:574] : INFO : Epoch 1870 | loss: 0.0311591 | val_loss: 0.0311781 | Time: 3105.2 ms [2021-06-27 07:20:42 main:574] : INFO : Epoch 1871 | loss: 0.0311597 | val_loss: 0.0311778 | Time: 3142.32 ms [2021-06-27 07:20:45 main:574] : INFO : Epoch 1872 | loss: 0.031159 | val_loss: 0.0311794 | Time: 3114.58 ms [2021-06-27 07:20:48 main:574] : INFO : Epoch 1873 | loss: 0.0311576 | val_loss: 0.0311788 | Time: 3120.8 ms [2021-06-27 07:20:52 main:574] : INFO : Epoch 1874 | loss: 0.0311608 | val_loss: 0.0311805 | Time: 3150.97 ms [2021-06-27 07:20:55 main:574] : INFO : Epoch 1875 | loss: 0.0311614 | val_loss: 0.0311779 | Time: 3102.94 ms [2021-06-27 07:20:58 main:574] : INFO : Epoch 1876 | loss: 0.0311596 | val_loss: 0.0311822 | Time: 3107.77 ms [2021-06-27 07:21:01 main:574] : INFO : Epoch 1877 | loss: 0.0311601 | val_loss: 0.0311809 | Time: 3113.73 ms [2021-06-27 07:21:04 main:574] : INFO : Epoch 1878 | loss: 0.03116 | val_loss: 0.03118 | Time: 3119.82 ms [2021-06-27 07:21:07 main:574] : INFO : Epoch 1879 | loss: 0.0311582 | val_loss: 0.0311806 | Time: 3136.26 ms [2021-06-27 07:21:10 main:574] : INFO : Epoch 1880 | loss: 0.0311604 | val_loss: 0.0311792 | Time: 3140.55 ms [2021-06-27 07:21:13 main:574] : INFO : Epoch 1881 | loss: 0.03116 | val_loss: 0.0311771 | Time: 3115.32 ms [2021-06-27 07:21:17 main:574] : INFO : Epoch 1882 | loss: 0.0311599 | val_loss: 0.0311764 | Time: 3107.1 ms [2021-06-27 07:21:20 main:574] : INFO : Epoch 1883 | loss: 0.031159 | val_loss: 0.0311773 | Time: 3117.26 ms [2021-06-27 07:21:23 main:574] : INFO : Epoch 1884 | loss: 0.0311617 | val_loss: 0.0311785 | Time: 3133.57 ms [2021-06-27 07:21:26 main:574] : INFO : Epoch 1885 | loss: 0.0311605 | val_loss: 0.0311804 | Time: 3124.97 ms [2021-06-27 07:21:29 main:574] : INFO : Epoch 1886 | loss: 0.0311573 | val_loss: 0.0311776 | Time: 3132.46 ms [2021-06-27 07:21:32 main:574] : INFO : Epoch 1887 | loss: 0.0311559 | val_loss: 0.0311782 | Time: 3133.33 ms [2021-06-27 07:21:35 main:574] : INFO : Epoch 1888 | loss: 0.0311578 | val_loss: 0.0311855 | Time: 3129.8 ms [2021-06-27 07:21:39 main:574] : INFO : Epoch 1889 | loss: 0.0311584 | val_loss: 0.0311824 | Time: 3113.92 ms [2021-06-27 07:21:42 main:574] : INFO : Epoch 1890 | loss: 0.0311592 | val_loss: 0.0311782 | Time: 3135.56 ms [2021-06-27 07:21:45 main:574] : INFO : Epoch 1891 | loss: 0.0311591 | val_loss: 0.0311829 | Time: 3145.94 ms [2021-06-27 07:21:48 main:574] : INFO : Epoch 1892 | loss: 0.0311579 | val_loss: 0.0311786 | Time: 3110.23 ms [2021-06-27 07:21:51 main:574] : INFO : Epoch 1893 | loss: 0.0311569 | val_loss: 0.0311788 | Time: 3130.65 ms [2021-06-27 07:21:54 main:574] : INFO : Epoch 1894 | loss: 0.0311579 | val_loss: 0.0311794 | Time: 3101.93 ms [2021-06-27 07:21:57 main:574] : INFO : Epoch 1895 | loss: 0.0311573 | val_loss: 0.0311786 | Time: 3144.39 ms [2021-06-27 07:22:00 main:574] : INFO : Epoch 1896 | loss: 0.0311558 | val_loss: 0.031178 | Time: 3099.33 ms [2021-06-27 07:22:04 main:574] : INFO : Epoch 1897 | loss: 0.0311548 | val_loss: 0.0311799 | Time: 3118.9 ms [2021-06-27 07:22:07 main:574] : INFO : Epoch 1898 | loss: 0.0311548 | val_loss: 0.0311821 | Time: 3159.47 ms [2021-06-27 07:22:10 main:574] : INFO : Epoch 1899 | loss: 0.0311559 | val_loss: 0.0311781 | Time: 3112.48 ms [2021-06-27 07:22:13 main:574] : INFO : Epoch 1900 | loss: 0.0311556 | val_loss: 0.0311809 | Time: 3150.07 ms [2021-06-27 07:22:16 main:574] : INFO : Epoch 1901 | loss: 0.0311551 | val_loss: 0.0311844 | Time: 3104.26 ms [2021-06-27 07:22:19 main:574] : INFO : Epoch 1902 | loss: 0.0311592 | val_loss: 0.0311787 | Time: 3134.54 ms [2021-06-27 07:22:22 main:574] : INFO : Epoch 1903 | loss: 0.031166 | val_loss: 0.0311797 | Time: 3158.39 ms [2021-06-27 07:22:25 main:574] : INFO : Epoch 1904 | loss: 0.0311656 | val_loss: 0.0311762 | Time: 3138.45 ms [2021-06-27 07:22:29 main:574] : INFO : Epoch 1905 | loss: 0.0311629 | val_loss: 0.0311764 | Time: 3135.3 ms [2021-06-27 07:22:32 main:574] : INFO : Epoch 1906 | loss: 0.0311596 | val_loss: 0.0311782 | Time: 3129.06 ms [2021-06-27 07:22:35 main:574] : INFO : Epoch 1907 | loss: 0.0311592 | val_loss: 0.0311784 | Time: 3142.55 ms [2021-06-27 07:22:38 main:574] : INFO : Epoch 1908 | loss: 0.0311569 | val_loss: 0.031181 | Time: 3122.08 ms [2021-06-27 07:22:41 main:574] : INFO : Epoch 1909 | loss: 0.0311575 | val_loss: 0.0311777 | Time: 3140.91 ms [2021-06-27 07:22:44 main:574] : INFO : Epoch 1910 | loss: 0.0311605 | val_loss: 0.0311787 | Time: 3146.7 ms [2021-06-27 07:22:47 main:574] : INFO : Epoch 1911 | loss: 0.0311596 | val_loss: 0.0311854 | Time: 3148.71 ms [2021-06-27 07:22:51 main:574] : INFO : Epoch 1912 | loss: 0.0311564 | val_loss: 0.03118 | Time: 3119.5 ms [2021-06-27 07:22:54 main:574] : INFO : Epoch 1913 | loss: 0.0311676 | val_loss: 0.0311914 | Time: 3192.9 ms [2021-06-27 07:22:57 main:574] : INFO : Epoch 1914 | loss: 0.0311832 | val_loss: 0.0311815 | Time: 3156.26 ms [2021-06-27 07:23:00 main:574] : INFO : Epoch 1915 | loss: 0.0311792 | val_loss: 0.0311805 | Time: 3131.39 ms [2021-06-27 07:23:03 main:574] : INFO : Epoch 1916 | loss: 0.031176 | val_loss: 0.0311776 | Time: 3151.73 ms [2021-06-27 07:23:06 main:574] : INFO : Epoch 1917 | loss: 0.031175 | val_loss: 0.031177 | Time: 3131.33 ms [2021-06-27 07:23:10 main:574] : INFO : Epoch 1918 | loss: 0.0311764 | val_loss: 0.0311823 | Time: 3182.3 ms [2021-06-27 07:23:13 main:574] : INFO : Epoch 1919 | loss: 0.031178 | val_loss: 0.0311828 | Time: 3148.55 ms [2021-06-27 07:23:16 main:574] : INFO : Epoch 1920 | loss: 0.0311738 | val_loss: 0.0311755 | Time: 3121.56 ms [2021-06-27 07:23:19 main:574] : INFO : Epoch 1921 | loss: 0.0311728 | val_loss: 0.0311776 | Time: 3150.09 ms [2021-06-27 07:23:22 main:574] : INFO : Epoch 1922 | loss: 0.0311732 | val_loss: 0.0311787 | Time: 3131.77 ms [2021-06-27 07:23:25 main:574] : INFO : Epoch 1923 | loss: 0.0311742 | val_loss: 0.0311786 | Time: 3189.3 ms [2021-06-27 07:23:29 main:574] : INFO : Epoch 1924 | loss: 0.0311743 | val_loss: 0.0311756 | Time: 3210.66 ms [2021-06-27 07:23:32 main:574] : INFO : Epoch 1925 | loss: 0.0311726 | val_loss: 0.0311744 | Time: 3118 ms [2021-06-27 07:23:35 main:574] : INFO : Epoch 1926 | loss: 0.0311699 | val_loss: 0.0311747 | Time: 3124.68 ms [2021-06-27 07:23:38 main:574] : INFO : Epoch 1927 | loss: 0.0311706 | val_loss: 0.0311776 | Time: 3125.03 ms [2021-06-27 07:23:41 main:574] : INFO : Epoch 1928 | loss: 0.0311724 | val_loss: 0.0311751 | Time: 3134.82 ms [2021-06-27 07:23:44 main:574] : INFO : Epoch 1929 | loss: 0.0311711 | val_loss: 0.0311755 | Time: 3106.82 ms [2021-06-27 07:23:47 main:574] : INFO : Epoch 1930 | loss: 0.0311703 | val_loss: 0.0311747 | Time: 3143.83 ms [2021-06-27 07:23:50 main:574] : INFO : Epoch 1931 | loss: 0.0311712 | val_loss: 0.0311801 | Time: 3136.78 ms [2021-06-27 07:23:54 main:574] : INFO : Epoch 1932 | loss: 0.0311749 | val_loss: 0.031185 | Time: 3135.91 ms [2021-06-27 07:23:57 main:574] : INFO : Epoch 1933 | loss: 0.0311732 | val_loss: 0.0311809 | Time: 3165.73 ms [2021-06-27 07:24:00 main:574] : INFO : Epoch 1934 | loss: 0.0311707 | val_loss: 0.0311749 | Time: 3276.91 ms [2021-06-27 07:24:03 main:574] : INFO : Epoch 1935 | loss: 0.0311682 | val_loss: 0.031174 | Time: 3115.81 ms [2021-06-27 07:24:06 main:574] : INFO : Epoch 1936 | loss: 0.0311675 | val_loss: 0.0311757 | Time: 3144.36 ms [2021-06-27 07:24:09 main:574] : INFO : Epoch 1937 | loss: 0.031168 | val_loss: 0.0311753 | Time: 3132.95 ms [2021-06-27 07:24:13 main:574] : INFO : Epoch 1938 | loss: 0.0311679 | val_loss: 0.0311748 | Time: 3122.94 ms [2021-06-27 07:24:16 main:574] : INFO : Epoch 1939 | loss: 0.0311666 | val_loss: 0.0311762 | Time: 3121.92 ms [2021-06-27 07:24:19 main:574] : INFO : Epoch 1940 | loss: 0.0311688 | val_loss: 0.0311748 | Time: 3128.99 ms [2021-06-27 07:24:22 main:574] : INFO : Epoch 1941 | loss: 0.0311677 | val_loss: 0.031177 | Time: 3145.67 ms [2021-06-27 07:24:25 main:574] : INFO : Epoch 1942 | loss: 0.0311692 | val_loss: 0.0311784 | Time: 3142.35 ms [2021-06-27 07:24:28 main:574] : INFO : Epoch 1943 | loss: 0.0311696 | val_loss: 0.0311751 | Time: 3124.43 ms [2021-06-27 07:24:31 main:574] : INFO : Epoch 1944 | loss: 0.0311672 | val_loss: 0.0311731 | Time: 3120.27 ms [2021-06-27 07:24:34 main:574] : INFO : Epoch 1945 | loss: 0.0311696 | val_loss: 0.0311779 | Time: 3133.62 ms [2021-06-27 07:24:38 main:574] : INFO : Epoch 1946 | loss: 0.0311771 | val_loss: 0.0311806 | Time: 3146.21 ms [2021-06-27 07:24:41 main:574] : INFO : Epoch 1947 | loss: 0.0311793 | val_loss: 0.0311781 | Time: 3137.46 ms [2021-06-27 07:24:44 main:574] : INFO : Epoch 1948 | loss: 0.0311776 | val_loss: 0.0311781 | Time: 3144 ms [2021-06-27 07:24:47 main:574] : INFO : Epoch 1949 | loss: 0.0311767 | val_loss: 0.0311779 | Time: 3131.57 ms [2021-06-27 07:24:50 main:574] : INFO : Epoch 1950 | loss: 0.0311762 | val_loss: 0.0311774 | Time: 3134.93 ms [2021-06-27 07:24:53 main:574] : INFO : Epoch 1951 | loss: 0.0311761 | val_loss: 0.0311771 | Time: 3152.97 ms [2021-06-27 07:24:57 main:574] : INFO : Epoch 1952 | loss: 0.0311764 | val_loss: 0.0311786 | Time: 3143.29 ms [2021-06-27 07:25:00 main:574] : INFO : Epoch 1953 | loss: 0.0311747 | val_loss: 0.0311793 | Time: 3125.72 ms [2021-06-27 07:25:03 main:574] : INFO : Epoch 1954 | loss: 0.0311742 | val_loss: 0.0311762 | Time: 3139.46 ms [2021-06-27 07:25:06 main:574] : INFO : Epoch 1955 | loss: 0.0311728 | val_loss: 0.0311768 | Time: 3114.93 ms [2021-06-27 07:25:09 main:574] : INFO : Epoch 1956 | loss: 0.0311746 | val_loss: 0.0311773 | Time: 3143.96 ms [2021-06-27 07:25:12 main:574] : INFO : Epoch 1957 | loss: 0.0311733 | val_loss: 0.0311753 | Time: 3175.22 ms [2021-06-27 07:25:15 main:574] : INFO : Epoch 1958 | loss: 0.0311715 | val_loss: 0.0311754 | Time: 3129.87 ms [2021-06-27 07:25:18 main:574] : INFO : Epoch 1959 | loss: 0.0311715 | val_loss: 0.0311764 | Time: 3135.63 ms [2021-06-27 07:25:22 main:574] : INFO : Epoch 1960 | loss: 0.0311702 | val_loss: 0.0311754 | Time: 3143.02 ms [2021-06-27 07:25:25 main:574] : INFO : Epoch 1961 | loss: 0.0311702 | val_loss: 0.0311754 | Time: 3129.94 ms [2021-06-27 07:25:28 main:574] : INFO : Epoch 1962 | loss: 0.0311696 | val_loss: 0.0311754 | Time: 3142.62 ms [2021-06-27 07:25:31 main:574] : INFO : Epoch 1963 | loss: 0.0311711 | val_loss: 0.0311776 | Time: 3125.33 ms [2021-06-27 07:25:34 main:574] : INFO : Epoch 1964 | loss: 0.0311696 | val_loss: 0.0311755 | Time: 3143.81 ms [2021-06-27 07:25:37 main:574] : INFO : Epoch 1965 | loss: 0.0311691 | val_loss: 0.0311752 | Time: 3124.61 ms [2021-06-27 07:25:40 main:574] : INFO : Epoch 1966 | loss: 0.0311685 | val_loss: 0.0311758 | Time: 3142.75 ms [2021-06-27 07:25:44 main:574] : INFO : Epoch 1967 | loss: 0.0311688 | val_loss: 0.0311764 | Time: 3139.58 ms [2021-06-27 07:25:47 main:574] : INFO : Epoch 1968 | loss: 0.0311693 | val_loss: 0.0311788 | Time: 3132.86 ms [2021-06-27 07:25:50 main:574] : INFO : Epoch 1969 | loss: 0.0311688 | val_loss: 0.0311761 | Time: 3125.08 ms [2021-06-27 07:25:53 main:574] : INFO : Epoch 1970 | loss: 0.0311701 | val_loss: 0.0311815 | Time: 3139.79 ms [2021-06-27 07:25:56 main:574] : INFO : Epoch 1971 | loss: 0.0311762 | val_loss: 0.0311858 | Time: 3116.62 ms [2021-06-27 07:25:59 main:574] : INFO : Epoch 1972 | loss: 0.0311756 | val_loss: 0.0311767 | Time: 3145.4 ms [2021-06-27 07:26:02 main:574] : INFO : Epoch 1973 | loss: 0.0311709 | val_loss: 0.0311777 | Time: 3114.38 ms [2021-06-27 07:26:06 main:574] : INFO : Epoch 1974 | loss: 0.0311697 | val_loss: 0.0311768 | Time: 3140.43 ms [2021-06-27 07:26:09 main:574] : INFO : Epoch 1975 | loss: 0.0311678 | val_loss: 0.0311771 | Time: 3147.68 ms [2021-06-27 07:26:12 main:574] : INFO : Epoch 1976 | loss: 0.0311671 | val_loss: 0.0311776 | Time: 3112.73 ms [2021-06-27 07:26:15 main:574] : INFO : Epoch 1977 | loss: 0.0311677 | val_loss: 0.0311769 | Time: 3183.76 ms [2021-06-27 07:26:18 main:574] : INFO : Epoch 1978 | loss: 0.0311674 | val_loss: 0.0311762 | Time: 3127.75 ms [2021-06-27 07:26:21 main:574] : INFO : Epoch 1979 | loss: 0.0311674 | val_loss: 0.031177 | Time: 3131.09 ms [2021-06-27 07:26:24 main:574] : INFO : Epoch 1980 | loss: 0.0311663 | val_loss: 0.0311767 | Time: 3134.75 ms [2021-06-27 07:26:28 main:574] : INFO : Epoch 1981 | loss: 0.0311669 | val_loss: 0.0311771 | Time: 3120.63 ms [2021-06-27 07:26:31 main:574] : INFO : Epoch 1982 | loss: 0.0311677 | val_loss: 0.0311794 | Time: 3137.1 ms [2021-06-27 07:26:34 main:574] : INFO : Epoch 1983 | loss: 0.0311665 | val_loss: 0.0311774 | Time: 3144.94 ms [2021-06-27 07:26:37 main:574] : INFO : Epoch 1984 | loss: 0.0311654 | val_loss: 0.0311757 | Time: 3137.84 ms [2021-06-27 07:26:40 main:574] : INFO : Epoch 1985 | loss: 0.0311658 | val_loss: 0.0311816 | Time: 3100.42 ms [2021-06-27 07:26:43 main:574] : INFO : Epoch 1986 | loss: 0.0311676 | val_loss: 0.0311767 | Time: 3135.74 ms [2021-06-27 07:26:46 main:574] : INFO : Epoch 1987 | loss: 0.0311672 | val_loss: 0.0311749 | Time: 3131.91 ms [2021-06-27 07:26:50 main:574] : INFO : Epoch 1988 | loss: 0.0311661 | val_loss: 0.0311739 | Time: 3143.55 ms [2021-06-27 07:26:53 main:574] : INFO : Epoch 1989 | loss: 0.0311667 | val_loss: 0.0311747 | Time: 3138.71 ms [2021-06-27 07:26:56 main:574] : INFO : Epoch 1990 | loss: 0.0311676 | val_loss: 0.0311764 | Time: 3132.59 ms [2021-06-27 07:26:59 main:574] : INFO : Epoch 1991 | loss: 0.0311673 | val_loss: 0.0311779 | Time: 3116.55 ms [2021-06-27 07:27:02 main:574] : INFO : Epoch 1992 | loss: 0.0311672 | val_loss: 0.0311762 | Time: 3123.77 ms [2021-06-27 07:27:05 main:574] : INFO : Epoch 1993 | loss: 0.0311653 | val_loss: 0.0311735 | Time: 3150.63 ms [2021-06-27 07:27:08 main:574] : INFO : Epoch 1994 | loss: 0.0311643 | val_loss: 0.0311746 | Time: 3164 ms [2021-06-27 07:27:11 main:574] : INFO : Epoch 1995 | loss: 0.031165 | val_loss: 0.0311752 | Time: 3127.1 ms [2021-06-27 07:27:15 main:574] : INFO : Epoch 1996 | loss: 0.0311648 | val_loss: 0.0311731 | Time: 3124.45 ms [2021-06-27 07:27:18 main:574] : INFO : Epoch 1997 | loss: 0.0311641 | val_loss: 0.0311755 | Time: 3115.7 ms [2021-06-27 07:27:21 main:574] : INFO : Epoch 1998 | loss: 0.031165 | val_loss: 0.0311815 | Time: 3121.71 ms [2021-06-27 07:27:24 main:574] : INFO : Epoch 1999 | loss: 0.0311645 | val_loss: 0.0311738 | Time: 3104.97 ms [2021-06-27 07:27:27 main:574] : INFO : Epoch 2000 | loss: 0.0311629 | val_loss: 0.0311746 | Time: 3116.12 ms [2021-06-27 07:27:30 main:574] : INFO : Epoch 2001 | loss: 0.0311628 | val_loss: 0.0311748 | Time: 3118.39 ms [2021-06-27 07:27:33 main:574] : INFO : Epoch 2002 | loss: 0.0311638 | val_loss: 0.0311774 | Time: 3121.57 ms [2021-06-27 07:27:36 main:574] : INFO : Epoch 2003 | loss: 0.0311658 | val_loss: 0.031177 | Time: 3142.97 ms [2021-06-27 07:27:40 main:574] : INFO : Epoch 2004 | loss: 0.0311657 | val_loss: 0.0311741 | Time: 3145.66 ms [2021-06-27 07:27:43 main:574] : INFO : Epoch 2005 | loss: 0.0311627 | val_loss: 0.0311737 | Time: 3121.33 ms [2021-06-27 07:27:46 main:574] : INFO : Epoch 2006 | loss: 0.0311621 | val_loss: 0.0311772 | Time: 3140.71 ms [2021-06-27 07:27:49 main:574] : INFO : Epoch 2007 | loss: 0.0311618 | val_loss: 0.0311747 | Time: 3124.47 ms [2021-06-27 07:27:52 main:574] : INFO : Epoch 2008 | loss: 0.0311633 | val_loss: 0.0311801 | Time: 3128.82 ms [2021-06-27 07:27:55 main:574] : INFO : Epoch 2009 | loss: 0.0311671 | val_loss: 0.0311814 | Time: 3112.59 ms [2021-06-27 07:27:58 main:574] : INFO : Epoch 2010 | loss: 0.0311648 | val_loss: 0.031178 | Time: 3121.42 ms [2021-06-27 07:28:02 main:574] : INFO : Epoch 2011 | loss: 0.0311623 | val_loss: 0.0311778 | Time: 3122.32 ms [2021-06-27 07:28:05 main:574] : INFO : Epoch 2012 | loss: 0.0311624 | val_loss: 0.0311764 | Time: 3132.69 ms [2021-06-27 07:28:08 main:574] : INFO : Epoch 2013 | loss: 0.031162 | val_loss: 0.0311781 | Time: 3148.9 ms [2021-06-27 07:28:11 main:574] : INFO : Epoch 2014 | loss: 0.0311648 | val_loss: 0.0311763 | Time: 3129.38 ms [2021-06-27 07:28:14 main:574] : INFO : Epoch 2015 | loss: 0.0311628 | val_loss: 0.0311769 | Time: 3129.09 ms [2021-06-27 07:28:17 main:574] : INFO : Epoch 2016 | loss: 0.0311623 | val_loss: 0.0311782 | Time: 3107.81 ms [2021-06-27 07:28:20 main:574] : INFO : Epoch 2017 | loss: 0.031163 | val_loss: 0.0311756 | Time: 3111.78 ms [2021-06-27 07:28:23 main:574] : INFO : Epoch 2018 | loss: 0.0311629 | val_loss: 0.0311754 | Time: 3125.22 ms [2021-06-27 07:28:27 main:574] : INFO : Epoch 2019 | loss: 0.0311651 | val_loss: 0.0311741 | Time: 3142.78 ms [2021-06-27 07:28:30 main:574] : INFO : Epoch 2020 | loss: 0.0311621 | val_loss: 0.0311779 | Time: 3119.39 ms [2021-06-27 07:28:33 main:574] : INFO : Epoch 2021 | loss: 0.0311615 | val_loss: 0.0311758 | Time: 3118.45 ms [2021-06-27 07:28:36 main:574] : INFO : Epoch 2022 | loss: 0.0311611 | val_loss: 0.0311764 | Time: 3122.59 ms [2021-06-27 07:28:39 main:574] : INFO : Epoch 2023 | loss: 0.0311607 | val_loss: 0.0311769 | Time: 3117.89 ms [2021-06-27 07:28:42 main:574] : INFO : Epoch 2024 | loss: 0.0311607 | val_loss: 0.0311768 | Time: 3163.63 ms [2021-06-27 07:28:45 main:574] : INFO : Epoch 2025 | loss: 0.0311615 | val_loss: 0.0311764 | Time: 3135.58 ms [2021-06-27 07:28:48 main:574] : INFO : Epoch 2026 | loss: 0.0311602 | val_loss: 0.0311781 | Time: 3115.62 ms [2021-06-27 07:28:52 main:574] : INFO : Epoch 2027 | loss: 0.0311599 | val_loss: 0.0311753 | Time: 3115.6 ms [2021-06-27 07:28:55 main:574] : INFO : Epoch 2028 | loss: 0.0311589 | val_loss: 0.0311765 | Time: 3131.35 ms [2021-06-27 07:28:58 main:574] : INFO : Epoch 2029 | loss: 0.0311583 | val_loss: 0.0311755 | Time: 3141.57 ms [2021-06-27 07:29:01 main:574] : INFO : Epoch 2030 | loss: 0.031163 | val_loss: 0.0311742 | Time: 3142.8 ms [2021-06-27 07:29:04 main:574] : INFO : Epoch 2031 | loss: 0.0311657 | val_loss: 0.0311761 | Time: 3136.49 ms [2021-06-27 07:29:07 main:574] : INFO : Epoch 2032 | loss: 0.0311672 | val_loss: 0.0311788 | Time: 3131.1 ms [2021-06-27 07:29:10 main:574] : INFO : Epoch 2033 | loss: 0.0311659 | val_loss: 0.031179 | Time: 3132.57 ms [2021-06-27 07:29:14 main:574] : INFO : Epoch 2034 | loss: 0.0311639 | val_loss: 0.0311762 | Time: 3153.62 ms [2021-06-27 07:29:17 main:574] : INFO : Epoch 2035 | loss: 0.0311623 | val_loss: 0.0311746 | Time: 3119.53 ms [2021-06-27 07:29:20 main:574] : INFO : Epoch 2036 | loss: 0.031162 | val_loss: 0.0311732 | Time: 3128.55 ms [2021-06-27 07:29:23 main:574] : INFO : Epoch 2037 | loss: 0.0311635 | val_loss: 0.0311755 | Time: 3120.73 ms [2021-06-27 07:29:26 main:574] : INFO : Epoch 2038 | loss: 0.0311608 | val_loss: 0.0311743 | Time: 3109.24 ms [2021-06-27 07:29:29 main:574] : INFO : Epoch 2039 | loss: 0.0311602 | val_loss: 0.031176 | Time: 3142.25 ms [2021-06-27 07:29:32 main:574] : INFO : Epoch 2040 | loss: 0.0311594 | val_loss: 0.0311764 | Time: 3120.14 ms [2021-06-27 07:29:35 main:574] : INFO : Epoch 2041 | loss: 0.0311589 | val_loss: 0.0311765 | Time: 3115.73 ms [2021-06-27 07:29:39 main:574] : INFO : Epoch 2042 | loss: 0.0311577 | val_loss: 0.0311767 | Time: 3146.85 ms [2021-06-27 07:29:42 main:574] : INFO : Epoch 2043 | loss: 0.0311595 | val_loss: 0.0311816 | Time: 3154.9 ms [2021-06-27 07:29:45 main:574] : INFO : Epoch 2044 | loss: 0.0311607 | val_loss: 0.0311779 | Time: 3125.77 ms [2021-06-27 07:29:48 main:574] : INFO : Epoch 2045 | loss: 0.0311608 | val_loss: 0.0311774 | Time: 3166.47 ms [2021-06-27 07:29:51 main:574] : INFO : Epoch 2046 | loss: 0.03116 | val_loss: 0.0311794 | Time: 3266.63 ms [2021-06-27 07:29:54 main:574] : INFO : Epoch 2047 | loss: 0.0311595 | val_loss: 0.0311755 | Time: 3147.2 ms [2021-06-27 07:29:58 main:574] : INFO : Epoch 2048 | loss: 0.0311583 | val_loss: 0.0311766 | Time: 3140.74 ms [2021-06-27 07:29:58 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311766 [2021-06-27 07:29:58 main:603] : INFO : Saving end state to config to file [2021-06-27 07:29:58 main:608] : INFO : Success, exiting.. 07:29:58 (1420): 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)