Task 14537063
| Name | ParityModified-1647048858-3929-2-0_0 |
| Workunit | 11574487 |
| Created | 7 Apr 2022, 9:13:27 UTC |
| Sent | 10 Apr 2022, 13:04:20 UTC |
| Report deadline | 18 Apr 2022, 13:04:20 UTC |
| Received | 18 Apr 2022, 17:10:27 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 21043 |
| Run time | 4 hours 4 min 52 sec |
| CPU time | 3 hours 48 min 26 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 8,104.09 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.88 GB |
| Peak swap size | 4.64 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> : 0.0311514 | Time: 3613.62 ms [2022-04-18 13:28:27 main:574] : INFO : Epoch 1632 | loss: 0.0311224 | val_loss: 0.0311497 | Time: 3565.78 ms [2022-04-18 13:28:31 main:574] : INFO : Epoch 1633 | loss: 0.0311193 | val_loss: 0.0311518 | Time: 3796.89 ms [2022-04-18 13:28:34 main:574] : INFO : Epoch 1634 | loss: 0.0311183 | val_loss: 0.0311507 | Time: 3303.64 ms [2022-04-18 13:28:38 main:574] : INFO : Epoch 1635 | loss: 0.0311176 | val_loss: 0.0311524 | Time: 3564.21 ms [2022-04-18 13:28:42 main:574] : INFO : Epoch 1636 | loss: 0.0311178 | val_loss: 0.0311484 | Time: 4495.69 ms [2022-04-18 13:28:47 main:574] : INFO : Epoch 1637 | loss: 0.0311162 | val_loss: 0.0311481 | Time: 4858.01 ms [2022-04-18 13:28:51 main:574] : INFO : Epoch 1638 | loss: 0.0311163 | val_loss: 0.0311495 | Time: 4152.78 ms [2022-04-18 13:28:55 main:574] : INFO : Epoch 1639 | loss: 0.0311148 | val_loss: 0.0311514 | Time: 3460.51 ms [2022-04-18 13:28:58 main:574] : INFO : Epoch 1640 | loss: 0.0311167 | val_loss: 0.0311544 | Time: 3245.55 ms [2022-04-18 13:29:01 main:574] : INFO : Epoch 1641 | loss: 0.0311193 | val_loss: 0.0311513 | Time: 3125.88 ms [2022-04-18 13:29:05 main:574] : INFO : Epoch 1642 | loss: 0.0311182 | val_loss: 0.0311506 | Time: 4076.03 ms [2022-04-18 13:29:10 main:574] : INFO : Epoch 1643 | loss: 0.0311169 | val_loss: 0.0311517 | Time: 4703.44 ms [2022-04-18 13:29:14 main:574] : INFO : Epoch 1644 | loss: 0.0311155 | val_loss: 0.031155 | Time: 3916.09 ms [2022-04-18 13:29:17 main:574] : INFO : Epoch 1645 | loss: 0.0311161 | val_loss: 0.0311524 | Time: 3391.49 ms [2022-04-18 13:29:21 main:574] : INFO : Epoch 1646 | loss: 0.0311159 | val_loss: 0.0311465 | Time: 3459.4 ms [2022-04-18 13:29:24 main:574] : INFO : Epoch 1647 | loss: 0.0311149 | val_loss: 0.0311456 | Time: 3722.96 ms [2022-04-18 13:29:28 main:574] : INFO : Epoch 1648 | loss: 0.0311144 | val_loss: 0.0311456 | Time: 3730.69 ms [2022-04-18 13:29:33 main:574] : INFO : Epoch 1649 | loss: 0.0311139 | val_loss: 0.0311537 | Time: 4433.76 ms [2022-04-18 13:29:36 main:574] : INFO : Epoch 1650 | loss: 0.0311139 | val_loss: 0.0311557 | Time: 3792.83 ms [2022-04-18 13:29:40 main:574] : INFO : Epoch 1651 | loss: 0.0311139 | val_loss: 0.0311508 | Time: 3869.38 ms [2022-04-18 13:29:43 main:574] : INFO : Epoch 1652 | loss: 0.0311099 | val_loss: 0.0311502 | Time: 3249.84 ms [2022-04-18 13:29:48 main:574] : INFO : Epoch 1653 | loss: 0.0311127 | val_loss: 0.0311555 | Time: 4126.97 ms [2022-04-18 13:29:52 main:574] : INFO : Epoch 1654 | loss: 0.0311124 | val_loss: 0.0311517 | Time: 4314.08 ms [2022-04-18 13:29:56 main:574] : INFO : Epoch 1655 | loss: 0.0311135 | val_loss: 0.0311524 | Time: 3785.94 ms [2022-04-18 13:29:59 main:574] : INFO : Epoch 1656 | loss: 0.0311102 | val_loss: 0.0311502 | Time: 2942.85 ms [2022-04-18 13:30:02 main:574] : INFO : Epoch 1657 | loss: 0.031109 | val_loss: 0.031151 | Time: 3734.5 ms [2022-04-18 13:30:06 main:574] : INFO : Epoch 1658 | loss: 0.0311094 | val_loss: 0.0311535 | Time: 3967.05 ms [2022-04-18 13:30:10 main:574] : INFO : Epoch 1659 | loss: 0.0311093 | val_loss: 0.0311524 | Time: 4108.42 ms [2022-04-18 13:30:13 main:574] : INFO : Epoch 1660 | loss: 0.0311102 | val_loss: 0.0311522 | Time: 2873.04 ms [2022-04-18 13:30:17 main:574] : INFO : Epoch 1661 | loss: 0.0311118 | val_loss: 0.0311521 | Time: 3683.3 ms [2022-04-18 13:30:20 main:574] : INFO : Epoch 1662 | loss: 0.0311122 | val_loss: 0.0311533 | Time: 3272.51 ms [2022-04-18 13:30:23 main:574] : INFO : Epoch 1663 | loss: 0.0311111 | val_loss: 0.0311521 | Time: 3087.65 ms [2022-04-18 13:30:27 main:574] : INFO : Epoch 1664 | loss: 0.0311086 | val_loss: 0.0311508 | Time: 4005.99 ms [2022-04-18 13:30:31 main:574] : INFO : Epoch 1665 | loss: 0.0311098 | val_loss: 0.0311539 | Time: 3952.11 ms [2022-04-18 13:30:36 main:574] : INFO : Epoch 1666 | loss: 0.0311118 | val_loss: 0.0311618 | Time: 4330.31 ms [2022-04-18 13:30:39 main:574] : INFO : Epoch 1667 | loss: 0.031114 | val_loss: 0.031151 | Time: 3702.69 ms [2022-04-18 13:30:43 main:574] : INFO : Epoch 1668 | loss: 0.0311126 | val_loss: 0.031154 | Time: 3319.66 ms [2022-04-18 13:30:46 main:574] : INFO : Epoch 1669 | loss: 0.0311136 | val_loss: 0.0311541 | Time: 3476.43 ms [2022-04-18 13:30:50 main:574] : INFO : Epoch 1670 | loss: 0.031113 | val_loss: 0.0311516 | Time: 4108.68 ms [2022-04-18 13:30:55 main:574] : INFO : Epoch 1671 | loss: 0.0311105 | val_loss: 0.0311499 | Time: 4428.01 ms [2022-04-18 13:30:58 main:574] : INFO : Epoch 1672 | loss: 0.0311124 | val_loss: 0.0311501 | Time: 3095.32 ms [2022-04-18 13:31:01 main:574] : INFO : Epoch 1673 | loss: 0.0311114 | val_loss: 0.0311548 | Time: 3702.1 ms [2022-04-18 13:31:05 main:574] : INFO : Epoch 1674 | loss: 0.0311098 | val_loss: 0.0311524 | Time: 3957.95 ms [2022-04-18 13:31:09 main:574] : INFO : Epoch 1675 | loss: 0.0311121 | val_loss: 0.0311539 | Time: 3919.4 ms [2022-04-18 13:31:13 main:574] : INFO : Epoch 1676 | loss: 0.0311151 | val_loss: 0.0311546 | Time: 3547.88 ms [2022-04-18 13:31:17 main:574] : INFO : Epoch 1677 | loss: 0.0311175 | val_loss: 0.0311534 | Time: 3584.03 ms [2022-04-18 13:31:20 main:574] : INFO : Epoch 1678 | loss: 0.0311144 | val_loss: 0.0311503 | Time: 3322.66 ms [2022-04-18 13:31:23 main:574] : INFO : Epoch 1679 | loss: 0.0311122 | val_loss: 0.0311512 | Time: 3448.99 ms [2022-04-18 13:31:27 main:574] : INFO : Epoch 1680 | loss: 0.0311095 | val_loss: 0.0311504 | Time: 4180.29 ms [2022-04-18 13:31:31 main:574] : INFO : Epoch 1681 | loss: 0.0311095 | val_loss: 0.0311501 | Time: 3935.86 ms [2022-04-18 13:31:35 main:574] : INFO : Epoch 1682 | loss: 0.0311091 | val_loss: 0.0311501 | Time: 4036.15 ms [2022-04-18 13:31:38 main:574] : INFO : Epoch 1683 | loss: 0.031109 | val_loss: 0.0311536 | Time: 2924.48 ms [2022-04-18 13:31:42 main:574] : INFO : Epoch 1684 | loss: 0.0311083 | val_loss: 0.0311506 | Time: 3462.05 ms [2022-04-18 13:31:45 main:574] : INFO : Epoch 1685 | loss: 0.0311093 | val_loss: 0.0311479 | Time: 3226.03 ms [2022-04-18 13:31:49 main:574] : INFO : Epoch 1686 | loss: 0.0311088 | val_loss: 0.0311472 | Time: 3577.12 ms [2022-04-18 13:31:52 main:574] : INFO : Epoch 1687 | loss: 0.0311089 | val_loss: 0.0311499 | Time: 3356.91 ms [2022-04-18 13:31:56 main:574] : INFO : Epoch 1688 | loss: 0.0311101 | val_loss: 0.0311495 | Time: 3891.88 ms [2022-04-18 13:31:59 main:574] : INFO : Epoch 1689 | loss: 0.0311151 | val_loss: 0.0311502 | Time: 3600.79 ms [2022-04-18 13:32:02 main:574] : INFO : Epoch 1690 | loss: 0.0311169 | val_loss: 0.0311559 | Time: 2997.19 ms [2022-04-18 13:32:06 main:574] : INFO : Epoch 1691 | loss: 0.0311163 | val_loss: 0.0311503 | Time: 3056.98 ms [2022-04-18 13:32:09 main:574] : INFO : Epoch 1692 | loss: 0.0311128 | val_loss: 0.0311549 | Time: 3119.66 ms [2022-04-18 13:32:12 main:574] : INFO : Epoch 1693 | loss: 0.031117 | val_loss: 0.031152 | Time: 3505.29 ms [2022-04-18 13:32:17 main:574] : INFO : Epoch 1694 | loss: 0.0311145 | val_loss: 0.0311522 | Time: 4561.57 ms [2022-04-18 13:32:20 main:574] : INFO : Epoch 1695 | loss: 0.0311193 | val_loss: 0.031151 | Time: 3713.49 ms [2022-04-18 13:32:25 main:574] : INFO : Epoch 1696 | loss: 0.0311145 | val_loss: 0.0311537 | Time: 4093.09 ms [2022-04-18 13:32:28 main:574] : INFO : Epoch 1697 | loss: 0.0311156 | val_loss: 0.0311521 | Time: 3259.7 ms [2022-04-18 13:32:32 main:574] : INFO : Epoch 1698 | loss: 0.0311131 | val_loss: 0.0311503 | Time: 3927.11 ms [2022-04-18 13:32:35 main:574] : INFO : Epoch 1699 | loss: 0.0311123 | val_loss: 0.0311587 | Time: 3446.4 ms [2022-04-18 13:32:39 main:574] : INFO : Epoch 1700 | loss: 0.0311102 | val_loss: 0.0311473 | Time: 3488.54 ms [2022-04-18 13:32:43 main:574] : INFO : Epoch 1701 | loss: 0.0311082 | val_loss: 0.0311525 | Time: 4232.94 ms [2022-04-18 13:32:47 main:574] : INFO : Epoch 1702 | loss: 0.03111 | val_loss: 0.0311506 | Time: 3849.77 ms [2022-04-18 13:32:51 main:574] : INFO : Epoch 1703 | loss: 0.031111 | val_loss: 0.0311527 | Time: 3934.54 ms [2022-04-18 13:32:54 main:574] : INFO : Epoch 1704 | loss: 0.0311092 | val_loss: 0.0311516 | Time: 3654.54 ms [2022-04-18 13:32:57 main:574] : INFO : Epoch 1705 | loss: 0.0311103 | val_loss: 0.0311509 | Time: 2979.97 ms [2022-04-18 13:33:01 main:574] : INFO : Epoch 1706 | loss: 0.0311099 | val_loss: 0.0311563 | Time: 3414.49 ms [2022-04-18 13:33:04 main:574] : INFO : Epoch 1707 | loss: 0.0311114 | val_loss: 0.0311552 | Time: 3564.74 ms [2022-04-18 13:33:09 main:574] : INFO : Epoch 1708 | loss: 0.0311112 | val_loss: 0.0311528 | Time: 4652.97 ms [2022-04-18 13:33:14 main:574] : INFO : Epoch 1709 | loss: 0.031109 | val_loss: 0.0311492 | Time: 4706.84 ms [2022-04-18 13:33:17 main:574] : INFO : Epoch 1710 | loss: 0.0311091 | val_loss: 0.0311497 | Time: 3743.13 ms [2022-04-18 13:33:21 main:574] : INFO : Epoch 1711 | loss: 0.0311086 | val_loss: 0.0311515 | Time: 3424.64 ms [2022-04-18 13:33:24 main:574] : INFO : Epoch 1712 | loss: 0.0311119 | val_loss: 0.0311522 | Time: 3462.41 ms [2022-04-18 13:33:28 main:574] : INFO : Epoch 1713 | loss: 0.0311141 | val_loss: 0.0311718 | Time: 4153.77 ms [2022-04-18 13:33:32 main:574] : INFO : Epoch 1714 | loss: 0.0311099 | val_loss: 0.0311477 | Time: 3297.16 ms [2022-04-18 13:33:35 main:574] : INFO : Epoch 1715 | loss: 0.0311069 | val_loss: 0.031156 | Time: 3256.7 ms [2022-04-18 13:33:39 main:574] : INFO : Epoch 1716 | loss: 0.0311079 | val_loss: 0.0311471 | Time: 3597.32 ms [2022-04-18 13:33:42 main:574] : INFO : Epoch 1717 | loss: 0.0311098 | val_loss: 0.031155 | Time: 3791.24 ms [2022-04-18 13:33:46 main:574] : INFO : Epoch 1718 | loss: 0.0311075 | val_loss: 0.0311493 | Time: 3579.16 ms [2022-04-18 13:33:50 main:574] : INFO : Epoch 1719 | loss: 0.0311059 | val_loss: 0.0311531 | Time: 3563.61 ms [2022-04-18 13:33:53 main:574] : INFO : Epoch 1720 | loss: 0.031107 | val_loss: 0.0311511 | Time: 3352.66 ms [2022-04-18 13:33:56 main:574] : INFO : Epoch 1721 | loss: 0.031107 | val_loss: 0.031153 | Time: 3111.4 ms [2022-04-18 13:33:59 main:574] : INFO : Epoch 1722 | loss: 0.0311128 | val_loss: 0.0311535 | Time: 3132.2 ms [2022-04-18 13:34:03 main:574] : INFO : Epoch 1723 | loss: 0.031114 | val_loss: 0.0311545 | Time: 3330.61 ms [2022-04-18 13:34:07 main:574] : INFO : Epoch 1724 | loss: 0.0311156 | val_loss: 0.0311522 | Time: 4138.77 ms [2022-04-18 13:34:11 main:574] : INFO : Epoch 1725 | loss: 0.031118 | val_loss: 0.0311526 | Time: 4365.96 ms [2022-04-18 13:34:14 main:574] : INFO : Epoch 1726 | loss: 0.0311159 | val_loss: 0.0311461 | Time: 3352.51 ms [2022-04-18 13:34:18 main:574] : INFO : Epoch 1727 | loss: 0.0311143 | val_loss: 0.031157 | Time: 3330.4 ms [2022-04-18 13:34:21 main:574] : INFO : Epoch 1728 | loss: 0.0311144 | val_loss: 0.031149 | Time: 3293.81 ms [2022-04-18 13:34:24 main:574] : INFO : Epoch 1729 | loss: 0.0311128 | val_loss: 0.0311517 | Time: 3414.63 ms [2022-04-18 13:34:29 main:574] : INFO : Epoch 1730 | loss: 0.0311097 | val_loss: 0.031154 | Time: 4258.18 ms [2022-04-18 13:34:33 main:574] : INFO : Epoch 1731 | loss: 0.0311113 | val_loss: 0.031154 | Time: 4071.94 ms [2022-04-18 13:34:37 main:574] : INFO : Epoch 1732 | loss: 0.0311099 | val_loss: 0.0311541 | Time: 4022.15 ms [2022-04-18 13:34:41 main:574] : INFO : Epoch 1733 | loss: 0.0311098 | val_loss: 0.0311526 | Time: 3796.83 ms [2022-04-18 13:34:44 main:574] : INFO : Epoch 1734 | loss: 0.0311101 | val_loss: 0.031149 | Time: 3254.97 ms [2022-04-18 13:34:47 main:574] : INFO : Epoch 1735 | loss: 0.0311088 | val_loss: 0.0311546 | Time: 3540.42 ms [2022-04-18 13:34:51 main:574] : INFO : Epoch 1736 | loss: 0.0311099 | val_loss: 0.0311564 | Time: 3715.61 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3060 Ti) [2022-04-18 13:50:47 main:435] : INFO : Set logging level to 1 [2022-04-18 13:50:47 main:441] : INFO : Running in BOINC Client mode [2022-04-18 13:50:47 main:444] : INFO : Resolving all filenames [2022-04-18 13:50:47 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-18 13:50:47 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-18 13:50:47 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-18 13:50:47 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-18 13:50:47 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-18 13:50:47 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-18 13:50:47 main:474] : INFO : Configuration: [2022-04-18 13:50:47 main:475] : INFO : Model type: GRU [2022-04-18 13:50:47 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-18 13:50:47 main:477] : INFO : Max Epochs: 2048 [2022-04-18 13:50:47 main:478] : INFO : Batch Size: 128 [2022-04-18 13:50:47 main:479] : INFO : Learning Rate: 0.01 [2022-04-18 13:50:47 main:480] : INFO : Patience: 10 [2022-04-18 13:50:47 main:481] : INFO : Hidden Width: 12 [2022-04-18 13:50:47 main:482] : INFO : # Recurrent Layers: 4 [2022-04-18 13:50:47 main:483] : INFO : # Backend Layers: 4 [2022-04-18 13:50:47 main:484] : INFO : # Threads: 1 [2022-04-18 13:50:47 main:486] : INFO : Preparing Dataset [2022-04-18 13:50:47 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-18 13:50:47 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-18 14:12:42 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-18 14:12:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-18 14:12:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-18 14:12:42 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-18 14:12:42 main:494] : INFO : Creating Model [2022-04-18 14:12:42 main:507] : INFO : Preparing config file [2022-04-18 14:12:42 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-18 14:12:42 main:512] : INFO : Loading config [2022-04-18 14:12:42 main:514] : INFO : Loading state [2022-04-18 14:30:19 main:559] : INFO : Loading DataLoader into Memory [2022-04-18 14:30:19 main:562] : INFO : Starting Training [2022-04-18 14:32:06 main:574] : INFO : Epoch 1722 | loss: 0.0313028 | val_loss: 0.0311855 | Time: 106862 ms [2022-04-18 14:32:09 main:574] : INFO : Epoch 1723 | loss: 0.0311359 | val_loss: 0.0311601 | Time: 3540.42 ms [2022-04-18 14:32:13 main:574] : INFO : Epoch 1724 | loss: 0.0311174 | val_loss: 0.0311546 | Time: 3837.29 ms [2022-04-18 14:32:17 main:574] : INFO : Epoch 1725 | loss: 0.0311131 | val_loss: 0.031157 | Time: 3937.19 ms [2022-04-18 14:32:21 main:574] : INFO : Epoch 1726 | loss: 0.0311129 | val_loss: 0.0311605 | Time: 3668.55 ms [2022-04-18 14:32:24 main:574] : INFO : Epoch 1727 | loss: 0.0311139 | val_loss: 0.0311541 | Time: 3496.63 ms [2022-04-18 14:32:28 main:574] : INFO : Epoch 1728 | loss: 0.0311134 | val_loss: 0.0311627 | Time: 3462.08 ms [2022-04-18 14:32:32 main:574] : INFO : Epoch 1729 | loss: 0.031113 | val_loss: 0.031152 | Time: 3778.38 ms [2022-04-18 14:32:35 main:574] : INFO : Epoch 1730 | loss: 0.0311116 | val_loss: 0.0311516 | Time: 3493.37 ms [2022-04-18 14:32:39 main:574] : INFO : Epoch 1731 | loss: 0.0311168 | val_loss: 0.0311517 | Time: 3609.06 ms [2022-04-18 14:32:42 main:574] : INFO : Epoch 1732 | loss: 0.0311126 | val_loss: 0.0311563 | Time: 3863.66 ms [2022-04-18 14:32:46 main:574] : INFO : Epoch 1733 | loss: 0.031109 | val_loss: 0.0311488 | Time: 3550.53 ms [2022-04-18 14:32:50 main:574] : INFO : Epoch 1734 | loss: 0.0311147 | val_loss: 0.0311541 | Time: 3718.71 ms [2022-04-18 14:32:54 main:574] : INFO : Epoch 1735 | loss: 0.0311142 | val_loss: 0.0311537 | Time: 3944.68 ms [2022-04-18 14:32:58 main:574] : INFO : Epoch 1736 | loss: 0.0311151 | val_loss: 0.0311577 | Time: 3827.27 ms [2022-04-18 14:33:22 main:574] : INFO : Epoch 1737 | loss: 0.0311134 | val_loss: 0.031155 | Time: 24038.9 ms [2022-04-18 14:33:25 main:574] : INFO : Epoch 1738 | loss: 0.0311114 | val_loss: 0.0311504 | Time: 3359.99 ms [2022-04-18 14:33:28 main:574] : INFO : Epoch 1739 | loss: 0.0311124 | val_loss: 0.0311509 | Time: 3490.98 ms [2022-04-18 14:33:32 main:574] : INFO : Epoch 1740 | loss: 0.0311102 | val_loss: 0.0311467 | Time: 3876.71 ms [2022-04-18 14:33:36 main:574] : INFO : Epoch 1741 | loss: 0.0311089 | val_loss: 0.0311497 | Time: 3412.77 ms [2022-04-18 14:33:39 main:574] : INFO : Epoch 1742 | loss: 0.0311061 | val_loss: 0.0311472 | Time: 3526.04 ms [2022-04-18 14:33:43 main:574] : INFO : Epoch 1743 | loss: 0.0311069 | val_loss: 0.0311472 | Time: 3431.13 ms [2022-04-18 14:33:46 main:574] : INFO : Epoch 1744 | loss: 0.0311081 | val_loss: 0.0311462 | Time: 3484.18 ms [2022-04-18 14:33:50 main:574] : INFO : Epoch 1745 | loss: 0.0311113 | val_loss: 0.031154 | Time: 3833.41 ms [2022-04-18 14:33:54 main:574] : INFO : Epoch 1746 | loss: 0.031113 | val_loss: 0.0311503 | Time: 3687.48 ms [2022-04-18 14:33:57 main:574] : INFO : Epoch 1747 | loss: 0.031112 | val_loss: 0.0311486 | Time: 3518.42 ms [2022-04-18 14:34:01 main:574] : INFO : Epoch 1748 | loss: 0.031111 | val_loss: 0.0311475 | Time: 3950.05 ms [2022-04-18 14:34:05 main:574] : INFO : Epoch 1749 | loss: 0.0311107 | val_loss: 0.0311508 | Time: 3517.83 ms [2022-04-18 14:34:09 main:574] : INFO : Epoch 1750 | loss: 0.0311135 | val_loss: 0.0311454 | Time: 3973.31 ms [2022-04-18 14:34:13 main:574] : INFO : Epoch 1751 | loss: 0.0311155 | val_loss: 0.0311468 | Time: 3926.53 ms [2022-04-18 14:34:16 main:574] : INFO : Epoch 1752 | loss: 0.0311112 | val_loss: 0.031147 | Time: 3454.1 ms [2022-04-18 14:34:20 main:574] : INFO : Epoch 1753 | loss: 0.0311085 | val_loss: 0.031155 | Time: 3710.1 ms [2022-04-18 14:34:24 main:574] : INFO : Epoch 1754 | loss: 0.0311103 | val_loss: 0.0311509 | Time: 3770.92 ms [2022-04-18 14:34:27 main:574] : INFO : Epoch 1755 | loss: 0.031111 | val_loss: 0.0311458 | Time: 3780.86 ms [2022-04-18 14:34:51 main:574] : INFO : Epoch 1756 | loss: 0.0311115 | val_loss: 0.0311524 | Time: 24047.3 ms [2022-04-18 14:34:55 main:574] : INFO : Epoch 1757 | loss: 0.031111 | val_loss: 0.0311452 | Time: 3692.19 ms [2022-04-18 14:34:59 main:574] : INFO : Epoch 1758 | loss: 0.0311117 | val_loss: 0.0311487 | Time: 3749.84 ms [2022-04-18 14:35:02 main:574] : INFO : Epoch 1759 | loss: 0.0311096 | val_loss: 0.0311498 | Time: 3600.2 ms [2022-04-18 14:35:06 main:574] : INFO : Epoch 1760 | loss: 0.0311105 | val_loss: 0.0311509 | Time: 3942.41 ms [2022-04-18 14:35:10 main:574] : INFO : Epoch 1761 | loss: 0.0311088 | val_loss: 0.0311548 | Time: 3737.87 ms [2022-04-18 14:35:14 main:574] : INFO : Epoch 1762 | loss: 0.0311112 | val_loss: 0.0311551 | Time: 3689.92 ms [2022-04-18 14:35:17 main:574] : INFO : Epoch 1763 | loss: 0.0311149 | val_loss: 0.0311489 | Time: 3380.94 ms [2022-04-18 14:35:21 main:574] : INFO : Epoch 1764 | loss: 0.0311213 | val_loss: 0.0311522 | Time: 3546.18 ms [2022-04-18 14:35:25 main:574] : INFO : Epoch 1765 | loss: 0.0311252 | val_loss: 0.0311564 | Time: 4264.18 ms [2022-04-18 14:35:30 main:574] : INFO : Epoch 1766 | loss: 0.031124 | val_loss: 0.031155 | Time: 4741.44 ms [2022-04-18 14:35:33 main:574] : INFO : Epoch 1767 | loss: 0.0311228 | val_loss: 0.0311564 | Time: 3496.94 ms [2022-04-18 14:35:37 main:574] : INFO : Epoch 1768 | loss: 0.0311254 | val_loss: 0.0311566 | Time: 3267.88 ms [2022-04-18 14:35:40 main:574] : INFO : Epoch 1769 | loss: 0.0311548 | val_loss: 0.0311659 | Time: 3822.73 ms [2022-04-18 14:35:44 main:574] : INFO : Epoch 1770 | loss: 0.0311599 | val_loss: 0.0311645 | Time: 3661.01 ms [2022-04-18 14:35:48 main:574] : INFO : Epoch 1771 | loss: 0.0311573 | val_loss: 0.0311643 | Time: 4287.57 ms [2022-04-18 14:35:52 main:574] : INFO : Epoch 1772 | loss: 0.0311548 | val_loss: 0.0311588 | Time: 3671.47 ms [2022-04-18 14:35:56 main:574] : INFO : Epoch 1773 | loss: 0.0311495 | val_loss: 0.0311554 | Time: 4146.46 ms [2022-04-18 14:36:00 main:574] : INFO : Epoch 1774 | loss: 0.0311478 | val_loss: 0.0311565 | Time: 4309.75 ms [2022-04-18 14:36:04 main:574] : INFO : Epoch 1775 | loss: 0.0311464 | val_loss: 0.0311555 | Time: 3888.85 ms [2022-04-18 14:36:08 main:574] : INFO : Epoch 1776 | loss: 0.0311436 | val_loss: 0.0311582 | Time: 4135.61 ms [2022-04-18 14:36:12 main:574] : INFO : Epoch 1777 | loss: 0.0311422 | val_loss: 0.0311551 | Time: 3554.6 ms [2022-04-18 14:36:16 main:574] : INFO : Epoch 1778 | loss: 0.0311415 | val_loss: 0.031161 | Time: 4203.61 ms [2022-04-18 14:36:20 main:574] : INFO : Epoch 1779 | loss: 0.0311439 | val_loss: 0.0311572 | Time: 3525.9 ms [2022-04-18 14:36:23 main:574] : INFO : Epoch 1780 | loss: 0.0311421 | val_loss: 0.0311649 | Time: 3372.84 ms [2022-04-18 14:36:27 main:574] : INFO : Epoch 1781 | loss: 0.0311416 | val_loss: 0.0311577 | Time: 3418.59 ms [2022-04-18 14:36:30 main:574] : INFO : Epoch 1782 | loss: 0.0311374 | val_loss: 0.0311549 | Time: 3579.28 ms [2022-04-18 14:36:33 main:574] : INFO : Epoch 1783 | loss: 0.0311373 | val_loss: 0.0311556 | Time: 3355.83 ms [2022-04-18 14:36:37 main:574] : INFO : Epoch 1784 | loss: 0.0311366 | val_loss: 0.0311545 | Time: 3670.53 ms [2022-04-18 14:36:41 main:574] : INFO : Epoch 1785 | loss: 0.0311393 | val_loss: 0.0311572 | Time: 3392.07 ms [2022-04-18 14:36:45 main:574] : INFO : Epoch 1786 | loss: 0.0311379 | val_loss: 0.0311575 | Time: 4359.23 ms [2022-04-18 14:36:48 main:574] : INFO : Epoch 1787 | loss: 0.031137 | val_loss: 0.0311584 | Time: 3275.29 ms [2022-04-18 14:36:52 main:574] : INFO : Epoch 1788 | loss: 0.0311358 | val_loss: 0.0311587 | Time: 3583.99 ms [2022-04-18 14:36:56 main:574] : INFO : Epoch 1789 | loss: 0.031133 | val_loss: 0.0311559 | Time: 4160.56 ms [2022-04-18 14:37:01 main:574] : INFO : Epoch 1790 | loss: 0.0311336 | val_loss: 0.0311525 | Time: 5129.18 ms [2022-04-18 15:42:53 main:574] : INFO : Epoch 1791 | loss: 0.031136 | val_loss: 0.0311549 | Time: 3.95232e+06 ms [2022-04-18 15:42:58 main:574] : INFO : Epoch 1792 | loss: 0.031136 | val_loss: 0.0311541 | Time: 5042.93 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3060 Ti) [2022-04-18 16:25:14 main:435] : INFO : Set logging level to 1 [2022-04-18 16:25:14 main:441] : INFO : Running in BOINC Client mode [2022-04-18 16:25:14 main:444] : INFO : Resolving all filenames [2022-04-18 16:25:14 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-18 16:25:14 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-18 16:25:14 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-18 16:25:14 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-18 16:25:14 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-18 16:25:14 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-18 16:25:14 main:474] : INFO : Configuration: [2022-04-18 16:25:14 main:475] : INFO : Model type: GRU [2022-04-18 16:25:14 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-18 16:25:14 main:477] : INFO : Max Epochs: 2048 [2022-04-18 16:25:14 main:478] : INFO : Batch Size: 128 [2022-04-18 16:25:14 main:479] : INFO : Learning Rate: 0.01 [2022-04-18 16:25:14 main:480] : INFO : Patience: 10 [2022-04-18 16:25:14 main:481] : INFO : Hidden Width: 12 [2022-04-18 16:25:14 main:482] : INFO : # Recurrent Layers: 4 [2022-04-18 16:25:14 main:483] : INFO : # Backend Layers: 4 [2022-04-18 16:25:14 main:484] : INFO : # Threads: 1 [2022-04-18 16:25:14 main:486] : INFO : Preparing Dataset [2022-04-18 16:25:14 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-18 16:25:14 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-18 16:46:19 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-18 16:46:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-18 16:46:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-18 16:46:19 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-18 16:46:19 main:494] : INFO : Creating Model [2022-04-18 16:46:19 main:507] : INFO : Preparing config file [2022-04-18 16:46:19 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-18 16:46:19 main:512] : INFO : Loading config [2022-04-18 16:46:19 main:514] : INFO : Loading state Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3060 Ti) [2022-04-18 18:17:12 main:435] : INFO : Set logging level to 1 [2022-04-18 18:17:12 main:441] : INFO : Running in BOINC Client mode [2022-04-18 18:17:12 main:444] : INFO : Resolving all filenames [2022-04-18 18:17:12 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-18 18:17:12 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-18 18:17:12 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-18 18:17:12 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-18 18:17:12 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-18 18:17:12 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-18 18:17:12 main:474] : INFO : Configuration: [2022-04-18 18:17:12 main:475] : INFO : Model type: GRU [2022-04-18 18:17:12 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-18 18:17:12 main:477] : INFO : Max Epochs: 2048 [2022-04-18 18:17:12 main:478] : INFO : Batch Size: 128 [2022-04-18 18:17:12 main:479] : INFO : Learning Rate: 0.01 [2022-04-18 18:17:12 main:480] : INFO : Patience: 10 [2022-04-18 18:17:12 main:481] : INFO : Hidden Width: 12 [2022-04-18 18:17:12 main:482] : INFO : # Recurrent Layers: 4 [2022-04-18 18:17:12 main:483] : INFO : # Backend Layers: 4 [2022-04-18 18:17:12 main:484] : INFO : # Threads: 1 [2022-04-18 18:17:12 main:486] : INFO : Preparing Dataset [2022-04-18 18:17:12 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-18 18:17:12 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-18 18:38:25 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-18 18:38:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-18 18:38:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-18 18:38:25 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-18 18:38:25 main:494] : INFO : Creating Model [2022-04-18 18:38:25 main:507] : INFO : Preparing config file [2022-04-18 18:38:25 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-18 18:38:25 main:512] : INFO : Loading config [2022-04-18 18:38:25 main:514] : INFO : Loading state [2022-04-18 18:54:22 main:559] : INFO : Loading DataLoader into Memory [2022-04-18 18:54:22 main:562] : INFO : Starting Training [2022-04-18 18:55:57 main:574] : INFO : Epoch 1792 | loss: 0.0312027 | val_loss: 0.0311633 | Time: 95871.3 ms [2022-04-18 18:56:01 main:574] : INFO : Epoch 1793 | loss: 0.0311455 | val_loss: 0.0311572 | Time: 3959.09 ms [2022-04-18 18:56:05 main:574] : INFO : Epoch 1794 | loss: 0.0311385 | val_loss: 0.031151 | Time: 3360.59 ms [2022-04-18 18:56:08 main:574] : INFO : Epoch 1795 | loss: 0.0311359 | val_loss: 0.0311515 | Time: 3389.52 ms [2022-04-18 18:56:12 main:574] : INFO : Epoch 1796 | loss: 0.031135 | val_loss: 0.0311465 | Time: 3525.02 ms [2022-04-18 18:56:15 main:574] : INFO : Epoch 1797 | loss: 0.0311328 | val_loss: 0.0311476 | Time: 3641.97 ms [2022-04-18 18:56:19 main:574] : INFO : Epoch 1798 | loss: 0.0311332 | val_loss: 0.0311467 | Time: 3328.71 ms [2022-04-18 18:56:22 main:574] : INFO : Epoch 1799 | loss: 0.0311311 | val_loss: 0.0311556 | Time: 3283.66 ms [2022-04-18 18:56:25 main:574] : INFO : Epoch 1800 | loss: 0.0311314 | val_loss: 0.0311506 | Time: 3146.66 ms [2022-04-18 18:56:28 main:574] : INFO : Epoch 1801 | loss: 0.0311299 | val_loss: 0.0311477 | Time: 3246.74 ms [2022-04-18 18:56:32 main:574] : INFO : Epoch 1802 | loss: 0.0311314 | val_loss: 0.0311515 | Time: 3658.78 ms [2022-04-18 18:56:36 main:574] : INFO : Epoch 1803 | loss: 0.031137 | val_loss: 0.0311511 | Time: 3660.09 ms [2022-04-18 18:56:39 main:574] : INFO : Epoch 1804 | loss: 0.0311317 | val_loss: 0.03115 | Time: 3774.34 ms [2022-04-18 18:56:43 main:574] : INFO : Epoch 1805 | loss: 0.0311273 | val_loss: 0.0311485 | Time: 3341.74 ms [2022-04-18 18:56:46 main:574] : INFO : Epoch 1806 | loss: 0.0311261 | val_loss: 0.031152 | Time: 3305.17 ms [2022-04-18 18:56:49 main:574] : INFO : Epoch 1807 | loss: 0.0311274 | val_loss: 0.0311492 | Time: 3294.5 ms [2022-04-18 18:56:53 main:574] : INFO : Epoch 1808 | loss: 0.0311258 | val_loss: 0.0311478 | Time: 3450.5 ms [2022-04-18 18:56:56 main:574] : INFO : Epoch 1809 | loss: 0.0311252 | val_loss: 0.0311463 | Time: 3427.86 ms [2022-04-18 18:56:59 main:574] : INFO : Epoch 1810 | loss: 0.0311224 | val_loss: 0.0311497 | Time: 3166.41 ms [2022-04-18 18:57:03 main:574] : INFO : Epoch 1811 | loss: 0.0311214 | val_loss: 0.0311527 | Time: 3384.05 ms [2022-04-18 18:57:06 main:574] : INFO : Epoch 1812 | loss: 0.031123 | val_loss: 0.0311463 | Time: 3324.44 ms [2022-04-18 18:57:10 main:574] : INFO : Epoch 1813 | loss: 0.0311222 | val_loss: 0.0311453 | Time: 3582.77 ms [2022-04-18 18:57:13 main:574] : INFO : Epoch 1814 | loss: 0.0311238 | val_loss: 0.0311458 | Time: 3520.23 ms [2022-04-18 18:57:17 main:574] : INFO : Epoch 1815 | loss: 0.0311233 | val_loss: 0.0311475 | Time: 3400.91 ms [2022-04-18 18:57:20 main:574] : INFO : Epoch 1816 | loss: 0.0311258 | val_loss: 0.0311464 | Time: 3212.87 ms [2022-04-18 18:57:23 main:574] : INFO : Epoch 1817 | loss: 0.031128 | val_loss: 0.031147 | Time: 3246.25 ms [2022-04-18 18:57:26 main:574] : INFO : Epoch 1818 | loss: 0.031125 | val_loss: 0.0311471 | Time: 3221.95 ms [2022-04-18 18:57:30 main:574] : INFO : Epoch 1819 | loss: 0.0311228 | val_loss: 0.0311441 | Time: 3556.55 ms [2022-04-18 18:57:33 main:574] : INFO : Epoch 1820 | loss: 0.0311241 | val_loss: 0.0311473 | Time: 3388.7 ms [2022-04-18 18:57:36 main:574] : INFO : Epoch 1821 | loss: 0.0311249 | val_loss: 0.031149 | Time: 3245.61 ms [2022-04-18 18:57:40 main:574] : INFO : Epoch 1822 | loss: 0.0311245 | val_loss: 0.0311441 | Time: 3120.51 ms [2022-04-18 18:57:43 main:574] : INFO : Epoch 1823 | loss: 0.0311292 | val_loss: 0.0311538 | Time: 3171.25 ms [2022-04-18 18:57:46 main:574] : INFO : Epoch 1824 | loss: 0.0311378 | val_loss: 0.0311532 | Time: 3340.26 ms [2022-04-18 18:57:49 main:574] : INFO : Epoch 1825 | loss: 0.031143 | val_loss: 0.0311541 | Time: 3359.96 ms [2022-04-18 18:57:53 main:574] : INFO : Epoch 1826 | loss: 0.0311365 | val_loss: 0.0311486 | Time: 3443.37 ms [2022-04-18 18:57:56 main:574] : INFO : Epoch 1827 | loss: 0.0311342 | val_loss: 0.0311512 | Time: 3236.97 ms [2022-04-18 18:57:59 main:574] : INFO : Epoch 1828 | loss: 0.0311338 | val_loss: 0.0311512 | Time: 3183.25 ms [2022-04-18 18:58:03 main:574] : INFO : Epoch 1829 | loss: 0.0311333 | val_loss: 0.0311531 | Time: 3429.82 ms [2022-04-18 18:58:06 main:574] : INFO : Epoch 1830 | loss: 0.0311295 | val_loss: 0.0311499 | Time: 3230.59 ms [2022-04-18 18:58:09 main:574] : INFO : Epoch 1831 | loss: 0.0311295 | val_loss: 0.0311517 | Time: 3428.92 ms [2022-04-18 18:58:13 main:574] : INFO : Epoch 1832 | loss: 0.0311262 | val_loss: 0.0311467 | Time: 3216.31 ms [2022-04-18 18:58:16 main:574] : INFO : Epoch 1833 | loss: 0.0311248 | val_loss: 0.0311467 | Time: 3238.79 ms [2022-04-18 18:58:19 main:574] : INFO : Epoch 1834 | loss: 0.0311263 | val_loss: 0.0311517 | Time: 3164 ms [2022-04-18 18:58:23 main:574] : INFO : Epoch 1835 | loss: 0.0311287 | val_loss: 0.0311507 | Time: 3559.88 ms [2022-04-18 18:58:26 main:574] : INFO : Epoch 1836 | loss: 0.0311249 | val_loss: 0.0311506 | Time: 3447.29 ms [2022-04-18 18:58:30 main:574] : INFO : Epoch 1837 | loss: 0.0311244 | val_loss: 0.0311506 | Time: 3580.61 ms [2022-04-18 18:58:33 main:574] : INFO : Epoch 1838 | loss: 0.0311252 | val_loss: 0.0311545 | Time: 3320.69 ms [2022-04-18 18:58:36 main:574] : INFO : Epoch 1839 | loss: 0.0311328 | val_loss: 0.0311498 | Time: 3308.6 ms [2022-04-18 18:58:40 main:574] : INFO : Epoch 1840 | loss: 0.0311317 | val_loss: 0.0311486 | Time: 3269.65 ms [2022-04-18 18:58:43 main:574] : INFO : Epoch 1841 | loss: 0.0311298 | val_loss: 0.0311497 | Time: 3423.31 ms [2022-04-18 18:58:46 main:574] : INFO : Epoch 1842 | loss: 0.0311304 | val_loss: 0.0311464 | Time: 3464.1 ms [2022-04-18 18:58:50 main:574] : INFO : Epoch 1843 | loss: 0.0311299 | val_loss: 0.031145 | Time: 3169.82 ms [2022-04-18 18:58:53 main:574] : INFO : Epoch 1844 | loss: 0.0311259 | val_loss: 0.0311452 | Time: 3266.1 ms [2022-04-18 18:58:56 main:574] : INFO : Epoch 1845 | loss: 0.0311243 | val_loss: 0.0311458 | Time: 3087.74 ms [2022-04-18 18:59:00 main:574] : INFO : Epoch 1846 | loss: 0.031124 | val_loss: 0.0311554 | Time: 3540.29 ms [2022-04-18 18:59:03 main:574] : INFO : Epoch 1847 | loss: 0.031123 | val_loss: 0.0311463 | Time: 3676.88 ms [2022-04-18 18:59:07 main:574] : INFO : Epoch 1848 | loss: 0.0311236 | val_loss: 0.0311489 | Time: 3608.22 ms [2022-04-18 18:59:10 main:574] : INFO : Epoch 1849 | loss: 0.031127 | val_loss: 0.031147 | Time: 3400.42 ms [2022-04-18 18:59:13 main:574] : INFO : Epoch 1850 | loss: 0.031125 | val_loss: 0.031152 | Time: 3158.61 ms [2022-04-18 18:59:17 main:574] : INFO : Epoch 1851 | loss: 0.0311244 | val_loss: 0.0311501 | Time: 3264.71 ms [2022-04-18 18:59:20 main:574] : INFO : Epoch 1852 | loss: 0.0311248 | val_loss: 0.031152 | Time: 3431.47 ms [2022-04-18 18:59:23 main:574] : INFO : Epoch 1853 | loss: 0.0311242 | val_loss: 0.0311482 | Time: 3314.66 ms [2022-04-18 18:59:27 main:574] : INFO : Epoch 1854 | loss: 0.0311236 | val_loss: 0.0311475 | Time: 3130.29 ms [2022-04-18 18:59:30 main:574] : INFO : Epoch 1855 | loss: 0.0311281 | val_loss: 0.0311507 | Time: 3206.18 ms [2022-04-18 18:59:33 main:574] : INFO : Epoch 1856 | loss: 0.0311323 | val_loss: 0.0311464 | Time: 3216.32 ms [2022-04-18 18:59:36 main:574] : INFO : Epoch 1857 | loss: 0.0311285 | val_loss: 0.0311467 | Time: 3267.23 ms [2022-04-18 18:59:40 main:574] : INFO : Epoch 1858 | loss: 0.0311291 | val_loss: 0.0311473 | Time: 3745.84 ms [2022-04-18 18:59:44 main:574] : INFO : Epoch 1859 | loss: 0.0311353 | val_loss: 0.0311485 | Time: 3744.85 ms [2022-04-18 18:59:47 main:574] : INFO : Epoch 1860 | loss: 0.0311325 | val_loss: 0.0311459 | Time: 3278.35 ms [2022-04-18 18:59:50 main:574] : INFO : Epoch 1861 | loss: 0.0311297 | val_loss: 0.0311486 | Time: 3265.38 ms [2022-04-18 18:59:54 main:574] : INFO : Epoch 1862 | loss: 0.0311288 | val_loss: 0.0311507 | Time: 3300.85 ms [2022-04-18 18:59:57 main:574] : INFO : Epoch 1863 | loss: 0.0311288 | val_loss: 0.0311528 | Time: 3403.69 ms [2022-04-18 19:00:00 main:574] : INFO : Epoch 1864 | loss: 0.0311262 | val_loss: 0.0311504 | Time: 3517.66 ms [2022-04-18 19:00:04 main:574] : INFO : Epoch 1865 | loss: 0.0311249 | val_loss: 0.0311482 | Time: 3385.07 ms [2022-04-18 19:00:07 main:574] : INFO : Epoch 1866 | loss: 0.0311253 | val_loss: 0.0311502 | Time: 3138.61 ms [2022-04-18 19:00:10 main:574] : INFO : Epoch 1867 | loss: 0.0311254 | val_loss: 0.0311504 | Time: 3260.27 ms [2022-04-18 19:00:14 main:574] : INFO : Epoch 1868 | loss: 0.0311225 | val_loss: 0.0311461 | Time: 3361.22 ms [2022-04-18 19:00:18 main:574] : INFO : Epoch 1869 | loss: 0.0311222 | val_loss: 0.0311491 | Time: 3897.59 ms [2022-04-18 19:00:21 main:574] : INFO : Epoch 1870 | loss: 0.031123 | val_loss: 0.0311533 | Time: 3618.6 ms [2022-04-18 19:00:24 main:574] : INFO : Epoch 1871 | loss: 0.0311223 | val_loss: 0.031147 | Time: 3235.22 ms [2022-04-18 19:00:28 main:574] : INFO : Epoch 1872 | loss: 0.0311234 | val_loss: 0.0311484 | Time: 3213.5 ms [2022-04-18 19:00:31 main:574] : INFO : Epoch 1873 | loss: 0.0311212 | val_loss: 0.0311499 | Time: 3245.46 ms [2022-04-18 19:00:34 main:574] : INFO : Epoch 1874 | loss: 0.0311215 | val_loss: 0.0311495 | Time: 3306.42 ms [2022-04-18 19:00:38 main:574] : INFO : Epoch 1875 | loss: 0.0311204 | val_loss: 0.0311484 | Time: 3418.83 ms [2022-04-18 19:00:41 main:574] : INFO : Epoch 1876 | loss: 0.0311228 | val_loss: 0.0311529 | Time: 3431.1 ms [2022-04-18 19:00:44 main:574] : INFO : Epoch 1877 | loss: 0.0311215 | val_loss: 0.0311497 | Time: 3138 ms [2022-04-18 19:00:47 main:574] : INFO : Epoch 1878 | loss: 0.0311209 | val_loss: 0.0311481 | Time: 3195.17 ms [2022-04-18 19:00:51 main:574] : INFO : Epoch 1879 | loss: 0.0311205 | val_loss: 0.0311497 | Time: 3277.67 ms [2022-04-18 19:00:54 main:574] : INFO : Epoch 1880 | loss: 0.0311192 | val_loss: 0.0311462 | Time: 3549.25 ms [2022-04-18 19:00:58 main:574] : INFO : Epoch 1881 | loss: 0.0311191 | val_loss: 0.0311479 | Time: 3513.26 ms [2022-04-18 19:01:01 main:574] : INFO : Epoch 1882 | loss: 0.0311181 | val_loss: 0.0311456 | Time: 3212.91 ms [2022-04-18 19:01:04 main:574] : INFO : Epoch 1883 | loss: 0.0311183 | val_loss: 0.0311465 | Time: 3242.19 ms [2022-04-18 19:01:07 main:574] : INFO : Epoch 1884 | loss: 0.0311198 | val_loss: 0.0311451 | Time: 3170.51 ms [2022-04-18 19:01:11 main:574] : INFO : Epoch 1885 | loss: 0.0311181 | val_loss: 0.0311455 | Time: 3352.95 ms [2022-04-18 19:01:14 main:574] : INFO : Epoch 1886 | loss: 0.0311195 | val_loss: 0.0311472 | Time: 3429.88 ms [2022-04-18 19:01:17 main:574] : INFO : Epoch 1887 | loss: 0.0311184 | val_loss: 0.0311482 | Time: 3385.33 ms [2022-04-18 19:01:21 main:574] : INFO : Epoch 1888 | loss: 0.031118 | val_loss: 0.0311493 | Time: 3129.81 ms [2022-04-18 19:01:24 main:574] : INFO : Epoch 1889 | loss: 0.031117 | val_loss: 0.0311456 | Time: 3160.09 ms [2022-04-18 19:01:27 main:574] : INFO : Epoch 1890 | loss: 0.0311181 | val_loss: 0.0311497 | Time: 3299.25 ms [2022-04-18 19:01:31 main:574] : INFO : Epoch 1891 | loss: 0.0311164 | val_loss: 0.0311468 | Time: 3512.32 ms [2022-04-18 19:01:34 main:574] : INFO : Epoch 1892 | loss: 0.0311164 | val_loss: 0.0311488 | Time: 3343.25 ms [2022-04-18 19:01:37 main:574] : INFO : Epoch 1893 | loss: 0.0311162 | val_loss: 0.0311507 | Time: 3485.4 ms [2022-04-18 19:01:41 main:574] : INFO : Epoch 1894 | loss: 0.031121 | val_loss: 0.0311452 | Time: 3279.25 ms [2022-04-18 19:01:44 main:574] : INFO : Epoch 1895 | loss: 0.0311291 | val_loss: 0.0311488 | Time: 3288.45 ms [2022-04-18 19:01:47 main:574] : INFO : Epoch 1896 | loss: 0.0311275 | val_loss: 0.0311526 | Time: 3364.28 ms [2022-04-18 19:01:51 main:574] : INFO : Epoch 1897 | loss: 0.0311291 | val_loss: 0.0311463 | Time: 3207.48 ms [2022-04-18 19:01:54 main:574] : INFO : Epoch 1898 | loss: 0.0311252 | val_loss: 0.0311493 | Time: 3579.85 ms [2022-04-18 19:01:57 main:574] : INFO : Epoch 1899 | loss: 0.0311261 | val_loss: 0.0311479 | Time: 3183.08 ms [2022-04-18 19:02:00 main:574] : INFO : Epoch 1900 | loss: 0.031124 | val_loss: 0.0311459 | Time: 3133.24 ms [2022-04-18 19:02:04 main:574] : INFO : Epoch 1901 | loss: 0.0311234 | val_loss: 0.0311545 | Time: 3369.51 ms [2022-04-18 19:02:07 main:574] : INFO : Epoch 1902 | loss: 0.0311245 | val_loss: 0.0311501 | Time: 3521 ms [2022-04-18 19:02:11 main:574] : INFO : Epoch 1903 | loss: 0.0311229 | val_loss: 0.031149 | Time: 3381.13 ms [2022-04-18 19:02:14 main:574] : INFO : Epoch 1904 | loss: 0.0311224 | val_loss: 0.0311526 | Time: 3369.36 ms [2022-04-18 19:02:17 main:574] : INFO : Epoch 1905 | loss: 0.0311214 | val_loss: 0.0311505 | Time: 3375.56 ms [2022-04-18 19:02:21 main:574] : INFO : Epoch 1906 | loss: 0.0311204 | val_loss: 0.0311502 | Time: 3224.12 ms [2022-04-18 19:02:24 main:574] : INFO : Epoch 1907 | loss: 0.0311206 | val_loss: 0.0311496 | Time: 3246.45 ms [2022-04-18 19:02:27 main:574] : INFO : Epoch 1908 | loss: 0.0311199 | val_loss: 0.0311491 | Time: 3385.42 ms [2022-04-18 19:02:31 main:574] : INFO : Epoch 1909 | loss: 0.031119 | val_loss: 0.0311516 | Time: 3252.07 ms [2022-04-18 19:02:34 main:574] : INFO : Epoch 1910 | loss: 0.0311189 | val_loss: 0.031152 | Time: 3193.09 ms [2022-04-18 19:02:37 main:574] : INFO : Epoch 1911 | loss: 0.0311229 | val_loss: 0.0311502 | Time: 3077.75 ms [2022-04-18 19:02:40 main:574] : INFO : Epoch 1912 | loss: 0.0311209 | val_loss: 0.0311504 | Time: 3213.96 ms [2022-04-18 19:02:43 main:574] : INFO : Epoch 1913 | loss: 0.0311231 | val_loss: 0.031148 | Time: 3331.2 ms [2022-04-18 19:02:47 main:574] : INFO : Epoch 1914 | loss: 0.0311255 | val_loss: 0.0311474 | Time: 3312.15 ms [2022-04-18 19:02:50 main:574] : INFO : Epoch 1915 | loss: 0.0311231 | val_loss: 0.0311459 | Time: 3405.82 ms [2022-04-18 19:02:53 main:574] : INFO : Epoch 1916 | loss: 0.0311201 | val_loss: 0.0311473 | Time: 3200.95 ms [2022-04-18 19:02:57 main:574] : INFO : Epoch 1917 | loss: 0.0311198 | val_loss: 0.0311516 | Time: 3297.68 ms [2022-04-18 19:03:00 main:574] : INFO : Epoch 1918 | loss: 0.0311199 | val_loss: 0.0311514 | Time: 3119.69 ms [2022-04-18 19:03:03 main:574] : INFO : Epoch 1919 | loss: 0.0311192 | val_loss: 0.0311483 | Time: 3319.16 ms [2022-04-18 19:03:06 main:574] : INFO : Epoch 1920 | loss: 0.031119 | val_loss: 0.0311563 | Time: 3368.45 ms [2022-04-18 19:03:10 main:574] : INFO : Epoch 1921 | loss: 0.0311237 | val_loss: 0.0311492 | Time: 3296.07 ms [2022-04-18 19:03:13 main:574] : INFO : Epoch 1922 | loss: 0.0311201 | val_loss: 0.0311469 | Time: 3187.52 ms [2022-04-18 19:03:16 main:574] : INFO : Epoch 1923 | loss: 0.0311159 | val_loss: 0.0311454 | Time: 3148.86 ms [2022-04-18 19:03:20 main:574] : INFO : Epoch 1924 | loss: 0.0311172 | val_loss: 0.0311458 | Time: 3558.54 ms [2022-04-18 19:03:23 main:574] : INFO : Epoch 1925 | loss: 0.0311182 | val_loss: 0.0311473 | Time: 3729.59 ms [2022-04-18 19:03:27 main:574] : INFO : Epoch 1926 | loss: 0.0311171 | val_loss: 0.0311449 | Time: 3795.55 ms [2022-04-18 19:03:31 main:574] : INFO : Epoch 1927 | loss: 0.0311146 | val_loss: 0.0311445 | Time: 3481.75 ms [2022-04-18 19:03:34 main:574] : INFO : Epoch 1928 | loss: 0.0311147 | val_loss: 0.0311503 | Time: 3213.95 ms [2022-04-18 19:03:37 main:574] : INFO : Epoch 1929 | loss: 0.0311162 | val_loss: 0.0311454 | Time: 3271.82 ms [2022-04-18 19:03:40 main:574] : INFO : Epoch 1930 | loss: 0.0311138 | val_loss: 0.0311514 | Time: 3287.96 ms [2022-04-18 19:03:44 main:574] : INFO : Epoch 1931 | loss: 0.0311149 | val_loss: 0.0311464 | Time: 3477.76 ms [2022-04-18 19:03:47 main:574] : INFO : Epoch 1932 | loss: 0.031115 | val_loss: 0.0311488 | Time: 3437.6 ms [2022-04-18 19:03:51 main:574] : INFO : Epoch 1933 | loss: 0.0311158 | val_loss: 0.0311485 | Time: 3169.3 ms [2022-04-18 19:03:54 main:574] : INFO : Epoch 1934 | loss: 0.0311153 | val_loss: 0.0311573 | Time: 3241.25 ms [2022-04-18 19:03:57 main:574] : INFO : Epoch 1935 | loss: 0.0311147 | val_loss: 0.0311524 | Time: 3138.72 ms [2022-04-18 19:04:00 main:574] : INFO : Epoch 1936 | loss: 0.0311156 | val_loss: 0.0311487 | Time: 3454.32 ms [2022-04-18 19:04:04 main:574] : INFO : Epoch 1937 | loss: 0.0311168 | val_loss: 0.0311493 | Time: 3282.17 ms [2022-04-18 19:04:07 main:574] : INFO : Epoch 1938 | loss: 0.031116 | val_loss: 0.0311532 | Time: 3458.28 ms [2022-04-18 19:04:10 main:574] : INFO : Epoch 1939 | loss: 0.0311176 | val_loss: 0.0311479 | Time: 3222.34 ms [2022-04-18 19:04:13 main:574] : INFO : Epoch 1940 | loss: 0.0311209 | val_loss: 0.031146 | Time: 3143.37 ms [2022-04-18 19:04:17 main:574] : INFO : Epoch 1941 | loss: 0.031118 | val_loss: 0.0311537 | Time: 3088.24 ms [2022-04-18 19:04:20 main:574] : INFO : Epoch 1942 | loss: 0.0311166 | val_loss: 0.0311495 | Time: 3332.84 ms [2022-04-18 19:04:23 main:574] : INFO : Epoch 1943 | loss: 0.0311169 | val_loss: 0.0311517 | Time: 3234.5 ms [2022-04-18 19:04:26 main:574] : INFO : Epoch 1944 | loss: 0.0311168 | val_loss: 0.0311479 | Time: 3237.53 ms [2022-04-18 19:04:30 main:574] : INFO : Epoch 1945 | loss: 0.0311156 | val_loss: 0.0311474 | Time: 3193.62 ms [2022-04-18 19:04:33 main:574] : INFO : Epoch 1946 | loss: 0.0311159 | val_loss: 0.0311505 | Time: 3178.15 ms [2022-04-18 19:04:36 main:574] : INFO : Epoch 1947 | loss: 0.0311148 | val_loss: 0.0311473 | Time: 3472.7 ms [2022-04-18 19:04:40 main:574] : INFO : Epoch 1948 | loss: 0.0311149 | val_loss: 0.0311477 | Time: 4188.67 ms [2022-04-18 19:04:44 main:574] : INFO : Epoch 1949 | loss: 0.031116 | val_loss: 0.031148 | Time: 3481.43 ms [2022-04-18 19:04:47 main:574] : INFO : Epoch 1950 | loss: 0.0311191 | val_loss: 0.031151 | Time: 3161.29 ms [2022-04-18 19:04:50 main:574] : INFO : Epoch 1951 | loss: 0.0311224 | val_loss: 0.0311468 | Time: 3257.39 ms [2022-04-18 19:04:54 main:574] : INFO : Epoch 1952 | loss: 0.0311236 | val_loss: 0.0311484 | Time: 3272.45 ms [2022-04-18 19:04:57 main:574] : INFO : Epoch 1953 | loss: 0.0311242 | val_loss: 0.0311492 | Time: 3244.12 ms [2022-04-18 19:05:00 main:574] : INFO : Epoch 1954 | loss: 0.031124 | val_loss: 0.0311463 | Time: 3209.32 ms [2022-04-18 19:05:03 main:574] : INFO : Epoch 1955 | loss: 0.0311211 | val_loss: 0.0311513 | Time: 3196.78 ms [2022-04-18 19:05:07 main:574] : INFO : Epoch 1956 | loss: 0.0311191 | val_loss: 0.0311515 | Time: 3351.11 ms [2022-04-18 19:05:10 main:574] : INFO : Epoch 1957 | loss: 0.0311192 | val_loss: 0.0311479 | Time: 3177.92 ms [2022-04-18 19:05:13 main:574] : INFO : Epoch 1958 | loss: 0.0311279 | val_loss: 0.031153 | Time: 3442.74 ms [2022-04-18 19:05:17 main:574] : INFO : Epoch 1959 | loss: 0.031129 | val_loss: 0.0311494 | Time: 3687.76 ms [2022-04-18 19:05:21 main:574] : INFO : Epoch 1960 | loss: 0.0311282 | val_loss: 0.0311489 | Time: 3646.22 ms [2022-04-18 19:05:24 main:574] : INFO : Epoch 1961 | loss: 0.031129 | val_loss: 0.0311513 | Time: 3146.6 ms [2022-04-18 19:05:27 main:574] : INFO : Epoch 1962 | loss: 0.031123 | val_loss: 0.0311503 | Time: 3145.74 ms [2022-04-18 19:05:30 main:574] : INFO : Epoch 1963 | loss: 0.0311213 | val_loss: 0.031149 | Time: 3521.64 ms [2022-04-18 19:05:34 main:574] : INFO : Epoch 1964 | loss: 0.0311205 | val_loss: 0.0311507 | Time: 3668.93 ms [2022-04-18 19:05:37 main:574] : INFO : Epoch 1965 | loss: 0.0311248 | val_loss: 0.0311506 | Time: 3361.02 ms [2022-04-18 19:05:41 main:574] : INFO : Epoch 1966 | loss: 0.0311234 | val_loss: 0.0311477 | Time: 3238.33 ms [2022-04-18 19:05:44 main:574] : INFO : Epoch 1967 | loss: 0.0311259 | val_loss: 0.031157 | Time: 3152.85 ms [2022-04-18 19:05:47 main:574] : INFO : Epoch 1968 | loss: 0.031126 | val_loss: 0.0311532 | Time: 3241.2 ms [2022-04-18 19:05:51 main:574] : INFO : Epoch 1969 | loss: 0.0311341 | val_loss: 0.0311539 | Time: 3603.05 ms [2022-04-18 19:05:54 main:574] : INFO : Epoch 1970 | loss: 0.0311331 | val_loss: 0.0311547 | Time: 3611.8 ms [2022-04-18 19:05:58 main:574] : INFO : Epoch 1971 | loss: 0.0311301 | val_loss: 0.0311515 | Time: 3773.2 ms [2022-04-18 19:06:01 main:574] : INFO : Epoch 1972 | loss: 0.0311281 | val_loss: 0.0311554 | Time: 3147.18 ms [2022-04-18 19:06:04 main:574] : INFO : Epoch 1973 | loss: 0.0311256 | val_loss: 0.0311501 | Time: 3116.21 ms [2022-04-18 19:06:08 main:574] : INFO : Epoch 1974 | loss: 0.0311265 | val_loss: 0.0311511 | Time: 3181.08 ms [2022-04-18 19:06:11 main:574] : INFO : Epoch 1975 | loss: 0.031123 | val_loss: 0.0311522 | Time: 3436.51 ms [2022-04-18 19:06:14 main:574] : INFO : Epoch 1976 | loss: 0.0311212 | val_loss: 0.0311516 | Time: 3276.74 ms [2022-04-18 19:06:18 main:574] : INFO : Epoch 1977 | loss: 0.0311216 | val_loss: 0.0311544 | Time: 3351.4 ms [2022-04-18 19:06:21 main:574] : INFO : Epoch 1978 | loss: 0.0311213 | val_loss: 0.0311588 | Time: 3245.97 ms [2022-04-18 19:06:24 main:574] : INFO : Epoch 1979 | loss: 0.0311196 | val_loss: 0.031149 | Time: 3239.44 ms [2022-04-18 19:06:27 main:574] : INFO : Epoch 1980 | loss: 0.0311186 | val_loss: 0.0311546 | Time: 3213.99 ms [2022-04-18 19:06:31 main:574] : INFO : Epoch 1981 | loss: 0.0311172 | val_loss: 0.0311506 | Time: 3605.15 ms [2022-04-18 19:06:34 main:574] : INFO : Epoch 1982 | loss: 0.0311159 | val_loss: 0.031147 | Time: 3504.47 ms [2022-04-18 19:06:38 main:574] : INFO : Epoch 1983 | loss: 0.0311181 | val_loss: 0.0311509 | Time: 3295.3 ms [2022-04-18 19:06:41 main:574] : INFO : Epoch 1984 | loss: 0.031117 | val_loss: 0.0311483 | Time: 3211.02 ms [2022-04-18 19:06:44 main:574] : INFO : Epoch 1985 | loss: 0.0311162 | val_loss: 0.0311461 | Time: 3187.44 ms [2022-04-18 19:06:47 main:574] : INFO : Epoch 1986 | loss: 0.0311155 | val_loss: 0.0311502 | Time: 3368.4 ms [2022-04-18 19:06:51 main:574] : INFO : Epoch 1987 | loss: 0.031115 | val_loss: 0.0311509 | Time: 3167.22 ms [2022-04-18 19:06:54 main:574] : INFO : Epoch 1988 | loss: 0.0311157 | val_loss: 0.0311467 | Time: 3266.9 ms [2022-04-18 19:06:57 main:574] : INFO : Epoch 1989 | loss: 0.0311143 | val_loss: 0.0311508 | Time: 3125.08 ms [2022-04-18 19:07:00 main:574] : INFO : Epoch 1990 | loss: 0.0311165 | val_loss: 0.0311465 | Time: 3163.17 ms [2022-04-18 19:07:03 main:574] : INFO : Epoch 1991 | loss: 0.0311151 | val_loss: 0.0311461 | Time: 3268.33 ms [2022-04-18 19:07:07 main:574] : INFO : Epoch 1992 | loss: 0.0311129 | val_loss: 0.0311466 | Time: 3619.25 ms [2022-04-18 19:07:11 main:574] : INFO : Epoch 1993 | loss: 0.0311133 | val_loss: 0.0311467 | Time: 3727.64 ms [2022-04-18 19:07:14 main:574] : INFO : Epoch 1994 | loss: 0.0311142 | val_loss: 0.0311501 | Time: 3376.06 ms [2022-04-18 19:07:17 main:574] : INFO : Epoch 1995 | loss: 0.031121 | val_loss: 0.0311501 | Time: 3312 ms [2022-04-18 19:07:21 main:574] : INFO : Epoch 1996 | loss: 0.0311177 | val_loss: 0.0311478 | Time: 3190.11 ms [2022-04-18 19:07:24 main:574] : INFO : Epoch 1997 | loss: 0.0311163 | val_loss: 0.0311497 | Time: 3344.09 ms [2022-04-18 19:07:27 main:574] : INFO : Epoch 1998 | loss: 0.0311155 | val_loss: 0.0311501 | Time: 3302.24 ms [2022-04-18 19:07:31 main:574] : INFO : Epoch 1999 | loss: 0.0311142 | val_loss: 0.0311521 | Time: 3238.13 ms [2022-04-18 19:07:34 main:574] : INFO : Epoch 2000 | loss: 0.0311142 | val_loss: 0.0311627 | Time: 3181.5 ms [2022-04-18 19:07:37 main:574] : INFO : Epoch 2001 | loss: 0.0311177 | val_loss: 0.0311559 | Time: 3113.28 ms [2022-04-18 19:07:40 main:574] : INFO : Epoch 2002 | loss: 0.031127 | val_loss: 0.0311536 | Time: 3175.93 ms [2022-04-18 19:07:44 main:574] : INFO : Epoch 2003 | loss: 0.0311283 | val_loss: 0.0311503 | Time: 3688.37 ms [2022-04-18 19:07:48 main:574] : INFO : Epoch 2004 | loss: 0.0311281 | val_loss: 0.0311592 | Time: 3862.15 ms [2022-04-18 19:07:51 main:574] : INFO : Epoch 2005 | loss: 0.0311308 | val_loss: 0.0311491 | Time: 3467.08 ms [2022-04-18 19:07:54 main:574] : INFO : Epoch 2006 | loss: 0.0311255 | val_loss: 0.0311481 | Time: 3201.78 ms [2022-04-18 19:07:58 main:574] : INFO : Epoch 2007 | loss: 0.0311232 | val_loss: 0.0311486 | Time: 3260.16 ms [2022-04-18 19:08:01 main:574] : INFO : Epoch 2008 | loss: 0.0311228 | val_loss: 0.0311486 | Time: 3369.73 ms [2022-04-18 19:08:04 main:574] : INFO : Epoch 2009 | loss: 0.0311241 | val_loss: 0.0311519 | Time: 3279.35 ms [2022-04-18 19:08:07 main:574] : INFO : Epoch 2010 | loss: 0.0311256 | val_loss: 0.0311526 | Time: 3276.66 ms [2022-04-18 19:08:11 main:574] : INFO : Epoch 2011 | loss: 0.0311219 | val_loss: 0.0311537 | Time: 3153.04 ms [2022-04-18 19:08:14 main:574] : INFO : Epoch 2012 | loss: 0.0311208 | val_loss: 0.0311501 | Time: 3222.18 ms [2022-04-18 19:08:17 main:574] : INFO : Epoch 2013 | loss: 0.0311196 | val_loss: 0.0311542 | Time: 3218.71 ms [2022-04-18 19:08:21 main:574] : INFO : Epoch 2014 | loss: 0.0311229 | val_loss: 0.0311554 | Time: 3546.21 ms [2022-04-18 19:08:24 main:574] : INFO : Epoch 2015 | loss: 0.0311175 | val_loss: 0.0311461 | Time: 3333.51 ms [2022-04-18 19:08:28 main:574] : INFO : Epoch 2016 | loss: 0.0311158 | val_loss: 0.0311525 | Time: 3613.7 ms [2022-04-18 19:08:31 main:574] : INFO : Epoch 2017 | loss: 0.0311166 | val_loss: 0.0311565 | Time: 3324.72 ms [2022-04-18 19:08:34 main:574] : INFO : Epoch 2018 | loss: 0.0311185 | val_loss: 0.0311435 | Time: 3331.99 ms [2022-04-18 19:08:37 main:574] : INFO : Epoch 2019 | loss: 0.0311152 | val_loss: 0.0311474 | Time: 3262.34 ms [2022-04-18 19:08:41 main:574] : INFO : Epoch 2020 | loss: 0.0311143 | val_loss: 0.0311455 | Time: 3506.95 ms [2022-04-18 19:08:44 main:574] : INFO : Epoch 2021 | loss: 0.0311146 | val_loss: 0.0311475 | Time: 3381.32 ms [2022-04-18 19:08:47 main:574] : INFO : Epoch 2022 | loss: 0.0311162 | val_loss: 0.0311486 | Time: 3102.9 ms [2022-04-18 19:08:51 main:574] : INFO : Epoch 2023 | loss: 0.0311151 | val_loss: 0.0311458 | Time: 3104.46 ms [2022-04-18 19:08:54 main:574] : INFO : Epoch 2024 | loss: 0.0311134 | val_loss: 0.031146 | Time: 3186.87 ms [2022-04-18 19:08:57 main:574] : INFO : Epoch 2025 | loss: 0.0311144 | val_loss: 0.0311485 | Time: 3437.02 ms [2022-04-18 19:09:01 main:574] : INFO : Epoch 2026 | loss: 0.0311139 | val_loss: 0.0311422 | Time: 3549.04 ms [2022-04-18 19:09:04 main:574] : INFO : Epoch 2027 | loss: 0.0311118 | val_loss: 0.031145 | Time: 3245.59 ms [2022-04-18 19:09:07 main:574] : INFO : Epoch 2028 | loss: 0.0311127 | val_loss: 0.0311493 | Time: 3135.44 ms [2022-04-18 19:09:10 main:574] : INFO : Epoch 2029 | loss: 0.0311122 | val_loss: 0.0311463 | Time: 3176.99 ms [2022-04-18 19:09:13 main:574] : INFO : Epoch 2030 | loss: 0.0311121 | val_loss: 0.0311472 | Time: 3164.6 ms [2022-04-18 19:09:17 main:574] : INFO : Epoch 2031 | loss: 0.0311118 | val_loss: 0.0311456 | Time: 3173.71 ms [2022-04-18 19:09:20 main:574] : INFO : Epoch 2032 | loss: 0.0311122 | val_loss: 0.0311461 | Time: 3538.42 ms [2022-04-18 19:09:24 main:574] : INFO : Epoch 2033 | loss: 0.0311134 | val_loss: 0.0311448 | Time: 3361.72 ms [2022-04-18 19:09:27 main:574] : INFO : Epoch 2034 | loss: 0.0311107 | val_loss: 0.0311444 | Time: 3104.73 ms [2022-04-18 19:09:30 main:574] : INFO : Epoch 2035 | loss: 0.031111 | val_loss: 0.0311502 | Time: 3113.19 ms [2022-04-18 19:09:33 main:574] : INFO : Epoch 2036 | loss: 0.0311144 | val_loss: 0.0311493 | Time: 3454.2 ms [2022-04-18 19:09:37 main:574] : INFO : Epoch 2037 | loss: 0.0311108 | val_loss: 0.031149 | Time: 3774.69 ms [2022-04-18 19:09:41 main:574] : INFO : Epoch 2038 | loss: 0.0311113 | val_loss: 0.0311465 | Time: 3676.79 ms [2022-04-18 19:09:44 main:574] : INFO : Epoch 2039 | loss: 0.0311107 | val_loss: 0.0311471 | Time: 3403.62 ms [2022-04-18 19:09:47 main:574] : INFO : Epoch 2040 | loss: 0.0311107 | val_loss: 0.0311494 | Time: 3230.16 ms [2022-04-18 19:09:51 main:574] : INFO : Epoch 2041 | loss: 0.0311118 | val_loss: 0.0311489 | Time: 3301.18 ms [2022-04-18 19:09:54 main:574] : INFO : Epoch 2042 | loss: 0.0311127 | val_loss: 0.0311484 | Time: 3149.46 ms [2022-04-18 19:09:57 main:574] : INFO : Epoch 2043 | loss: 0.0311105 | val_loss: 0.0311466 | Time: 3421.83 ms [2022-04-18 19:10:00 main:574] : INFO : Epoch 2044 | loss: 0.0311092 | val_loss: 0.0311486 | Time: 3213.27 ms [2022-04-18 19:10:04 main:574] : INFO : Epoch 2045 | loss: 0.03111 | val_loss: 0.0311499 | Time: 3187.24 ms [2022-04-18 19:10:07 main:574] : INFO : Epoch 2046 | loss: 0.0311129 | val_loss: 0.0311482 | Time: 3199.68 ms [2022-04-18 19:10:10 main:574] : INFO : Epoch 2047 | loss: 0.0311127 | val_loss: 0.0311516 | Time: 3280.75 ms [2022-04-18 19:10:14 main:574] : INFO : Epoch 2048 | loss: 0.0311126 | val_loss: 0.0311483 | Time: 3519.25 ms [2022-04-18 19:10:14 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311483 [2022-04-18 19:10:14 main:603] : INFO : Saving end state to config to file [2022-04-18 19:10:14 main:608] : INFO : Success, exiting.. 19:10:14 (8276): 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)