Task 12171499
| Name | ParityModified-1639959550-26831-3-0_1 |
| Workunit | 8965323 |
| Created | 27 Feb 2022, 15:24:19 UTC |
| Sent | 27 Feb 2022, 15:25:41 UTC |
| Report deadline | 7 Mar 2022, 15:25:41 UTC |
| Received | 5 Mar 2022, 7:40:25 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 13173 |
| Run time | 3 hours 54 min 6 sec |
| CPU time | 3 hours 21 min 53 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,168.88 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.60 GB |
| Peak swap size | 3.57 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> in:486] : INFO : Preparing Dataset [2022-03-05 13:38:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-05 13:38:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-05 13:39:03 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-05 13:39:03 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-05 13:39:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-05 13:39:04 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-05 13:39:04 main:494] : INFO : Creating Model [2022-03-05 13:39:04 main:507] : INFO : Preparing config file [2022-03-05 13:39:04 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-05 13:39:04 main:512] : INFO : Loading config [2022-03-05 13:39:04 main:514] : INFO : Loading state [2022-03-05 13:39:13 main:559] : INFO : Loading DataLoader into Memory [2022-03-05 13:39:13 main:562] : INFO : Starting Training [2022-03-05 13:39:26 main:574] : INFO : Epoch 1632 | loss: 0.0415842 | val_loss: 0.0300497 | Time: 12445.5 ms [2022-03-05 13:39:33 main:574] : INFO : Epoch 1633 | loss: 0.0296189 | val_loss: 0.0286872 | Time: 6790.56 ms [2022-03-05 13:39:40 main:574] : INFO : Epoch 1634 | loss: 0.0272268 | val_loss: 0.025339 | Time: 6595.06 ms [2022-03-05 13:39:46 main:574] : INFO : Epoch 1635 | loss: 0.0253707 | val_loss: 0.025093 | Time: 6476.41 ms [2022-03-05 13:39:53 main:574] : INFO : Epoch 1636 | loss: 0.0250814 | val_loss: 0.0248907 | Time: 6498.46 ms [2022-03-05 13:40:02 main:574] : INFO : Epoch 1637 | loss: 0.0249769 | val_loss: 0.0248486 | Time: 9909.61 ms [2022-03-05 13:40:09 main:574] : INFO : Epoch 1638 | loss: 0.0249488 | val_loss: 0.0248255 | Time: 6514 ms [2022-03-05 13:40:16 main:574] : INFO : Epoch 1639 | loss: 0.0249144 | val_loss: 0.0247916 | Time: 6532.37 ms [2022-03-05 13:40:23 main:574] : INFO : Epoch 1640 | loss: 0.0248755 | val_loss: 0.024736 | Time: 6493.54 ms [2022-03-05 13:40:30 main:574] : INFO : Epoch 1641 | loss: 0.024805 | val_loss: 0.0246192 | Time: 6604.93 ms [2022-03-05 13:40:37 main:574] : INFO : Epoch 1642 | loss: 0.0245755 | val_loss: 0.0240525 | Time: 7204.76 ms [2022-03-05 13:40:45 main:574] : INFO : Epoch 1643 | loss: 0.0239409 | val_loss: 0.0235347 | Time: 7482.86 ms [2022-03-05 13:40:51 main:574] : INFO : Epoch 1644 | loss: 0.022493 | val_loss: 0.0197683 | Time: 6642.22 ms [2022-03-05 13:41:09 main:574] : INFO : Epoch 1645 | loss: 0.0181684 | val_loss: 0.0171693 | Time: 17766.3 ms [2022-03-05 13:41:16 main:574] : INFO : Epoch 1646 | loss: 0.016737 | val_loss: 0.0161728 | Time: 6483.02 ms [2022-03-05 13:41:22 main:574] : INFO : Epoch 1647 | loss: 0.0162691 | val_loss: 0.0160304 | Time: 6492.31 ms [2022-03-05 13:41:30 main:574] : INFO : Epoch 1648 | loss: 0.0161412 | val_loss: 0.0159589 | Time: 7953.19 ms [2022-03-05 13:41:37 main:574] : INFO : Epoch 1649 | loss: 0.0160682 | val_loss: 0.0159092 | Time: 7019.28 ms [2022-03-05 13:41:44 main:574] : INFO : Epoch 1650 | loss: 0.0160293 | val_loss: 0.0158884 | Time: 6684.24 ms [2022-03-05 13:41:51 main:574] : INFO : Epoch 1651 | loss: 0.0160292 | val_loss: 0.0161006 | Time: 6502.97 ms [2022-03-05 13:41:57 main:574] : INFO : Epoch 1652 | loss: 0.0161194 | val_loss: 0.0159375 | Time: 6570.86 ms [2022-03-05 13:42:04 main:574] : INFO : Epoch 1653 | loss: 0.0161939 | val_loss: 0.0158935 | Time: 6531.64 ms [2022-03-05 13:42:10 main:574] : INFO : Epoch 1654 | loss: 0.0160005 | val_loss: 0.0158125 | Time: 6510.7 ms [2022-03-05 13:42:17 main:574] : INFO : Epoch 1655 | loss: 0.0162349 | val_loss: 0.0166013 | Time: 6472.81 ms [2022-03-05 13:42:23 main:574] : INFO : Epoch 1656 | loss: 0.0163001 | val_loss: 0.0158286 | Time: 6502.31 ms [2022-03-05 13:42:30 main:574] : INFO : Epoch 1657 | loss: 0.016019 | val_loss: 0.0158887 | Time: 6496.94 ms [2022-03-05 13:42:37 main:574] : INFO : Epoch 1658 | loss: 0.0159951 | val_loss: 0.0158106 | Time: 6729.55 ms [2022-03-05 13:42:44 main:574] : INFO : Epoch 1659 | loss: 0.0160179 | val_loss: 0.0159076 | Time: 7512.74 ms [2022-03-05 13:42:52 main:574] : INFO : Epoch 1660 | loss: 0.0160505 | val_loss: 0.0157941 | Time: 7695.66 ms [2022-03-05 13:42:59 main:574] : INFO : Epoch 1661 | loss: 0.0161395 | val_loss: 0.0159873 | Time: 6745.09 ms [2022-03-05 13:43:07 main:574] : INFO : Epoch 1662 | loss: 0.0160249 | val_loss: 0.015813 | Time: 7462.15 ms [2022-03-05 13:43:15 main:574] : INFO : Epoch 1663 | loss: 0.0161283 | val_loss: 0.0158916 | Time: 6518.99 ms [2022-03-05 13:43:22 main:574] : INFO : Epoch 1664 | loss: 0.0161201 | val_loss: 0.0160441 | Time: 6490.31 ms [2022-03-05 13:43:28 main:574] : INFO : Epoch 1665 | loss: 0.0159917 | val_loss: 0.0163666 | Time: 6648.93 ms [2022-03-05 13:43:35 main:574] : INFO : Epoch 1666 | loss: 0.0162409 | val_loss: 0.0162408 | Time: 6753.84 ms [2022-03-05 13:43:42 main:574] : INFO : Epoch 1667 | loss: 0.0160091 | val_loss: 0.0158192 | Time: 6494.97 ms [2022-03-05 13:43:48 main:574] : INFO : Epoch 1668 | loss: 0.0164889 | val_loss: 0.0171138 | Time: 6460.59 ms [2022-03-05 13:43:55 main:574] : INFO : Epoch 1669 | loss: 0.0166816 | val_loss: 0.015985 | Time: 6498.87 ms [2022-03-05 13:44:01 main:574] : INFO : Epoch 1670 | loss: 0.0160646 | val_loss: 0.0158314 | Time: 6555.09 ms [2022-03-05 13:44:08 main:574] : INFO : Epoch 1671 | loss: 0.0158822 | val_loss: 0.0157142 | Time: 6511 ms [2022-03-05 13:44:14 main:574] : INFO : Epoch 1672 | loss: 0.0159187 | val_loss: 0.0157565 | Time: 6486.51 ms [2022-03-05 13:44:21 main:574] : INFO : Epoch 1673 | loss: 0.015913 | val_loss: 0.0158372 | Time: 6489.81 ms [2022-03-05 13:44:27 main:574] : INFO : Epoch 1674 | loss: 0.0160491 | val_loss: 0.0158877 | Time: 6475.61 ms [2022-03-05 13:44:34 main:574] : INFO : Epoch 1675 | loss: 0.0159965 | val_loss: 0.0157151 | Time: 6735.54 ms [2022-03-05 13:44:40 main:574] : INFO : Epoch 1676 | loss: 0.0159117 | val_loss: 0.0157919 | Time: 6508.3 ms [2022-03-05 13:44:47 main:574] : INFO : Epoch 1677 | loss: 0.016153 | val_loss: 0.0158458 | Time: 6546.51 ms [2022-03-05 13:44:53 main:574] : INFO : Epoch 1678 | loss: 0.0161159 | val_loss: 0.0159489 | Time: 6473.53 ms [2022-03-05 13:45:00 main:574] : INFO : Epoch 1679 | loss: 0.016074 | val_loss: 0.0158144 | Time: 6662.52 ms [2022-03-05 13:45:07 main:574] : INFO : Epoch 1680 | loss: 0.0159929 | val_loss: 0.015733 | Time: 6506.79 ms [2022-03-05 13:45:13 main:574] : INFO : Epoch 1681 | loss: 0.0159592 | val_loss: 0.0160351 | Time: 6490.21 ms [2022-03-05 13:45:20 main:574] : INFO : Epoch 1682 | loss: 0.0158774 | val_loss: 0.0157627 | Time: 6474.63 ms [2022-03-05 13:45:26 main:574] : INFO : Epoch 1683 | loss: 0.0161173 | val_loss: 0.0159019 | Time: 6486.14 ms [2022-03-05 13:45:33 main:574] : INFO : Epoch 1684 | loss: 0.0159661 | val_loss: 0.0158343 | Time: 6891.49 ms [2022-03-05 13:45:40 main:574] : INFO : Epoch 1685 | loss: 0.0163436 | val_loss: 0.0158865 | Time: 6481.54 ms [2022-03-05 13:45:46 main:574] : INFO : Epoch 1686 | loss: 0.0159637 | val_loss: 0.0157264 | Time: 6483.8 ms [2022-03-05 13:45:53 main:574] : INFO : Epoch 1687 | loss: 0.0163173 | val_loss: 0.0161133 | Time: 6490.78 ms [2022-03-05 13:46:10 main:574] : INFO : Epoch 1688 | loss: 0.0160761 | val_loss: 0.0159498 | Time: 17354.5 ms [2022-03-05 13:46:16 main:574] : INFO : Epoch 1689 | loss: 0.0159316 | val_loss: 0.0157046 | Time: 6478.31 ms [2022-03-05 13:46:23 main:574] : INFO : Epoch 1690 | loss: 0.0161361 | val_loss: 0.0164038 | Time: 6491.82 ms [2022-03-05 13:46:30 main:574] : INFO : Epoch 1691 | loss: 0.0160644 | val_loss: 0.015927 | Time: 6639.51 ms [2022-03-05 13:46:37 main:574] : INFO : Epoch 1692 | loss: 0.0159839 | val_loss: 0.0156785 | Time: 6942.51 ms [2022-03-05 13:46:43 main:574] : INFO : Epoch 1693 | loss: 0.0160085 | val_loss: 0.016012 | Time: 6515.74 ms [2022-03-05 13:46:50 main:574] : INFO : Epoch 1694 | loss: 0.0160487 | val_loss: 0.0157559 | Time: 6487.52 ms [2022-03-05 13:46:56 main:574] : INFO : Epoch 1695 | loss: 0.0159969 | val_loss: 0.0159013 | Time: 6476 ms [2022-03-05 13:47:03 main:574] : INFO : Epoch 1696 | loss: 0.0158946 | val_loss: 0.015814 | Time: 6481.47 ms [2022-03-05 13:47:09 main:574] : INFO : Epoch 1697 | loss: 0.0160538 | val_loss: 0.0163449 | Time: 6470.82 ms [2022-03-05 13:47:16 main:574] : INFO : Epoch 1698 | loss: 0.0159788 | val_loss: 0.0156815 | Time: 6487.09 ms [2022-03-05 13:47:22 main:574] : INFO : Epoch 1699 | loss: 0.0158889 | val_loss: 0.0157704 | Time: 6481.24 ms [2022-03-05 13:47:29 main:574] : INFO : Epoch 1700 | loss: 0.015955 | val_loss: 0.016089 | Time: 6756.66 ms [2022-03-05 13:47:37 main:574] : INFO : Epoch 1701 | loss: 0.0160804 | val_loss: 0.0165102 | Time: 7798.3 ms [2022-03-05 13:47:43 main:574] : INFO : Epoch 1702 | loss: 0.0160531 | val_loss: 0.0156506 | Time: 6482.12 ms [2022-03-05 13:47:50 main:574] : INFO : Epoch 1703 | loss: 0.0158635 | val_loss: 0.0158692 | Time: 6539.36 ms [2022-03-05 13:47:56 main:574] : INFO : Epoch 1704 | loss: 0.0160978 | val_loss: 0.0157146 | Time: 6632.21 ms [2022-03-05 13:48:03 main:574] : INFO : Epoch 1705 | loss: 0.0159467 | val_loss: 0.01565 | Time: 6476.21 ms [2022-03-05 13:48:09 main:574] : INFO : Epoch 1706 | loss: 0.0161048 | val_loss: 0.0156957 | Time: 6498.28 ms [2022-03-05 13:48:16 main:574] : INFO : Epoch 1707 | loss: 0.0158762 | val_loss: 0.0160053 | Time: 6481.16 ms [2022-03-05 13:48:22 main:574] : INFO : Epoch 1708 | loss: 0.0160187 | val_loss: 0.0158504 | Time: 6487.82 ms [2022-03-05 13:48:29 main:574] : INFO : Epoch 1709 | loss: 0.0161218 | val_loss: 0.0161802 | Time: 6676.64 ms [2022-03-05 13:48:36 main:574] : INFO : Epoch 1710 | loss: 0.0159751 | val_loss: 0.0157305 | Time: 6767.85 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GT 1030) [2022-03-05 13:53:15 main:435] : INFO : Set logging level to 1 [2022-03-05 13:53:15 main:441] : INFO : Running in BOINC Client mode [2022-03-05 13:53:15 main:444] : INFO : Resolving all filenames [2022-03-05 13:53:15 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-05 13:53:15 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-05 13:53:15 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-05 13:53:15 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-05 13:53:15 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-05 13:53:15 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-05 13:53:15 main:474] : INFO : Configuration: [2022-03-05 13:53:15 main:475] : INFO : Model type: GRU [2022-03-05 13:53:15 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-05 13:53:15 main:477] : INFO : Max Epochs: 2048 [2022-03-05 13:53:16 main:478] : INFO : Batch Size: 128 [2022-03-05 13:53:16 main:479] : INFO : Learning Rate: 0.01 [2022-03-05 13:53:16 main:480] : INFO : Patience: 10 [2022-03-05 13:53:16 main:481] : INFO : Hidden Width: 12 [2022-03-05 13:53:16 main:482] : INFO : # Recurrent Layers: 4 [2022-03-05 13:53:16 main:483] : INFO : # Backend Layers: 4 [2022-03-05 13:53:16 main:484] : INFO : # Threads: 1 [2022-03-05 13:53:16 main:486] : INFO : Preparing Dataset [2022-03-05 13:53:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-05 13:53:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-05 13:53:24 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-05 13:53:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-05 13:53:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-05 13:53:24 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-05 13:53:24 main:494] : INFO : Creating Model [2022-03-05 13:53:24 main:507] : INFO : Preparing config file [2022-03-05 13:53:24 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-05 13:53:24 main:512] : INFO : Loading config [2022-03-05 13:53:25 main:514] : INFO : Loading state [2022-03-05 13:53:30 main:559] : INFO : Loading DataLoader into Memory [2022-03-05 13:53:31 main:562] : INFO : Starting Training [2022-03-05 13:53:40 main:574] : INFO : Epoch 1685 | loss: 0.0680009 | val_loss: 0.0332974 | Time: 9435.91 ms [2022-03-05 13:53:47 main:574] : INFO : Epoch 1686 | loss: 0.0319285 | val_loss: 0.0305773 | Time: 6482.36 ms [2022-03-05 13:53:53 main:574] : INFO : Epoch 1687 | loss: 0.0303471 | val_loss: 0.0298139 | Time: 6494.11 ms [2022-03-05 13:54:00 main:574] : INFO : Epoch 1688 | loss: 0.0293059 | val_loss: 0.028609 | Time: 6575.54 ms [2022-03-05 13:54:07 main:574] : INFO : Epoch 1689 | loss: 0.027876 | val_loss: 0.0267314 | Time: 6596.81 ms [2022-03-05 13:54:14 main:574] : INFO : Epoch 1690 | loss: 0.0258742 | val_loss: 0.0253281 | Time: 7318.22 ms [2022-03-05 13:54:22 main:574] : INFO : Epoch 1691 | loss: 0.0253981 | val_loss: 0.0251942 | Time: 8551.04 ms [2022-03-05 13:54:31 main:574] : INFO : Epoch 1692 | loss: 0.0252252 | val_loss: 0.0250606 | Time: 8240.45 ms [2022-03-05 13:54:38 main:574] : INFO : Epoch 1693 | loss: 0.0251357 | val_loss: 0.0250045 | Time: 6764 ms [2022-03-05 13:54:44 main:574] : INFO : Epoch 1694 | loss: 0.0249894 | val_loss: 0.0246354 | Time: 6513.41 ms [2022-03-05 13:54:51 main:574] : INFO : Epoch 1695 | loss: 0.0247362 | val_loss: 0.0247846 | Time: 6487.35 ms [2022-03-05 13:54:57 main:574] : INFO : Epoch 1696 | loss: 0.0247613 | val_loss: 0.0245631 | Time: 6508.34 ms [2022-03-05 13:55:04 main:574] : INFO : Epoch 1697 | loss: 0.0246656 | val_loss: 0.0245418 | Time: 6510.57 ms [2022-03-05 13:55:10 main:574] : INFO : Epoch 1698 | loss: 0.0246451 | val_loss: 0.0245275 | Time: 6594.61 ms [2022-03-05 13:55:17 main:574] : INFO : Epoch 1699 | loss: 0.0246306 | val_loss: 0.0245113 | Time: 6798.56 ms [2022-03-05 13:55:24 main:574] : INFO : Epoch 1700 | loss: 0.0246182 | val_loss: 0.0245012 | Time: 6529.01 ms [2022-03-05 13:55:30 main:574] : INFO : Epoch 1701 | loss: 0.0246085 | val_loss: 0.0244944 | Time: 6456.88 ms [2022-03-05 13:55:39 main:574] : INFO : Epoch 1702 | loss: 0.0246 | val_loss: 0.0244832 | Time: 8669.83 ms [2022-03-05 13:55:45 main:574] : INFO : Epoch 1703 | loss: 0.0245916 | val_loss: 0.0244776 | Time: 6623.87 ms [2022-03-05 13:55:52 main:574] : INFO : Epoch 1704 | loss: 0.0245837 | val_loss: 0.0244635 | Time: 6461.4 ms [2022-03-05 13:56:00 main:574] : INFO : Epoch 1705 | loss: 0.0245575 | val_loss: 0.0244069 | Time: 8461.83 ms [2022-03-05 13:56:17 main:574] : INFO : Epoch 1706 | loss: 0.0243121 | val_loss: 0.0239218 | Time: 16448.3 ms [2022-03-05 13:56:23 main:574] : INFO : Epoch 1707 | loss: 0.0240325 | val_loss: 0.0238874 | Time: 6469.08 ms [2022-03-05 13:56:30 main:574] : INFO : Epoch 1708 | loss: 0.0240072 | val_loss: 0.0238717 | Time: 6467.81 ms [2022-03-05 13:56:44 main:574] : INFO : Epoch 1709 | loss: 0.0239942 | val_loss: 0.0238647 | Time: 13732.1 ms [2022-03-05 13:57:01 main:574] : INFO : Epoch 1710 | loss: 0.0239782 | val_loss: 0.0238537 | Time: 6554.37 ms [2022-03-05 13:57:07 main:574] : INFO : Epoch 1711 | loss: 0.0239724 | val_loss: 0.0238526 | Time: 6500.86 ms [2022-03-05 13:57:14 main:574] : INFO : Epoch 1712 | loss: 0.0239752 | val_loss: 0.0238432 | Time: 6506.17 ms [2022-03-05 13:57:20 main:574] : INFO : Epoch 1713 | loss: 0.0239659 | val_loss: 0.0238461 | Time: 6468.76 ms [2022-03-05 13:57:27 main:574] : INFO : Epoch 1714 | loss: 0.0239595 | val_loss: 0.023833 | Time: 6508.54 ms [2022-03-05 13:57:34 main:574] : INFO : Epoch 1715 | loss: 0.0239513 | val_loss: 0.0238296 | Time: 7091.5 ms [2022-03-05 13:57:40 main:574] : INFO : Epoch 1716 | loss: 0.023948 | val_loss: 0.0238259 | Time: 6488.61 ms [2022-03-05 13:57:47 main:574] : INFO : Epoch 1717 | loss: 0.0239468 | val_loss: 0.0238289 | Time: 6478.53 ms [2022-03-05 13:57:53 main:574] : INFO : Epoch 1718 | loss: 0.0239478 | val_loss: 0.0238265 | Time: 6490.05 ms [2022-03-05 13:58:00 main:574] : INFO : Epoch 1719 | loss: 0.0239431 | val_loss: 0.0238239 | Time: 6900.77 ms [2022-03-05 13:58:08 main:574] : INFO : Epoch 1720 | loss: 0.0239408 | val_loss: 0.023819 | Time: 7400.41 ms [2022-03-05 13:58:14 main:574] : INFO : Epoch 1721 | loss: 0.0239366 | val_loss: 0.0238122 | Time: 6523.55 ms [2022-03-05 13:58:21 main:574] : INFO : Epoch 1722 | loss: 0.0239337 | val_loss: 0.0238088 | Time: 6490.41 ms [2022-03-05 13:58:27 main:574] : INFO : Epoch 1723 | loss: 0.0239311 | val_loss: 0.0238098 | Time: 6602.72 ms [2022-03-05 13:58:34 main:574] : INFO : Epoch 1724 | loss: 0.023931 | val_loss: 0.0238087 | Time: 6925.88 ms [2022-03-05 13:58:41 main:574] : INFO : Epoch 1725 | loss: 0.0239302 | val_loss: 0.023808 | Time: 6470.35 ms [2022-03-05 13:58:47 main:574] : INFO : Epoch 1726 | loss: 0.0239262 | val_loss: 0.0238042 | Time: 6491.51 ms [2022-03-05 13:58:55 main:574] : INFO : Epoch 1727 | loss: 0.0239251 | val_loss: 0.0238052 | Time: 7428.45 ms [2022-03-05 13:59:01 main:574] : INFO : Epoch 1728 | loss: 0.0239225 | val_loss: 0.0238029 | Time: 6584.46 ms [2022-03-05 13:59:08 main:574] : INFO : Epoch 1729 | loss: 0.0239204 | val_loss: 0.0238009 | Time: 6500.3 ms [2022-03-05 13:59:14 main:574] : INFO : Epoch 1730 | loss: 0.02392 | val_loss: 0.0238003 | Time: 6503.9 ms [2022-03-05 13:59:21 main:574] : INFO : Epoch 1731 | loss: 0.0239185 | val_loss: 0.0238013 | Time: 6484.1 ms [2022-03-05 13:59:27 main:574] : INFO : Epoch 1732 | loss: 0.0239176 | val_loss: 0.0237967 | Time: 6510.13 ms [2022-03-05 13:59:34 main:574] : INFO : Epoch 1733 | loss: 0.0239169 | val_loss: 0.0237956 | Time: 6831.09 ms [2022-03-05 13:59:41 main:574] : INFO : Epoch 1734 | loss: 0.0239147 | val_loss: 0.0237946 | Time: 7093.38 ms [2022-03-05 13:59:48 main:574] : INFO : Epoch 1735 | loss: 0.0239136 | val_loss: 0.0238014 | Time: 6490.26 ms [2022-03-05 13:59:54 main:574] : INFO : Epoch 1736 | loss: 0.0239168 | val_loss: 0.0238004 | Time: 6481.95 ms [2022-03-05 14:00:01 main:574] : INFO : Epoch 1737 | loss: 0.0239148 | val_loss: 0.0237946 | Time: 6561.79 ms [2022-03-05 14:00:08 main:574] : INFO : Epoch 1738 | loss: 0.0239154 | val_loss: 0.0237988 | Time: 6541.36 ms [2022-03-05 14:00:14 main:574] : INFO : Epoch 1739 | loss: 0.0239115 | val_loss: 0.0237904 | Time: 6513.69 ms [2022-03-05 14:00:21 main:574] : INFO : Epoch 1740 | loss: 0.023914 | val_loss: 0.0237955 | Time: 6554.67 ms [2022-03-05 14:00:27 main:574] : INFO : Epoch 1741 | loss: 0.0239346 | val_loss: 0.0237924 | Time: 6496.08 ms [2022-03-05 14:00:34 main:574] : INFO : Epoch 1742 | loss: 0.0239144 | val_loss: 0.0237918 | Time: 7048.58 ms [2022-03-05 14:00:41 main:574] : INFO : Epoch 1743 | loss: 0.0239122 | val_loss: 0.0237882 | Time: 6480.23 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GT 1030) [2022-03-05 14:04:32 main:435] : INFO : Set logging level to 1 [2022-03-05 14:04:32 main:441] : INFO : Running in BOINC Client mode [2022-03-05 14:04:32 main:444] : INFO : Resolving all filenames [2022-03-05 14:04:32 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-05 14:04:32 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-05 14:04:32 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-05 14:04:32 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-05 14:04:32 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-05 14:04:32 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-05 14:04:32 main:474] : INFO : Configuration: [2022-03-05 14:04:32 main:475] : INFO : Model type: GRU [2022-03-05 14:04:33 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-05 14:04:33 main:477] : INFO : Max Epochs: 2048 [2022-03-05 14:04:33 main:478] : INFO : Batch Size: 128 [2022-03-05 14:04:33 main:479] : INFO : Learning Rate: 0.01 [2022-03-05 14:04:33 main:480] : INFO : Patience: 10 [2022-03-05 14:04:33 main:481] : INFO : Hidden Width: 12 [2022-03-05 14:04:33 main:482] : INFO : # Recurrent Layers: 4 [2022-03-05 14:04:33 main:483] : INFO : # Backend Layers: 4 [2022-03-05 14:04:33 main:484] : INFO : # Threads: 1 [2022-03-05 14:04:33 main:486] : INFO : Preparing Dataset [2022-03-05 14:04:33 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-05 14:04:33 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-05 14:04:41 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-05 14:04:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-05 14:04:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-05 14:04:43 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-05 14:04:43 main:494] : INFO : Creating Model [2022-03-05 14:04:43 main:507] : INFO : Preparing config file [2022-03-05 14:04:43 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-05 14:04:43 main:512] : INFO : Loading config [2022-03-05 14:04:44 main:514] : INFO : Loading state [2022-03-05 14:05:02 main:559] : INFO : Loading DataLoader into Memory [2022-03-05 14:05:02 main:562] : INFO : Starting Training [2022-03-05 14:05:11 main:574] : INFO : Epoch 1740 | loss: 0.0279912 | val_loss: 0.02573 | Time: 8349.42 ms [2022-03-05 14:05:17 main:574] : INFO : Epoch 1741 | loss: 0.0250618 | val_loss: 0.0244961 | Time: 6398.43 ms [2022-03-05 14:05:24 main:574] : INFO : Epoch 1742 | loss: 0.0243481 | val_loss: 0.0238376 | Time: 6480.97 ms [2022-03-05 14:05:30 main:574] : INFO : Epoch 1743 | loss: 0.0239727 | val_loss: 0.0239009 | Time: 6480.11 ms [2022-03-05 14:05:37 main:574] : INFO : Epoch 1744 | loss: 0.0239416 | val_loss: 0.0238061 | Time: 6775.85 ms [2022-03-05 14:05:44 main:574] : INFO : Epoch 1745 | loss: 0.0238608 | val_loss: 0.0236837 | Time: 6505.54 ms [2022-03-05 14:05:50 main:574] : INFO : Epoch 1746 | loss: 0.0238049 | val_loss: 0.0236704 | Time: 6478.07 ms [2022-03-05 14:05:57 main:574] : INFO : Epoch 1747 | loss: 0.0238024 | val_loss: 0.0236853 | Time: 6692.03 ms [2022-03-05 14:06:14 main:574] : INFO : Epoch 1748 | loss: 0.0238113 | val_loss: 0.0236833 | Time: 17031.2 ms [2022-03-05 14:06:23 main:574] : INFO : Epoch 1749 | loss: 0.0238199 | val_loss: 0.0237128 | Time: 6503.85 ms [2022-03-05 14:06:29 main:574] : INFO : Epoch 1750 | loss: 0.0238042 | val_loss: 0.0236698 | Time: 6502.85 ms [2022-03-05 14:06:36 main:574] : INFO : Epoch 1751 | loss: 0.0237972 | val_loss: 0.023665 | Time: 6627.29 ms [2022-03-05 14:06:43 main:574] : INFO : Epoch 1752 | loss: 0.0237805 | val_loss: 0.0236044 | Time: 6470.03 ms [2022-03-05 14:06:49 main:574] : INFO : Epoch 1753 | loss: 0.0229073 | val_loss: 0.0221717 | Time: 6495.87 ms [2022-03-05 14:06:56 main:574] : INFO : Epoch 1754 | loss: 0.0224081 | val_loss: 0.0224385 | Time: 6489.54 ms [2022-03-05 14:07:02 main:574] : INFO : Epoch 1755 | loss: 0.0254266 | val_loss: 0.0262209 | Time: 6549.61 ms [2022-03-05 14:07:09 main:574] : INFO : Epoch 1756 | loss: 0.0256382 | val_loss: 0.0248657 | Time: 6479.49 ms [2022-03-05 14:07:15 main:574] : INFO : Epoch 1757 | loss: 0.0248345 | val_loss: 0.0248237 | Time: 6466.59 ms [2022-03-05 14:07:22 main:574] : INFO : Epoch 1758 | loss: 0.0252438 | val_loss: 0.0274018 | Time: 6519.62 ms [2022-03-05 14:07:28 main:574] : INFO : Epoch 1759 | loss: 0.0263052 | val_loss: 0.0255303 | Time: 6507.01 ms [2022-03-05 14:07:35 main:574] : INFO : Epoch 1760 | loss: 0.025745 | val_loss: 0.0253089 | Time: 6591.39 ms [2022-03-05 14:07:41 main:574] : INFO : Epoch 1761 | loss: 0.0254088 | val_loss: 0.025125 | Time: 6592.8 ms [2022-03-05 14:07:48 main:574] : INFO : Epoch 1762 | loss: 0.0253951 | val_loss: 0.0252963 | Time: 6472.05 ms [2022-03-05 14:07:54 main:574] : INFO : Epoch 1763 | loss: 0.0252981 | val_loss: 0.0250851 | Time: 6488.37 ms [2022-03-05 14:08:01 main:574] : INFO : Epoch 1764 | loss: 0.0251435 | val_loss: 0.0251484 | Time: 6770.54 ms [2022-03-05 14:08:09 main:574] : INFO : Epoch 1765 | loss: 0.0251043 | val_loss: 0.0248959 | Time: 8136.83 ms [2022-03-05 14:08:16 main:574] : INFO : Epoch 1766 | loss: 0.0249733 | val_loss: 0.0248597 | Time: 6510.55 ms [2022-03-05 14:08:23 main:574] : INFO : Epoch 1767 | loss: 0.025007 | val_loss: 0.0249007 | Time: 6486.56 ms [2022-03-05 14:08:29 main:574] : INFO : Epoch 1768 | loss: 0.0250733 | val_loss: 0.0249152 | Time: 6501.65 ms [2022-03-05 14:08:36 main:574] : INFO : Epoch 1769 | loss: 0.0250056 | val_loss: 0.0248915 | Time: 6709.81 ms [2022-03-05 14:08:42 main:574] : INFO : Epoch 1770 | loss: 0.0249852 | val_loss: 0.0248591 | Time: 6530.3 ms [2022-03-05 14:08:49 main:574] : INFO : Epoch 1771 | loss: 0.0249561 | val_loss: 0.0248038 | Time: 6529.88 ms [2022-03-05 14:08:55 main:574] : INFO : Epoch 1772 | loss: 0.024898 | val_loss: 0.0250433 | Time: 6478.43 ms [2022-03-05 14:09:02 main:574] : INFO : Epoch 1773 | loss: 0.0251648 | val_loss: 0.0245954 | Time: 6591.04 ms [2022-03-05 14:09:08 main:574] : INFO : Epoch 1774 | loss: 0.0246707 | val_loss: 0.0243142 | Time: 6487.09 ms [2022-03-05 14:09:15 main:574] : INFO : Epoch 1775 | loss: 0.0241146 | val_loss: 0.0237123 | Time: 6491.61 ms [2022-03-05 14:09:21 main:574] : INFO : Epoch 1776 | loss: 0.0236847 | val_loss: 0.0229495 | Time: 6480.74 ms [2022-03-05 14:09:28 main:574] : INFO : Epoch 1777 | loss: 0.0225379 | val_loss: 0.0218814 | Time: 6452.93 ms [2022-03-05 14:09:35 main:574] : INFO : Epoch 1778 | loss: 0.0217929 | val_loss: 0.0213924 | Time: 6687.06 ms [2022-03-05 14:09:41 main:574] : INFO : Epoch 1779 | loss: 0.0214577 | val_loss: 0.0211935 | Time: 6479.23 ms [2022-03-05 14:09:48 main:574] : INFO : Epoch 1780 | loss: 0.0212948 | val_loss: 0.0210647 | Time: 6468.99 ms [2022-03-05 14:09:54 main:574] : INFO : Epoch 1781 | loss: 0.0211835 | val_loss: 0.0209707 | Time: 6479.68 ms [2022-03-05 14:10:02 main:574] : INFO : Epoch 1782 | loss: 0.0211118 | val_loss: 0.0209228 | Time: 7907.91 ms [2022-03-05 14:10:09 main:574] : INFO : Epoch 1783 | loss: 0.021083 | val_loss: 0.020903 | Time: 6478.41 ms [2022-03-05 14:10:15 main:574] : INFO : Epoch 1784 | loss: 0.0210731 | val_loss: 0.0208917 | Time: 6476.44 ms [2022-03-05 14:10:22 main:574] : INFO : Epoch 1785 | loss: 0.0210424 | val_loss: 0.0208532 | Time: 6492.08 ms [2022-03-05 14:10:28 main:574] : INFO : Epoch 1786 | loss: 0.0210025 | val_loss: 0.0208137 | Time: 6470.98 ms [2022-03-05 14:10:35 main:574] : INFO : Epoch 1787 | loss: 0.020976 | val_loss: 0.0207943 | Time: 6674.07 ms [2022-03-05 14:10:41 main:574] : INFO : Epoch 1788 | loss: 0.0209643 | val_loss: 0.0207969 | Time: 6631.94 ms [2022-03-05 14:10:48 main:574] : INFO : Epoch 1789 | loss: 0.0209474 | val_loss: 0.0207818 | Time: 6549.49 ms [2022-03-05 14:10:54 main:574] : INFO : Epoch 1790 | loss: 0.0209085 | val_loss: 0.0206697 | Time: 6513.97 ms [2022-03-05 14:11:12 main:574] : INFO : Epoch 1791 | loss: 0.020819 | val_loss: 0.0206335 | Time: 17099.6 ms [2022-03-05 14:11:18 main:574] : INFO : Epoch 1792 | loss: 0.0207846 | val_loss: 0.0205979 | Time: 6475.18 ms [2022-03-05 14:11:25 main:574] : INFO : Epoch 1793 | loss: 0.0207587 | val_loss: 0.0205875 | Time: 6507.36 ms [2022-03-05 14:11:31 main:574] : INFO : Epoch 1794 | loss: 0.0207364 | val_loss: 0.0205652 | Time: 6493.19 ms [2022-03-05 14:11:38 main:574] : INFO : Epoch 1795 | loss: 0.0207188 | val_loss: 0.0205446 | Time: 6822.08 ms [2022-03-05 14:11:45 main:574] : INFO : Epoch 1796 | loss: 0.0207037 | val_loss: 0.0205325 | Time: 6600.52 ms [2022-03-05 14:11:51 main:574] : INFO : Epoch 1797 | loss: 0.0206894 | val_loss: 0.020517 | Time: 6560.26 ms [2022-03-05 14:11:58 main:574] : INFO : Epoch 1798 | loss: 0.0206753 | val_loss: 0.0205038 | Time: 6482.9 ms [2022-03-05 14:12:04 main:574] : INFO : Epoch 1799 | loss: 0.0206661 | val_loss: 0.0204998 | Time: 6561.09 ms [2022-03-05 14:12:11 main:574] : INFO : Epoch 1800 | loss: 0.0206547 | val_loss: 0.0204742 | Time: 6504.19 ms [2022-03-05 14:12:17 main:574] : INFO : Epoch 1801 | loss: 0.0206813 | val_loss: 0.0212163 | Time: 6521.09 ms [2022-03-05 14:12:24 main:574] : INFO : Epoch 1802 | loss: 0.0209098 | val_loss: 0.0206597 | Time: 6461.28 ms [2022-03-05 14:12:30 main:574] : INFO : Epoch 1803 | loss: 0.0207166 | val_loss: 0.0205075 | Time: 6487.13 ms [2022-03-05 14:12:37 main:574] : INFO : Epoch 1804 | loss: 0.0205953 | val_loss: 0.0203905 | Time: 6712.88 ms [2022-03-05 14:12:43 main:574] : INFO : Epoch 1805 | loss: 0.0205165 | val_loss: 0.0203311 | Time: 6468.05 ms [2022-03-05 14:12:50 main:574] : INFO : Epoch 1806 | loss: 0.0204621 | val_loss: 0.02029 | Time: 6474.16 ms [2022-03-05 14:12:56 main:574] : INFO : Epoch 1807 | loss: 0.0204269 | val_loss: 0.0202686 | Time: 6504.58 ms [2022-03-05 14:13:03 main:574] : INFO : Epoch 1808 | loss: 0.0204174 | val_loss: 0.0202379 | Time: 6668.95 ms [2022-03-05 14:13:11 main:574] : INFO : Epoch 1809 | loss: 0.0203792 | val_loss: 0.0202178 | Time: 7503.35 ms [2022-03-05 14:13:17 main:574] : INFO : Epoch 1810 | loss: 0.02036 | val_loss: 0.0201981 | Time: 6616.73 ms [2022-03-05 14:13:24 main:574] : INFO : Epoch 1811 | loss: 0.0203459 | val_loss: 0.0202048 | Time: 6496.07 ms [2022-03-05 14:13:30 main:574] : INFO : Epoch 1812 | loss: 0.0203357 | val_loss: 0.0202189 | Time: 6505.78 ms [2022-03-05 14:13:37 main:574] : INFO : Epoch 1813 | loss: 0.0202871 | val_loss: 0.0200996 | Time: 6899.45 ms [2022-03-05 14:13:44 main:574] : INFO : Epoch 1814 | loss: 0.020253 | val_loss: 0.0201896 | Time: 6482.12 ms [2022-03-05 14:13:50 main:574] : INFO : Epoch 1815 | loss: 0.0203131 | val_loss: 0.0201256 | Time: 6481.95 ms [2022-03-05 14:13:57 main:574] : INFO : Epoch 1816 | loss: 0.0202323 | val_loss: 0.0200705 | Time: 6499.6 ms [2022-03-05 14:14:03 main:574] : INFO : Epoch 1817 | loss: 0.0201939 | val_loss: 0.0200223 | Time: 6649.37 ms [2022-03-05 14:14:10 main:574] : INFO : Epoch 1818 | loss: 0.020172 | val_loss: 0.0200198 | Time: 6483.94 ms [2022-03-05 14:14:16 main:574] : INFO : Epoch 1819 | loss: 0.0201573 | val_loss: 0.0199826 | Time: 6490.31 ms [2022-03-05 14:14:23 main:574] : INFO : Epoch 1820 | loss: 0.0201236 | val_loss: 0.0199755 | Time: 6524.24 ms [2022-03-05 14:14:29 main:574] : INFO : Epoch 1821 | loss: 0.0201162 | val_loss: 0.0199659 | Time: 6479.53 ms [2022-03-05 14:14:36 main:574] : INFO : Epoch 1822 | loss: 0.0202643 | val_loss: 0.0201746 | Time: 6659.34 ms [2022-03-05 14:14:43 main:574] : INFO : Epoch 1823 | loss: 0.0203845 | val_loss: 0.0201641 | Time: 6688.56 ms [2022-03-05 14:14:49 main:574] : INFO : Epoch 1824 | loss: 0.0202365 | val_loss: 0.0199914 | Time: 6465.85 ms [2022-03-05 14:14:56 main:574] : INFO : Epoch 1825 | loss: 0.0201683 | val_loss: 0.0199981 | Time: 6490.65 ms [2022-03-05 14:15:03 main:574] : INFO : Epoch 1826 | loss: 0.020253 | val_loss: 0.0200221 | Time: 7109.01 ms [2022-03-05 14:15:09 main:574] : INFO : Epoch 1827 | loss: 0.0200553 | val_loss: 0.0197818 | Time: 6472.03 ms [2022-03-05 14:15:16 main:574] : INFO : Epoch 1828 | loss: 0.0201104 | val_loss: 0.0217793 | Time: 6476.84 ms [2022-03-05 14:15:22 main:574] : INFO : Epoch 1829 | loss: 0.0211495 | val_loss: 0.0204814 | Time: 6489.63 ms [2022-03-05 14:15:29 main:574] : INFO : Epoch 1830 | loss: 0.0203572 | val_loss: 0.020136 | Time: 6498.15 ms [2022-03-05 14:15:36 main:574] : INFO : Epoch 1831 | loss: 0.0201732 | val_loss: 0.0199323 | Time: 6730.12 ms [2022-03-05 14:15:42 main:574] : INFO : Epoch 1832 | loss: 0.0201608 | val_loss: 0.0199364 | Time: 6513.97 ms [2022-03-05 14:15:49 main:574] : INFO : Epoch 1833 | loss: 0.0200129 | val_loss: 0.0197891 | Time: 6532.21 ms [2022-03-05 14:15:55 main:574] : INFO : Epoch 1834 | loss: 0.0199658 | val_loss: 0.0198003 | Time: 6485.27 ms [2022-03-05 14:16:14 main:574] : INFO : Epoch 1835 | loss: 0.0199073 | val_loss: 0.01973 | Time: 18539.2 ms [2022-03-05 14:16:20 main:574] : INFO : Epoch 1836 | loss: 0.0234011 | val_loss: 0.0313042 | Time: 6485.24 ms [2022-03-05 14:16:27 main:574] : INFO : Epoch 1837 | loss: 0.0313001 | val_loss: 0.031151 | Time: 6486.04 ms [2022-03-05 14:16:34 main:574] : INFO : Epoch 1838 | loss: 0.03101 | val_loss: 0.0307681 | Time: 6770.39 ms [2022-03-05 14:16:40 main:574] : INFO : Epoch 1839 | loss: 0.0303959 | val_loss: 0.0299509 | Time: 6508.07 ms [2022-03-05 14:16:47 main:574] : INFO : Epoch 1840 | loss: 0.0297834 | val_loss: 0.029436 | Time: 6544.3 ms [2022-03-05 14:16:53 main:574] : INFO : Epoch 1841 | loss: 0.0296797 | val_loss: 0.029738 | Time: 6555.56 ms [2022-03-05 14:17:00 main:574] : INFO : Epoch 1842 | loss: 0.0297222 | val_loss: 0.0294956 | Time: 6754.81 ms [2022-03-05 14:17:07 main:574] : INFO : Epoch 1843 | loss: 0.029418 | val_loss: 0.0291781 | Time: 6623.8 ms [2022-03-05 14:17:13 main:574] : INFO : Epoch 1844 | loss: 0.0291217 | val_loss: 0.0288573 | Time: 6537.8 ms [2022-03-05 14:17:20 main:574] : INFO : Epoch 1845 | loss: 0.0286972 | val_loss: 0.0282709 | Time: 6477 ms [2022-03-05 14:17:26 main:574] : INFO : Epoch 1846 | loss: 0.0281688 | val_loss: 0.0279215 | Time: 6499.65 ms [2022-03-05 14:17:34 main:574] : INFO : Epoch 1847 | loss: 0.0278738 | val_loss: 0.0275 | Time: 7478.26 ms [2022-03-05 14:17:41 main:574] : INFO : Epoch 1848 | loss: 0.027428 | val_loss: 0.0270826 | Time: 6744.49 ms [2022-03-05 14:17:47 main:574] : INFO : Epoch 1849 | loss: 0.0270639 | val_loss: 0.0267537 | Time: 6491.88 ms [2022-03-05 14:17:54 main:574] : INFO : Epoch 1850 | loss: 0.0266865 | val_loss: 0.0263856 | Time: 6486.87 ms [2022-03-05 14:18:00 main:574] : INFO : Epoch 1851 | loss: 0.0263436 | val_loss: 0.0260093 | Time: 6902.01 ms [2022-03-05 14:18:07 main:574] : INFO : Epoch 1852 | loss: 0.0259964 | val_loss: 0.0256859 | Time: 7004.83 ms [2022-03-05 14:18:14 main:574] : INFO : Epoch 1853 | loss: 0.0257687 | val_loss: 0.0256312 | Time: 6509.74 ms [2022-03-05 14:18:20 main:574] : INFO : Epoch 1854 | loss: 0.025691 | val_loss: 0.0254521 | Time: 6474.26 ms [2022-03-05 14:18:27 main:574] : INFO : Epoch 1855 | loss: 0.0255196 | val_loss: 0.02531 | Time: 6483.39 ms [2022-03-05 14:18:35 main:574] : INFO : Epoch 1856 | loss: 0.0254141 | val_loss: 0.0252724 | Time: 7661.24 ms [2022-03-05 14:18:41 main:574] : INFO : Epoch 1857 | loss: 0.0252785 | val_loss: 0.0251059 | Time: 6647.28 ms [2022-03-05 14:18:48 main:574] : INFO : Epoch 1858 | loss: 0.025104 | val_loss: 0.0248984 | Time: 6490.03 ms [2022-03-05 14:18:54 main:574] : INFO : Epoch 1859 | loss: 0.0249361 | val_loss: 0.0247694 | Time: 6474.02 ms [2022-03-05 14:19:01 main:574] : INFO : Epoch 1860 | loss: 0.0248373 | val_loss: 0.0245993 | Time: 6484.44 ms [2022-03-05 14:19:07 main:574] : INFO : Epoch 1861 | loss: 0.0245954 | val_loss: 0.0243405 | Time: 6497.1 ms [2022-03-05 14:19:14 main:574] : INFO : Epoch 1862 | loss: 0.0244362 | val_loss: 0.0242593 | Time: 6500.14 ms [2022-03-05 14:19:20 main:574] : INFO : Epoch 1863 | loss: 0.0243336 | val_loss: 0.0241537 | Time: 6563.53 ms [2022-03-05 14:19:27 main:574] : INFO : Epoch 1864 | loss: 0.0242849 | val_loss: 0.0241864 | Time: 6480.17 ms [2022-03-05 14:19:34 main:574] : INFO : Epoch 1865 | loss: 0.0242599 | val_loss: 0.0240131 | Time: 6708.79 ms [2022-03-05 14:19:40 main:574] : INFO : Epoch 1866 | loss: 0.0241039 | val_loss: 0.0238939 | Time: 6616.14 ms [2022-03-05 14:19:47 main:574] : INFO : Epoch 1867 | loss: 0.0240404 | val_loss: 0.0239729 | Time: 6485.81 ms [2022-03-05 14:19:53 main:574] : INFO : Epoch 1868 | loss: 0.0239275 | val_loss: 0.0236631 | Time: 6644.67 ms [2022-03-05 14:20:00 main:574] : INFO : Epoch 1869 | loss: 0.0236451 | val_loss: 0.0234487 | Time: 6488.72 ms [2022-03-05 14:20:07 main:574] : INFO : Epoch 1870 | loss: 0.0234223 | val_loss: 0.0231876 | Time: 6495.27 ms [2022-03-05 14:20:13 main:574] : INFO : Epoch 1871 | loss: 0.023009 | val_loss: 0.0227674 | Time: 6530.28 ms [2022-03-05 14:20:20 main:574] : INFO : Epoch 1872 | loss: 0.0226956 | val_loss: 0.0224472 | Time: 6514.16 ms [2022-03-05 14:20:26 main:574] : INFO : Epoch 1873 | loss: 0.0224782 | val_loss: 0.0222362 | Time: 6475.11 ms [2022-03-05 14:20:33 main:574] : INFO : Epoch 1874 | loss: 0.0222371 | val_loss: 0.0219488 | Time: 6912.85 ms [2022-03-05 14:20:41 main:574] : INFO : Epoch 1875 | loss: 0.0220281 | val_loss: 0.022095 | Time: 7504.27 ms [2022-03-05 14:20:47 main:574] : INFO : Epoch 1876 | loss: 0.0220127 | val_loss: 0.0215246 | Time: 6495.53 ms [2022-03-05 14:20:54 main:574] : INFO : Epoch 1877 | loss: 0.0214894 | val_loss: 0.0213497 | Time: 6490.84 ms [2022-03-05 14:21:00 main:574] : INFO : Epoch 1878 | loss: 0.0214035 | val_loss: 0.0210016 | Time: 6656.26 ms [2022-03-05 14:21:07 main:574] : INFO : Epoch 1879 | loss: 0.0209021 | val_loss: 0.0205933 | Time: 6510.91 ms [2022-03-05 14:21:13 main:574] : INFO : Epoch 1880 | loss: 0.0207067 | val_loss: 0.0204847 | Time: 6495.87 ms [2022-03-05 14:21:20 main:574] : INFO : Epoch 1881 | loss: 0.0206035 | val_loss: 0.0204191 | Time: 6513.24 ms [2022-03-05 14:21:26 main:574] : INFO : Epoch 1882 | loss: 0.0205828 | val_loss: 0.0203544 | Time: 6520 ms [2022-03-05 14:21:34 main:574] : INFO : Epoch 1883 | loss: 0.0204459 | val_loss: 0.0202741 | Time: 7117.26 ms [2022-03-05 14:21:40 main:574] : INFO : Epoch 1884 | loss: 0.0203473 | val_loss: 0.0201406 | Time: 6473.23 ms [2022-03-05 14:21:47 main:574] : INFO : Epoch 1885 | loss: 0.0202844 | val_loss: 0.0200782 | Time: 6654.2 ms [2022-03-05 14:21:53 main:574] : INFO : Epoch 1886 | loss: 0.0199814 | val_loss: 0.0193907 | Time: 6485.35 ms [2022-03-05 14:22:00 main:574] : INFO : Epoch 1887 | loss: 0.0191071 | val_loss: 0.0184798 | Time: 6517.72 ms [2022-03-05 14:22:06 main:574] : INFO : Epoch 1888 | loss: 0.018372 | val_loss: 0.0179213 | Time: 6489.54 ms [2022-03-05 14:22:13 main:574] : INFO : Epoch 1889 | loss: 0.0179261 | val_loss: 0.0175593 | Time: 6487.04 ms [2022-03-05 14:22:19 main:574] : INFO : Epoch 1890 | loss: 0.0176913 | val_loss: 0.0174662 | Time: 6479.38 ms [2022-03-05 14:22:26 main:574] : INFO : Epoch 1891 | loss: 0.017429 | val_loss: 0.0171838 | Time: 6481.48 ms [2022-03-05 14:22:33 main:574] : INFO : Epoch 1892 | loss: 0.0172615 | val_loss: 0.0170021 | Time: 7018.86 ms [2022-03-05 14:22:40 main:574] : INFO : Epoch 1893 | loss: 0.0173462 | val_loss: 0.0172855 | Time: 6885.87 ms [2022-03-05 14:22:46 main:574] : INFO : Epoch 1894 | loss: 0.0172672 | val_loss: 0.0172468 | Time: 6634.71 ms [2022-03-05 14:22:53 main:574] : INFO : Epoch 1895 | loss: 0.0172971 | val_loss: 0.016887 | Time: 6541.31 ms [2022-03-05 14:22:59 main:574] : INFO : Epoch 1896 | loss: 0.0166095 | val_loss: 0.0156736 | Time: 6506.21 ms [2022-03-05 14:23:06 main:574] : INFO : Epoch 1897 | loss: 0.0158691 | val_loss: 0.0158524 | Time: 6566.71 ms [2022-03-05 14:23:12 main:574] : INFO : Epoch 1898 | loss: 0.0157921 | val_loss: 0.0155435 | Time: 6476.72 ms [2022-03-05 14:23:19 main:574] : INFO : Epoch 1899 | loss: 0.0155674 | val_loss: 0.0153258 | Time: 6492.44 ms [2022-03-05 14:23:25 main:574] : INFO : Epoch 1900 | loss: 0.015347 | val_loss: 0.0150816 | Time: 6467.91 ms [2022-03-05 14:23:32 main:574] : INFO : Epoch 1901 | loss: 0.0151957 | val_loss: 0.0149515 | Time: 6750.09 ms [2022-03-05 14:23:39 main:574] : INFO : Epoch 1902 | loss: 0.0149606 | val_loss: 0.0147241 | Time: 6496.96 ms [2022-03-05 14:23:45 main:574] : INFO : Epoch 1903 | loss: 0.0148003 | val_loss: 0.0146467 | Time: 6596.59 ms [2022-03-05 14:23:52 main:574] : INFO : Epoch 1904 | loss: 0.014789 | val_loss: 0.0147588 | Time: 6490.55 ms [2022-03-05 14:23:58 main:574] : INFO : Epoch 1905 | loss: 0.0148167 | val_loss: 0.0145756 | Time: 6491.59 ms [2022-03-05 14:24:05 main:574] : INFO : Epoch 1906 | loss: 0.0147616 | val_loss: 0.0146825 | Time: 6570.53 ms [2022-03-05 14:24:11 main:574] : INFO : Epoch 1907 | loss: 0.0147434 | val_loss: 0.0145512 | Time: 6469.4 ms [2022-03-05 14:24:18 main:574] : INFO : Epoch 1908 | loss: 0.0146761 | val_loss: 0.0145247 | Time: 6605.56 ms [2022-03-05 14:24:25 main:574] : INFO : Epoch 1909 | loss: 0.0145772 | val_loss: 0.0144818 | Time: 6485.08 ms [2022-03-05 14:24:31 main:574] : INFO : Epoch 1910 | loss: 0.0145108 | val_loss: 0.0144791 | Time: 6473.88 ms [2022-03-05 14:24:38 main:574] : INFO : Epoch 1911 | loss: 0.0145399 | val_loss: 0.014408 | Time: 6706.39 ms [2022-03-05 14:24:44 main:574] : INFO : Epoch 1912 | loss: 0.0144149 | val_loss: 0.0142422 | Time: 6531.07 ms [2022-03-05 14:24:51 main:574] : INFO : Epoch 1913 | loss: 0.0144025 | val_loss: 0.014336 | Time: 6521.19 ms [2022-03-05 14:24:57 main:574] : INFO : Epoch 1914 | loss: 0.0143225 | val_loss: 0.0141425 | Time: 6488.34 ms [2022-03-05 14:25:04 main:574] : INFO : Epoch 1915 | loss: 0.0142908 | val_loss: 0.0141541 | Time: 6505.47 ms [2022-03-05 14:25:10 main:574] : INFO : Epoch 1916 | loss: 0.0147375 | val_loss: 0.0147671 | Time: 6474.41 ms [2022-03-05 14:25:17 main:574] : INFO : Epoch 1917 | loss: 0.0144229 | val_loss: 0.0142151 | Time: 6524.26 ms [2022-03-05 14:25:23 main:574] : INFO : Epoch 1918 | loss: 0.0142177 | val_loss: 0.0140587 | Time: 6511.34 ms [2022-03-05 14:25:30 main:574] : INFO : Epoch 1919 | loss: 0.0141802 | val_loss: 0.0140857 | Time: 6497.57 ms [2022-03-05 14:25:36 main:574] : INFO : Epoch 1920 | loss: 0.0141634 | val_loss: 0.0140268 | Time: 6545.04 ms [2022-03-05 14:25:43 main:574] : INFO : Epoch 1921 | loss: 0.0141872 | val_loss: 0.0140592 | Time: 6537.75 ms [2022-03-05 14:25:50 main:574] : INFO : Epoch 1922 | loss: 0.0141442 | val_loss: 0.0141921 | Time: 6540.55 ms [2022-03-05 14:25:56 main:574] : INFO : Epoch 1923 | loss: 0.0142652 | val_loss: 0.0139911 | Time: 6861.49 ms [2022-03-05 14:26:03 main:574] : INFO : Epoch 1924 | loss: 0.0140656 | val_loss: 0.013879 | Time: 6646.08 ms [2022-03-05 14:26:10 main:574] : INFO : Epoch 1925 | loss: 0.0139547 | val_loss: 0.0138309 | Time: 6512.12 ms [2022-03-05 14:26:16 main:574] : INFO : Epoch 1926 | loss: 0.0139167 | val_loss: 0.013765 | Time: 6500.69 ms [2022-03-05 14:26:23 main:574] : INFO : Epoch 1927 | loss: 0.0141474 | val_loss: 0.0140674 | Time: 6506.2 ms [2022-03-05 14:26:29 main:574] : INFO : Epoch 1928 | loss: 0.0148053 | val_loss: 0.014839 | Time: 6478.69 ms [2022-03-05 14:26:36 main:574] : INFO : Epoch 1929 | loss: 0.0145716 | val_loss: 0.0144547 | Time: 6644.32 ms [2022-03-05 14:26:43 main:574] : INFO : Epoch 1930 | loss: 0.0147312 | val_loss: 0.0142496 | Time: 6604.64 ms [2022-03-05 14:26:49 main:574] : INFO : Epoch 1931 | loss: 0.0142372 | val_loss: 0.0139786 | Time: 6511.91 ms [2022-03-05 14:26:56 main:574] : INFO : Epoch 1932 | loss: 0.0140001 | val_loss: 0.0137835 | Time: 6480.49 ms [2022-03-05 14:27:02 main:574] : INFO : Epoch 1933 | loss: 0.0139573 | val_loss: 0.0138501 | Time: 6600.66 ms [2022-03-05 14:27:09 main:574] : INFO : Epoch 1934 | loss: 0.0138876 | val_loss: 0.0137484 | Time: 6488.56 ms [2022-03-05 14:27:15 main:574] : INFO : Epoch 1935 | loss: 0.0139727 | val_loss: 0.013924 | Time: 6478.99 ms [2022-03-05 14:27:22 main:574] : INFO : Epoch 1936 | loss: 0.0142786 | val_loss: 0.0139236 | Time: 6463.19 ms [2022-03-05 14:27:28 main:574] : INFO : Epoch 1937 | loss: 0.0139517 | val_loss: 0.0144868 | Time: 6484.65 ms [2022-03-05 14:27:35 main:574] : INFO : Epoch 1938 | loss: 0.0143698 | val_loss: 0.0139948 | Time: 6642.87 ms [2022-03-05 14:27:41 main:574] : INFO : Epoch 1939 | loss: 0.0139517 | val_loss: 0.0137121 | Time: 6501.13 ms [2022-03-05 14:27:48 main:574] : INFO : Epoch 1940 | loss: 0.0136975 | val_loss: 0.0134572 | Time: 6468.14 ms [2022-03-05 14:27:54 main:574] : INFO : Epoch 1941 | loss: 0.0135283 | val_loss: 0.0133719 | Time: 6475.13 ms [2022-03-05 14:28:01 main:574] : INFO : Epoch 1942 | loss: 0.0134993 | val_loss: 0.013453 | Time: 6576.85 ms [2022-03-05 14:28:07 main:574] : INFO : Epoch 1943 | loss: 0.013406 | val_loss: 0.013158 | Time: 6484.65 ms [2022-03-05 14:28:14 main:574] : INFO : Epoch 1944 | loss: 0.0132578 | val_loss: 0.0130017 | Time: 6509.15 ms [2022-03-05 14:28:20 main:574] : INFO : Epoch 1945 | loss: 0.0132035 | val_loss: 0.0128748 | Time: 6501.73 ms [2022-03-05 14:28:27 main:574] : INFO : Epoch 1946 | loss: 0.0129572 | val_loss: 0.0124612 | Time: 6474.71 ms [2022-03-05 14:28:34 main:574] : INFO : Epoch 1947 | loss: 0.0124715 | val_loss: 0.0121789 | Time: 6779.03 ms [2022-03-05 14:28:40 main:574] : INFO : Epoch 1948 | loss: 0.0123524 | val_loss: 0.0121555 | Time: 6480.01 ms [2022-03-05 14:28:47 main:574] : INFO : Epoch 1949 | loss: 0.0128446 | val_loss: 0.0128013 | Time: 6561.6 ms [2022-03-05 14:28:53 main:574] : INFO : Epoch 1950 | loss: 0.0124971 | val_loss: 0.0120846 | Time: 6488.59 ms [2022-03-05 14:29:00 main:574] : INFO : Epoch 1951 | loss: 0.0121971 | val_loss: 0.0119674 | Time: 6640.4 ms [2022-03-05 14:29:07 main:574] : INFO : Epoch 1952 | loss: 0.0120631 | val_loss: 0.0117356 | Time: 6564.17 ms [2022-03-05 14:29:13 main:574] : INFO : Epoch 1953 | loss: 0.0118554 | val_loss: 0.0116857 | Time: 6546.78 ms [2022-03-05 14:29:20 main:574] : INFO : Epoch 1954 | loss: 0.0118196 | val_loss: 0.0115948 | Time: 6499.73 ms [2022-03-05 14:29:26 main:574] : INFO : Epoch 1955 | loss: 0.011627 | val_loss: 0.0113976 | Time: 6493.25 ms [2022-03-05 14:29:33 main:574] : INFO : Epoch 1956 | loss: 0.0115654 | val_loss: 0.0113977 | Time: 6618.47 ms [2022-03-05 14:29:39 main:574] : INFO : Epoch 1957 | loss: 0.0115007 | val_loss: 0.0113465 | Time: 6487.21 ms [2022-03-05 14:29:46 main:574] : INFO : Epoch 1958 | loss: 0.0115199 | val_loss: 0.0114561 | Time: 6473.66 ms [2022-03-05 14:29:52 main:574] : INFO : Epoch 1959 | loss: 0.0115862 | val_loss: 0.0113619 | Time: 6478.91 ms [2022-03-05 14:29:59 main:574] : INFO : Epoch 1960 | loss: 0.0114166 | val_loss: 0.0111581 | Time: 6487.48 ms [2022-03-05 14:30:06 main:574] : INFO : Epoch 1961 | loss: 0.0112393 | val_loss: 0.0110707 | Time: 7084.03 ms [2022-03-05 14:30:12 main:574] : INFO : Epoch 1962 | loss: 0.0111046 | val_loss: 0.0108115 | Time: 6494.41 ms [2022-03-05 14:30:19 main:574] : INFO : Epoch 1963 | loss: 0.0107636 | val_loss: 0.0105025 | Time: 6482.2 ms [2022-03-05 14:30:25 main:574] : INFO : Epoch 1964 | loss: 0.010604 | val_loss: 0.0104277 | Time: 6496.22 ms [2022-03-05 14:30:32 main:574] : INFO : Epoch 1965 | loss: 0.0105462 | val_loss: 0.010425 | Time: 6723.69 ms [2022-03-05 14:30:39 main:574] : INFO : Epoch 1966 | loss: 0.0105209 | val_loss: 0.0103405 | Time: 6483.19 ms [2022-03-05 14:30:45 main:574] : INFO : Epoch 1967 | loss: 0.0104278 | val_loss: 0.0103228 | Time: 6664.57 ms [2022-03-05 14:30:52 main:574] : INFO : Epoch 1968 | loss: 0.0104124 | val_loss: 0.0102324 | Time: 6644.68 ms [2022-03-05 14:31:09 main:574] : INFO : Epoch 1969 | loss: 0.0103485 | val_loss: 0.0102558 | Time: 16673.4 ms [2022-03-05 14:31:15 main:574] : INFO : Epoch 1970 | loss: 0.0108225 | val_loss: 0.0128161 | Time: 6497.67 ms [2022-03-05 14:31:22 main:574] : INFO : Epoch 1971 | loss: 0.0127041 | val_loss: 0.0122862 | Time: 6478.96 ms [2022-03-05 14:31:28 main:574] : INFO : Epoch 1972 | loss: 0.0124165 | val_loss: 0.0121722 | Time: 6475.3 ms [2022-03-05 14:31:35 main:574] : INFO : Epoch 1973 | loss: 0.0122981 | val_loss: 0.0120947 | Time: 6680.59 ms [2022-03-05 14:31:41 main:574] : INFO : Epoch 1974 | loss: 0.0121866 | val_loss: 0.0118931 | Time: 6485.8 ms [2022-03-05 14:31:48 main:574] : INFO : Epoch 1975 | loss: 0.0120802 | val_loss: 0.0118801 | Time: 6528.53 ms [2022-03-05 14:31:54 main:574] : INFO : Epoch 1976 | loss: 0.011968 | val_loss: 0.0118037 | Time: 6502.11 ms [2022-03-05 14:32:01 main:574] : INFO : Epoch 1977 | loss: 0.0119927 | val_loss: 0.0118741 | Time: 6519 ms [2022-03-05 14:32:07 main:574] : INFO : Epoch 1978 | loss: 0.01203 | val_loss: 0.011909 | Time: 6475.39 ms [2022-03-05 14:32:14 main:574] : INFO : Epoch 1979 | loss: 0.0121112 | val_loss: 0.0119461 | Time: 6474.27 ms [2022-03-05 14:32:20 main:574] : INFO : Epoch 1980 | loss: 0.0119495 | val_loss: 0.0117786 | Time: 6510.57 ms [2022-03-05 14:32:27 main:574] : INFO : Epoch 1981 | loss: 0.0118395 | val_loss: 0.0116659 | Time: 6573.9 ms [2022-03-05 14:32:34 main:574] : INFO : Epoch 1982 | loss: 0.0117523 | val_loss: 0.0115944 | Time: 6798.22 ms [2022-03-05 14:32:40 main:574] : INFO : Epoch 1983 | loss: 0.0116805 | val_loss: 0.0115544 | Time: 6506.72 ms [2022-03-05 14:32:47 main:574] : INFO : Epoch 1984 | loss: 0.0116507 | val_loss: 0.0115404 | Time: 6630.1 ms [2022-03-05 14:32:54 main:574] : INFO : Epoch 1985 | loss: 0.0116091 | val_loss: 0.0115254 | Time: 6483.92 ms [2022-03-05 14:33:00 main:574] : INFO : Epoch 1986 | loss: 0.011598 | val_loss: 0.0114887 | Time: 6600.09 ms [2022-03-05 14:33:07 main:574] : INFO : Epoch 1987 | loss: 0.0115786 | val_loss: 0.0114378 | Time: 6484.6 ms [2022-03-05 14:33:13 main:574] : INFO : Epoch 1988 | loss: 0.0115376 | val_loss: 0.0114525 | Time: 6467.45 ms [2022-03-05 14:33:20 main:574] : INFO : Epoch 1989 | loss: 0.0115417 | val_loss: 0.0113802 | Time: 6503.4 ms [2022-03-05 14:33:26 main:574] : INFO : Epoch 1990 | loss: 0.0114668 | val_loss: 0.0113399 | Time: 6519.8 ms [2022-03-05 14:33:33 main:574] : INFO : Epoch 1991 | loss: 0.0114506 | val_loss: 0.0113377 | Time: 6635.39 ms [2022-03-05 14:33:39 main:574] : INFO : Epoch 1992 | loss: 0.0114413 | val_loss: 0.0112801 | Time: 6475.91 ms [2022-03-05 14:33:46 main:574] : INFO : Epoch 1993 | loss: 0.0114259 | val_loss: 0.011285 | Time: 6623.64 ms [2022-03-05 14:33:53 main:574] : INFO : Epoch 1994 | loss: 0.0113854 | val_loss: 0.0113342 | Time: 7040.07 ms [2022-03-05 14:34:00 main:574] : INFO : Epoch 1995 | loss: 0.0114084 | val_loss: 0.0112493 | Time: 6521.52 ms [2022-03-05 14:34:06 main:574] : INFO : Epoch 1996 | loss: 0.0113739 | val_loss: 0.0112338 | Time: 6479.88 ms [2022-03-05 14:34:13 main:574] : INFO : Epoch 1997 | loss: 0.0113129 | val_loss: 0.0111778 | Time: 6485.05 ms [2022-03-05 14:34:19 main:574] : INFO : Epoch 1998 | loss: 0.0112999 | val_loss: 0.0111706 | Time: 6490.4 ms [2022-03-05 14:34:26 main:574] : INFO : Epoch 1999 | loss: 0.0112955 | val_loss: 0.0111579 | Time: 6506.71 ms [2022-03-05 14:34:33 main:574] : INFO : Epoch 2000 | loss: 0.0112714 | val_loss: 0.0111359 | Time: 6811.13 ms [2022-03-05 14:34:39 main:574] : INFO : Epoch 2001 | loss: 0.0113813 | val_loss: 0.0112914 | Time: 6473.04 ms [2022-03-05 14:34:46 main:574] : INFO : Epoch 2002 | loss: 0.0113418 | val_loss: 0.0112008 | Time: 6621.05 ms [2022-03-05 14:34:52 main:574] : INFO : Epoch 2003 | loss: 0.0112822 | val_loss: 0.011145 | Time: 6483.74 ms [2022-03-05 14:34:59 main:574] : INFO : Epoch 2004 | loss: 0.0112281 | val_loss: 0.0111223 | Time: 6484.81 ms [2022-03-05 14:35:05 main:574] : INFO : Epoch 2005 | loss: 0.0112333 | val_loss: 0.011076 | Time: 6587.62 ms [2022-03-05 14:35:12 main:574] : INFO : Epoch 2006 | loss: 0.0114019 | val_loss: 0.0113153 | Time: 6487.74 ms [2022-03-05 14:35:18 main:574] : INFO : Epoch 2007 | loss: 0.0113527 | val_loss: 0.011174 | Time: 6477.94 ms [2022-03-05 14:35:25 main:574] : INFO : Epoch 2008 | loss: 0.0112401 | val_loss: 0.0110852 | Time: 6486.14 ms [2022-03-05 14:35:31 main:574] : INFO : Epoch 2009 | loss: 0.011188 | val_loss: 0.0110739 | Time: 6495.29 ms [2022-03-05 14:35:38 main:574] : INFO : Epoch 2010 | loss: 0.0111822 | val_loss: 0.0110454 | Time: 6761.28 ms [2022-03-05 14:35:45 main:574] : INFO : Epoch 2011 | loss: 0.0111778 | val_loss: 0.0110549 | Time: 6597.45 ms [2022-03-05 14:35:51 main:574] : INFO : Epoch 2012 | loss: 0.0111807 | val_loss: 0.0111455 | Time: 6498.92 ms [2022-03-05 14:35:59 main:574] : INFO : Epoch 2013 | loss: 0.0112578 | val_loss: 0.0111168 | Time: 7484.76 ms [2022-03-05 14:36:05 main:574] : INFO : Epoch 2014 | loss: 0.0111982 | val_loss: 0.0110834 | Time: 6577.62 ms [2022-03-05 14:36:12 main:574] : INFO : Epoch 2015 | loss: 0.0111901 | val_loss: 0.011054 | Time: 6479.04 ms [2022-03-05 14:36:18 main:574] : INFO : Epoch 2016 | loss: 0.011131 | val_loss: 0.0110384 | Time: 6497.42 ms [2022-03-05 14:36:26 main:574] : INFO : Epoch 2017 | loss: 0.0110694 | val_loss: 0.0109317 | Time: 7329.64 ms [2022-03-05 14:36:32 main:574] : INFO : Epoch 2018 | loss: 0.0110914 | val_loss: 0.0109094 | Time: 6752.8 ms [2022-03-05 14:36:39 main:574] : INFO : Epoch 2019 | loss: 0.0110594 | val_loss: 0.0109176 | Time: 6478.63 ms [2022-03-05 14:36:45 main:574] : INFO : Epoch 2020 | loss: 0.0110289 | val_loss: 0.0109071 | Time: 6569.14 ms [2022-03-05 14:36:52 main:574] : INFO : Epoch 2021 | loss: 0.0110596 | val_loss: 0.0109589 | Time: 6490.95 ms [2022-03-05 14:36:58 main:574] : INFO : Epoch 2022 | loss: 0.0110836 | val_loss: 0.0109506 | Time: 6485.36 ms [2022-03-05 14:37:05 main:574] : INFO : Epoch 2023 | loss: 0.0110284 | val_loss: 0.0109007 | Time: 6518.32 ms [2022-03-05 14:37:11 main:574] : INFO : Epoch 2024 | loss: 0.0110171 | val_loss: 0.0109034 | Time: 6494.36 ms [2022-03-05 14:37:18 main:574] : INFO : Epoch 2025 | loss: 0.0110299 | val_loss: 0.0109326 | Time: 6517.32 ms [2022-03-05 14:37:25 main:574] : INFO : Epoch 2026 | loss: 0.0110137 | val_loss: 0.0108929 | Time: 6481.07 ms [2022-03-05 14:37:31 main:574] : INFO : Epoch 2027 | loss: 0.0109974 | val_loss: 0.010858 | Time: 6486.57 ms [2022-03-05 14:37:38 main:574] : INFO : Epoch 2028 | loss: 0.0109717 | val_loss: 0.0108723 | Time: 6894.6 ms [2022-03-05 14:37:44 main:574] : INFO : Epoch 2029 | loss: 0.0109944 | val_loss: 0.0108632 | Time: 6487.11 ms [2022-03-05 14:37:51 main:574] : INFO : Epoch 2030 | loss: 0.0109706 | val_loss: 0.010852 | Time: 6494.96 ms [2022-03-05 14:37:57 main:574] : INFO : Epoch 2031 | loss: 0.0109796 | val_loss: 0.0108428 | Time: 6507.21 ms [2022-03-05 14:38:07 main:574] : INFO : Epoch 2032 | loss: 0.0109484 | val_loss: 0.0108666 | Time: 9353.33 ms [2022-03-05 14:38:13 main:574] : INFO : Epoch 2033 | loss: 0.0109655 | val_loss: 0.0108391 | Time: 6483.6 ms [2022-03-05 14:38:20 main:574] : INFO : Epoch 2034 | loss: 0.0109636 | val_loss: 0.0109584 | Time: 6516.72 ms [2022-03-05 14:38:26 main:574] : INFO : Epoch 2035 | loss: 0.0110195 | val_loss: 0.0109111 | Time: 6486.52 ms [2022-03-05 14:38:33 main:574] : INFO : Epoch 2036 | loss: 0.0109781 | val_loss: 0.0107632 | Time: 6741.41 ms [2022-03-05 14:38:40 main:574] : INFO : Epoch 2037 | loss: 0.0109267 | val_loss: 0.0108185 | Time: 6473.34 ms [2022-03-05 14:38:46 main:574] : INFO : Epoch 2038 | loss: 0.0109407 | val_loss: 0.0108086 | Time: 6498.18 ms [2022-03-05 14:38:53 main:574] : INFO : Epoch 2039 | loss: 0.0109033 | val_loss: 0.0107439 | Time: 6486.9 ms [2022-03-05 14:38:59 main:574] : INFO : Epoch 2040 | loss: 0.0109321 | val_loss: 0.0108427 | Time: 6530.8 ms [2022-03-05 14:39:06 main:574] : INFO : Epoch 2041 | loss: 0.0109016 | val_loss: 0.0107912 | Time: 6538.53 ms [2022-03-05 14:39:12 main:574] : INFO : Epoch 2042 | loss: 0.0108875 | val_loss: 0.0107587 | Time: 6499.25 ms [2022-03-05 14:39:19 main:574] : INFO : Epoch 2043 | loss: 0.0108801 | val_loss: 0.0107432 | Time: 6501.98 ms [2022-03-05 14:39:25 main:574] : INFO : Epoch 2044 | loss: 0.0108616 | val_loss: 0.0107144 | Time: 6485.58 ms [2022-03-05 14:39:32 main:574] : INFO : Epoch 2045 | loss: 0.0108421 | val_loss: 0.0106832 | Time: 7095.99 ms [2022-03-05 14:39:39 main:574] : INFO : Epoch 2046 | loss: 0.0108025 | val_loss: 0.0106657 | Time: 6469.78 ms [2022-03-05 14:39:45 main:574] : INFO : Epoch 2047 | loss: 0.0107891 | val_loss: 0.0107228 | Time: 6478.04 ms [2022-03-05 14:39:52 main:574] : INFO : Epoch 2048 | loss: 0.0107739 | val_loss: 0.0106232 | Time: 6486.96 ms [2022-03-05 14:39:52 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0106232 [2022-03-05 14:39:52 main:603] : INFO : Saving end state to config to file [2022-03-05 14:39:52 main:608] : INFO : Success, exiting.. 14:39:52 (14088): 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)