Task 10418691
| Name | ParityModified-1639960858-5220-0_1 |
| Workunit | 7402419 |
| Created | 3 Jan 2022, 22:45:08 UTC |
| Sent | 3 Jan 2022, 23:12:15 UTC |
| Report deadline | 11 Jan 2022, 23:12:15 UTC |
| Received | 9 Jan 2022, 2:18:47 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 11391 |
| Run time | 1 days 5 hours 48 min 13 sec |
| CPU time | 8 hours 21 min 59 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,441.83 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.54 GB |
| Peak swap size | 3.44 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 0312128 | Time: 42523 ms [2022-01-07 05:50:35 main:574] : INFO : Epoch 1595 | loss: 0.0310047 | val_loss: 0.0312493 | Time: 18846.4 ms [2022-01-07 05:51:02 main:574] : INFO : Epoch 1596 | loss: 0.0310116 | val_loss: 0.031232 | Time: 26205.2 ms [2022-01-07 05:51:46 main:574] : INFO : Epoch 1597 | loss: 0.0310273 | val_loss: 0.0312176 | Time: 43618.3 ms [2022-01-07 05:52:33 main:574] : INFO : Epoch 1598 | loss: 0.0310405 | val_loss: 0.0312207 | Time: 47486.3 ms [2022-01-07 05:53:14 main:574] : INFO : Epoch 1599 | loss: 0.0310435 | val_loss: 0.0312233 | Time: 38751.5 ms [2022-01-07 05:54:19 main:574] : INFO : Epoch 1600 | loss: 0.031025 | val_loss: 0.0312359 | Time: 65613.2 ms [2022-01-07 05:54:43 main:574] : INFO : Epoch 1601 | loss: 0.0310135 | val_loss: 0.0312144 | Time: 23049.7 ms [2022-01-07 05:55:19 main:574] : INFO : Epoch 1602 | loss: 0.0310074 | val_loss: 0.0312356 | Time: 35771.7 ms [2022-01-07 05:55:45 main:574] : INFO : Epoch 1603 | loss: 0.0310066 | val_loss: 0.031226 | Time: 26261.9 ms [2022-01-07 05:56:22 main:574] : INFO : Epoch 1604 | loss: 0.0310125 | val_loss: 0.0312304 | Time: 36611.3 ms [2022-01-07 05:57:34 main:574] : INFO : Epoch 1605 | loss: 0.0310189 | val_loss: 0.0312156 | Time: 71757.3 ms [2022-01-07 05:58:17 main:574] : INFO : Epoch 1606 | loss: 0.0310171 | val_loss: 0.0312352 | Time: 42943.2 ms [2022-01-07 05:58:42 main:574] : INFO : Epoch 1607 | loss: 0.031014 | val_loss: 0.0312184 | Time: 24178.2 ms [2022-01-07 05:59:21 main:574] : INFO : Epoch 1608 | loss: 0.0310153 | val_loss: 0.031239 | Time: 39583.3 ms [2022-01-07 05:59:49 main:574] : INFO : Epoch 1609 | loss: 0.0310142 | val_loss: 0.0312362 | Time: 26831.7 ms [2022-01-07 06:00:21 main:574] : INFO : Epoch 1610 | loss: 0.0310096 | val_loss: 0.0312312 | Time: 31651.1 ms [2022-01-07 06:01:10 main:574] : INFO : Epoch 1611 | loss: 0.0310057 | val_loss: 0.0312408 | Time: 48656 ms [2022-01-07 06:01:38 main:574] : INFO : Epoch 1612 | loss: 0.0310003 | val_loss: 0.0312297 | Time: 27296.3 ms [2022-01-07 06:02:18 main:574] : INFO : Epoch 1613 | loss: 0.0310022 | val_loss: 0.0312344 | Time: 40070.4 ms [2022-01-07 06:02:40 main:574] : INFO : Epoch 1614 | loss: 0.0310054 | val_loss: 0.03124 | Time: 21511.4 ms [2022-01-07 06:03:07 main:574] : INFO : Epoch 1615 | loss: 0.0310027 | val_loss: 0.031243 | Time: 27653.5 ms [2022-01-07 06:03:42 main:574] : INFO : Epoch 1616 | loss: 0.0310066 | val_loss: 0.0312203 | Time: 34129.2 ms [2022-01-07 06:04:05 main:574] : INFO : Epoch 1617 | loss: 0.0310033 | val_loss: 0.0312234 | Time: 23035.6 ms [2022-01-07 06:04:32 main:574] : INFO : Epoch 1618 | loss: 0.0310201 | val_loss: 0.0312289 | Time: 25990.7 ms [2022-01-07 06:05:11 main:574] : INFO : Epoch 1619 | loss: 0.0310255 | val_loss: 0.0312312 | Time: 39624.5 ms [2022-01-07 06:05:32 main:574] : INFO : Epoch 1620 | loss: 0.0310232 | val_loss: 0.0312207 | Time: 20748.1 ms [2022-01-07 06:05:59 main:574] : INFO : Epoch 1621 | loss: 0.0310161 | val_loss: 0.0312339 | Time: 27000.2 ms [2022-01-07 06:06:18 main:574] : INFO : Epoch 1622 | loss: 0.0310076 | val_loss: 0.0312202 | Time: 18755.9 ms [2022-01-07 06:07:04 main:574] : INFO : Epoch 1623 | loss: 0.0310064 | val_loss: 0.0312391 | Time: 46034.3 ms [2022-01-07 06:07:41 main:574] : INFO : Epoch 1624 | loss: 0.0310068 | val_loss: 0.031237 | Time: 35338.1 ms [2022-01-07 06:08:17 main:574] : INFO : Epoch 1625 | loss: 0.0310086 | val_loss: 0.0312364 | Time: 35893.1 ms [2022-01-07 06:09:03 main:574] : INFO : Epoch 1626 | loss: 0.0310243 | val_loss: 0.0312126 | Time: 45447 ms [2022-01-07 06:09:28 main:574] : INFO : Epoch 1627 | loss: 0.0310183 | val_loss: 0.0312467 | Time: 24215.1 ms [2022-01-07 06:10:05 main:574] : INFO : Epoch 1628 | loss: 0.0310174 | val_loss: 0.0312068 | Time: 36863.7 ms [2022-01-07 06:10:41 main:574] : INFO : Epoch 1629 | loss: 0.0310306 | val_loss: 0.0312353 | Time: 35795.8 ms [2022-01-07 06:11:11 main:574] : INFO : Epoch 1630 | loss: 0.0310154 | val_loss: 0.0312376 | Time: 29120.9 ms [2022-01-07 06:12:07 main:574] : INFO : Epoch 1631 | loss: 0.0310225 | val_loss: 0.0312242 | Time: 56097 ms [2022-01-07 06:12:58 main:574] : INFO : Epoch 1632 | loss: 0.0310232 | val_loss: 0.0312098 | Time: 50379.7 ms [2022-01-07 06:14:24 main:574] : INFO : Epoch 1633 | loss: 0.0310213 | val_loss: 0.0312227 | Time: 85195.2 ms [2022-01-07 06:15:42 main:574] : INFO : Epoch 1634 | loss: 0.031015 | val_loss: 0.0312198 | Time: 75747.1 ms [2022-01-07 06:17:22 main:574] : INFO : Epoch 1635 | loss: 0.0310143 | val_loss: 0.0312248 | Time: 99763.3 ms [2022-01-07 06:19:11 main:574] : INFO : Epoch 1636 | loss: 0.031013 | val_loss: 0.0312177 | Time: 108765 ms [2022-01-07 06:20:27 main:574] : INFO : Epoch 1637 | loss: 0.0310149 | val_loss: 0.0312111 | Time: 74626.9 ms [2022-01-07 06:21:00 main:574] : INFO : Epoch 1638 | loss: 0.0310064 | val_loss: 0.0312261 | Time: 32289 ms [2022-01-07 06:22:07 main:574] : INFO : Epoch 1639 | loss: 0.0310172 | val_loss: 0.0312303 | Time: 66665.7 ms [2022-01-07 06:23:21 main:574] : INFO : Epoch 1640 | loss: 0.0310388 | val_loss: 0.0312106 | Time: 74309.2 ms [2022-01-07 06:25:21 main:574] : INFO : Epoch 1641 | loss: 0.0310213 | val_loss: 0.0312101 | Time: 117668 ms [2022-01-07 06:27:54 main:574] : INFO : Epoch 1642 | loss: 0.0310312 | val_loss: 0.0312169 | Time: 151254 ms [2022-01-07 06:29:33 main:574] : INFO : Epoch 1643 | loss: 0.0310367 | val_loss: 0.0312095 | Time: 97458.8 ms [2022-01-07 06:32:12 main:574] : INFO : Epoch 1644 | loss: 0.0310222 | val_loss: 0.0312307 | Time: 157744 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 950M) [2022-01-08 01:49:15 main:435] : INFO : Set logging level to 1 [2022-01-08 01:49:15 main:441] : INFO : Running in BOINC Client mode [2022-01-08 01:49:15 main:444] : INFO : Resolving all filenames [2022-01-08 01:49:15 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-01-08 01:49:15 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-01-08 01:49:15 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-01-08 01:49:15 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-01-08 01:49:15 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-01-08 01:49:15 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-01-08 01:49:16 main:474] : INFO : Configuration: [2022-01-08 01:49:16 main:475] : INFO : Model type: GRU [2022-01-08 01:49:16 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-01-08 01:49:16 main:477] : INFO : Max Epochs: 2048 [2022-01-08 01:49:16 main:478] : INFO : Batch Size: 128 [2022-01-08 01:49:16 main:479] : INFO : Learning Rate: 0.01 [2022-01-08 01:49:16 main:480] : INFO : Patience: 10 [2022-01-08 01:49:16 main:481] : INFO : Hidden Width: 12 [2022-01-08 01:49:16 main:482] : INFO : # Recurrent Layers: 4 [2022-01-08 01:49:16 main:483] : INFO : # Backend Layers: 4 [2022-01-08 01:49:16 main:484] : INFO : # Threads: 1 [2022-01-08 01:49:16 main:486] : INFO : Preparing Dataset [2022-01-08 01:49:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-01-08 01:49:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-01-08 01:54:13 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-01-08 01:54:13 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-01-08 01:54:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-01-08 01:54:28 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-01-08 01:54:28 main:494] : INFO : Creating Model [2022-01-08 01:54:29 main:507] : INFO : Preparing config file [2022-01-08 01:54:32 main:511] : INFO : Found checkpoint, attempting to load... [2022-01-08 01:54:32 main:512] : INFO : Loading config [2022-01-08 01:54:32 main:514] : INFO : Loading state [2022-01-08 01:56:31 main:559] : INFO : Loading DataLoader into Memory [2022-01-08 01:56:32 main:562] : INFO : Starting Training [2022-01-08 01:57:31 main:574] : INFO : Epoch 1645 | loss: 0.0310854 | val_loss: 0.0312119 | Time: 59054.2 ms [2022-01-08 01:58:38 main:574] : INFO : Epoch 1646 | loss: 0.031039 | val_loss: 0.0312025 | Time: 64757.4 ms [2022-01-08 01:59:03 main:574] : INFO : Epoch 1647 | loss: 0.0310237 | val_loss: 0.031218 | Time: 25549.1 ms [2022-01-08 01:59:27 main:574] : INFO : Epoch 1648 | loss: 0.0310171 | val_loss: 0.0312389 | Time: 23806.8 ms [2022-01-08 01:59:51 main:574] : INFO : Epoch 1649 | loss: 0.031009 | val_loss: 0.0312252 | Time: 24124.2 ms [2022-01-08 02:00:19 main:574] : INFO : Epoch 1650 | loss: 0.0310111 | val_loss: 0.0312208 | Time: 27386.1 ms [2022-01-08 02:00:53 main:574] : INFO : Epoch 1651 | loss: 0.0310124 | val_loss: 0.0312331 | Time: 34340.9 ms [2022-01-08 02:01:18 main:574] : INFO : Epoch 1652 | loss: 0.0310205 | val_loss: 0.0312187 | Time: 23052.9 ms [2022-01-08 02:01:41 main:574] : INFO : Epoch 1653 | loss: 0.0310094 | val_loss: 0.0312315 | Time: 23395.1 ms [2022-01-08 02:02:09 main:574] : INFO : Epoch 1654 | loss: 0.0310137 | val_loss: 0.0312091 | Time: 28259.6 ms [2022-01-08 02:02:37 main:574] : INFO : Epoch 1655 | loss: 0.0310109 | val_loss: 0.0312417 | Time: 27443 ms [2022-01-08 02:03:02 main:574] : INFO : Epoch 1656 | loss: 0.0310118 | val_loss: 0.0312428 | Time: 24992.9 ms [2022-01-08 02:03:25 main:574] : INFO : Epoch 1657 | loss: 0.0310212 | val_loss: 0.0312054 | Time: 23267.4 ms [2022-01-08 02:03:47 main:574] : INFO : Epoch 1658 | loss: 0.0310162 | val_loss: 0.0312241 | Time: 21788.9 ms [2022-01-08 02:04:14 main:574] : INFO : Epoch 1659 | loss: 0.0310097 | val_loss: 0.0312274 | Time: 26896.1 ms [2022-01-08 02:04:46 main:574] : INFO : Epoch 1660 | loss: 0.0310088 | val_loss: 0.0312442 | Time: 28921.3 ms [2022-01-08 02:05:08 main:574] : INFO : Epoch 1661 | loss: 0.0310006 | val_loss: 0.0312251 | Time: 21615 ms [2022-01-08 02:05:30 main:574] : INFO : Epoch 1662 | loss: 0.0309956 | val_loss: 0.0312335 | Time: 22715.5 ms [2022-01-08 02:05:53 main:574] : INFO : Epoch 1663 | loss: 0.0310009 | val_loss: 0.0312356 | Time: 22014.5 ms [2022-01-08 02:06:18 main:574] : INFO : Epoch 1664 | loss: 0.0309979 | val_loss: 0.0312309 | Time: 24921.2 ms [2022-01-08 02:06:44 main:574] : INFO : Epoch 1665 | loss: 0.0310193 | val_loss: 0.0312213 | Time: 25931.3 ms [2022-01-08 02:07:04 main:574] : INFO : Epoch 1666 | loss: 0.0310176 | val_loss: 0.0312203 | Time: 20380.2 ms [2022-01-08 02:07:39 main:574] : INFO : Epoch 1667 | loss: 0.0310146 | val_loss: 0.031239 | Time: 34527.2 ms [2022-01-08 02:08:20 main:574] : INFO : Epoch 1668 | loss: 0.0310209 | val_loss: 0.0312255 | Time: 40498.9 ms [2022-01-08 02:08:45 main:574] : INFO : Epoch 1669 | loss: 0.0310076 | val_loss: 0.0312286 | Time: 25035.9 ms [2022-01-08 02:09:09 main:574] : INFO : Epoch 1670 | loss: 0.0310076 | val_loss: 0.0312405 | Time: 23407.2 ms [2022-01-08 02:09:31 main:574] : INFO : Epoch 1671 | loss: 0.0310037 | val_loss: 0.031232 | Time: 21948.7 ms [2022-01-08 02:09:53 main:574] : INFO : Epoch 1672 | loss: 0.0309982 | val_loss: 0.0312586 | Time: 21594.5 ms [2022-01-08 02:10:14 main:574] : INFO : Epoch 1673 | loss: 0.0310015 | val_loss: 0.0312354 | Time: 21820.9 ms [2022-01-08 02:10:39 main:574] : INFO : Epoch 1674 | loss: 0.0310005 | val_loss: 0.0312261 | Time: 24923.2 ms [2022-01-08 02:11:04 main:574] : INFO : Epoch 1675 | loss: 0.0310253 | val_loss: 0.0312105 | Time: 24209.8 ms [2022-01-08 02:11:35 main:574] : INFO : Epoch 1676 | loss: 0.0310579 | val_loss: 0.031216 | Time: 30220.8 ms [2022-01-08 02:11:58 main:574] : INFO : Epoch 1677 | loss: 0.0310343 | val_loss: 0.0312254 | Time: 23027.5 ms [2022-01-08 02:12:28 main:574] : INFO : Epoch 1678 | loss: 0.0310196 | val_loss: 0.0312129 | Time: 29881.1 ms [2022-01-08 02:12:49 main:574] : INFO : Epoch 1679 | loss: 0.0310335 | val_loss: 0.0312394 | Time: 21634.4 ms [2022-01-08 02:13:15 main:574] : INFO : Epoch 1680 | loss: 0.0310163 | val_loss: 0.0312345 | Time: 26027 ms [2022-01-08 02:13:46 main:574] : INFO : Epoch 1681 | loss: 0.0310073 | val_loss: 0.031237 | Time: 30135.2 ms [2022-01-08 02:14:08 main:574] : INFO : Epoch 1682 | loss: 0.0310056 | val_loss: 0.0312423 | Time: 22865.8 ms [2022-01-08 02:14:33 main:574] : INFO : Epoch 1683 | loss: 0.0310008 | val_loss: 0.0312383 | Time: 24144 ms [2022-01-08 02:14:56 main:574] : INFO : Epoch 1684 | loss: 0.0310011 | val_loss: 0.0312312 | Time: 22345.3 ms [2022-01-08 02:15:21 main:574] : INFO : Epoch 1685 | loss: 0.0309962 | val_loss: 0.0312355 | Time: 24602.3 ms [2022-01-08 02:15:42 main:574] : INFO : Epoch 1686 | loss: 0.0309976 | val_loss: 0.0312343 | Time: 21612.1 ms [2022-01-08 02:16:05 main:574] : INFO : Epoch 1687 | loss: 0.0310083 | val_loss: 0.0312325 | Time: 22309 ms [2022-01-08 02:16:29 main:574] : INFO : Epoch 1688 | loss: 0.031002 | val_loss: 0.0312276 | Time: 24212.9 ms [2022-01-08 02:16:53 main:574] : INFO : Epoch 1689 | loss: 0.03101 | val_loss: 0.0312486 | Time: 23594.3 ms [2022-01-08 02:17:15 main:574] : INFO : Epoch 1690 | loss: 0.0309992 | val_loss: 0.0312362 | Time: 21656.1 ms [2022-01-08 02:17:38 main:574] : INFO : Epoch 1691 | loss: 0.0309984 | val_loss: 0.0312516 | Time: 23531.8 ms [2022-01-08 02:18:03 main:574] : INFO : Epoch 1692 | loss: 0.0310057 | val_loss: 0.0312385 | Time: 24969.1 ms [2022-01-08 02:18:28 main:574] : INFO : Epoch 1693 | loss: 0.0309979 | val_loss: 0.0312376 | Time: 23593.2 ms [2022-01-08 02:18:50 main:574] : INFO : Epoch 1694 | loss: 0.0310479 | val_loss: 0.0312162 | Time: 21924.2 ms [2022-01-08 02:19:13 main:574] : INFO : Epoch 1695 | loss: 0.0310654 | val_loss: 0.0312159 | Time: 22026.7 ms [2022-01-08 02:19:36 main:574] : INFO : Epoch 1696 | loss: 0.0310421 | val_loss: 0.0312291 | Time: 23086.4 ms [2022-01-08 02:19:57 main:574] : INFO : Epoch 1697 | loss: 0.0310214 | val_loss: 0.0312128 | Time: 20932.6 ms [2022-01-08 02:20:24 main:574] : INFO : Epoch 1698 | loss: 0.0310152 | val_loss: 0.0312295 | Time: 27075.6 ms [2022-01-08 02:20:53 main:574] : INFO : Epoch 1699 | loss: 0.0310102 | val_loss: 0.0312415 | Time: 28281.5 ms [2022-01-08 02:21:15 main:574] : INFO : Epoch 1700 | loss: 0.0310068 | val_loss: 0.0312379 | Time: 22264.7 ms [2022-01-08 02:21:36 main:574] : INFO : Epoch 1701 | loss: 0.0310145 | val_loss: 0.0312509 | Time: 20721.6 ms [2022-01-08 02:22:19 main:574] : INFO : Epoch 1702 | loss: 0.0310195 | val_loss: 0.0312175 | Time: 40600.7 ms [2022-01-08 02:22:52 main:574] : INFO : Epoch 1703 | loss: 0.0310165 | val_loss: 0.0312246 | Time: 33006.3 ms [2022-01-08 02:23:55 main:574] : INFO : Epoch 1704 | loss: 0.031018 | val_loss: 0.0312312 | Time: 63526.5 ms [2022-01-08 02:24:29 main:574] : INFO : Epoch 1705 | loss: 0.0310079 | val_loss: 0.0312348 | Time: 33853.6 ms [2022-01-08 02:25:13 main:574] : INFO : Epoch 1706 | loss: 0.0310549 | val_loss: 0.0312025 | Time: 43073.9 ms [2022-01-08 02:26:28 main:574] : INFO : Epoch 1707 | loss: 0.0310795 | val_loss: 0.0312011 | Time: 74337.4 ms [2022-01-08 02:27:12 main:574] : INFO : Epoch 1708 | loss: 0.0310708 | val_loss: 0.0312236 | Time: 44002 ms [2022-01-08 02:27:52 main:574] : INFO : Epoch 1709 | loss: 0.0310479 | val_loss: 0.031222 | Time: 39373.6 ms [2022-01-08 02:29:03 main:574] : INFO : Epoch 1710 | loss: 0.0310419 | val_loss: 0.0312194 | Time: 70920.4 ms [2022-01-08 02:29:38 main:574] : INFO : Epoch 1711 | loss: 0.0310271 | val_loss: 0.0312306 | Time: 33791.7 ms [2022-01-08 02:30:09 main:574] : INFO : Epoch 1712 | loss: 0.0310159 | val_loss: 0.0312231 | Time: 30953.2 ms [2022-01-08 02:31:15 main:574] : INFO : Epoch 1713 | loss: 0.0310064 | val_loss: 0.0312284 | Time: 65714.6 ms [2022-01-08 02:31:42 main:574] : INFO : Epoch 1714 | loss: 0.0310075 | val_loss: 0.031224 | Time: 27235.5 ms [2022-01-08 02:32:33 main:574] : INFO : Epoch 1715 | loss: 0.0310012 | val_loss: 0.0312529 | Time: 51232.4 ms [2022-01-08 02:33:04 main:574] : INFO : Epoch 1716 | loss: 0.0310015 | val_loss: 0.0312224 | Time: 29623.8 ms [2022-01-08 02:33:45 main:574] : INFO : Epoch 1717 | loss: 0.0309969 | val_loss: 0.0312301 | Time: 41421.1 ms [2022-01-08 02:34:44 main:574] : INFO : Epoch 1718 | loss: 0.0310033 | val_loss: 0.031224 | Time: 59265.8 ms [2022-01-08 02:35:21 main:574] : INFO : Epoch 1719 | loss: 0.031002 | val_loss: 0.0312372 | Time: 36697.8 ms [2022-01-08 02:36:15 main:574] : INFO : Epoch 1720 | loss: 0.0310015 | val_loss: 0.0312458 | Time: 53005.3 ms [2022-01-08 02:36:46 main:574] : INFO : Epoch 1721 | loss: 0.0310004 | val_loss: 0.0312324 | Time: 30204.1 ms [2022-01-08 02:37:36 main:574] : INFO : Epoch 1722 | loss: 0.0310003 | val_loss: 0.0312224 | Time: 50317.8 ms [2022-01-08 02:38:18 main:574] : INFO : Epoch 1723 | loss: 0.031017 | val_loss: 0.0312148 | Time: 41896.1 ms [2022-01-08 02:39:12 main:574] : INFO : Epoch 1724 | loss: 0.0310281 | val_loss: 0.0312282 | Time: 53178.7 ms [2022-01-08 02:39:38 main:574] : INFO : Epoch 1725 | loss: 0.0310143 | val_loss: 0.0312375 | Time: 26115.4 ms [2022-01-08 02:40:37 main:574] : INFO : Epoch 1726 | loss: 0.031012 | val_loss: 0.031234 | Time: 56014.4 ms [2022-01-08 02:41:10 main:574] : INFO : Epoch 1727 | loss: 0.0310033 | val_loss: 0.0312388 | Time: 32775.8 ms [2022-01-08 02:42:25 main:574] : INFO : Epoch 1728 | loss: 0.0309996 | val_loss: 0.0312403 | Time: 74627.5 ms [2022-01-08 02:43:08 main:574] : INFO : Epoch 1729 | loss: 0.0310007 | val_loss: 0.0312213 | Time: 42283.2 ms [2022-01-08 02:43:52 main:574] : INFO : Epoch 1730 | loss: 0.0310022 | val_loss: 0.0312409 | Time: 44346.7 ms [2022-01-08 02:44:18 main:574] : INFO : Epoch 1731 | loss: 0.0310065 | val_loss: 0.0312355 | Time: 25575.8 ms [2022-01-08 02:45:05 main:574] : INFO : Epoch 1732 | loss: 0.0310049 | val_loss: 0.0312229 | Time: 47422.6 ms [2022-01-08 02:45:44 main:574] : INFO : Epoch 1733 | loss: 0.0310783 | val_loss: 0.0312109 | Time: 38171.1 ms [2022-01-08 02:46:12 main:574] : INFO : Epoch 1734 | loss: 0.0310489 | val_loss: 0.0312204 | Time: 27720.8 ms [2022-01-08 02:47:10 main:574] : INFO : Epoch 1735 | loss: 0.0310237 | val_loss: 0.0312283 | Time: 58058.7 ms [2022-01-08 02:47:40 main:574] : INFO : Epoch 1736 | loss: 0.0310146 | val_loss: 0.0312192 | Time: 29822.2 ms [2022-01-08 02:48:28 main:574] : INFO : Epoch 1737 | loss: 0.0310155 | val_loss: 0.0312286 | Time: 47318 ms [2022-01-08 02:49:16 main:574] : INFO : Epoch 1738 | loss: 0.0310114 | val_loss: 0.0312318 | Time: 47578.7 ms [2022-01-08 02:49:58 main:574] : INFO : Epoch 1739 | loss: 0.0310158 | val_loss: 0.0312466 | Time: 41978.3 ms [2022-01-08 02:50:28 main:574] : INFO : Epoch 1740 | loss: 0.0310973 | val_loss: 0.0311866 | Time: 30574.6 ms [2022-01-08 02:50:51 main:574] : INFO : Epoch 1741 | loss: 0.0310781 | val_loss: 0.031201 | Time: 22056.5 ms [2022-01-08 02:51:53 main:574] : INFO : Epoch 1742 | loss: 0.0310521 | val_loss: 0.0312083 | Time: 61827.2 ms [2022-01-08 02:52:29 main:574] : INFO : Epoch 1743 | loss: 0.0310334 | val_loss: 0.0312256 | Time: 36320.3 ms [2022-01-08 02:53:16 main:574] : INFO : Epoch 1744 | loss: 0.0310252 | val_loss: 0.0312178 | Time: 46980.4 ms [2022-01-08 02:53:43 main:574] : INFO : Epoch 1745 | loss: 0.0310171 | val_loss: 0.0312208 | Time: 26548.7 ms [2022-01-08 02:54:12 main:574] : INFO : Epoch 1746 | loss: 0.0310066 | val_loss: 0.0312226 | Time: 29363.3 ms [2022-01-08 02:54:58 main:574] : INFO : Epoch 1747 | loss: 0.0310041 | val_loss: 0.0312203 | Time: 44683.3 ms [2022-01-08 02:55:26 main:574] : INFO : Epoch 1748 | loss: 0.0310064 | val_loss: 0.0312147 | Time: 27158.2 ms [2022-01-08 02:56:13 main:574] : INFO : Epoch 1749 | loss: 0.0310031 | val_loss: 0.0312449 | Time: 47690 ms [2022-01-08 02:56:54 main:574] : INFO : Epoch 1750 | loss: 0.0309944 | val_loss: 0.0312289 | Time: 40569.7 ms [2022-01-08 02:57:26 main:574] : INFO : Epoch 1751 | loss: 0.030997 | val_loss: 0.0312259 | Time: 31233.2 ms [2022-01-08 02:58:11 main:574] : INFO : Epoch 1752 | loss: 0.0310021 | val_loss: 0.0312466 | Time: 45003.3 ms [2022-01-08 02:58:42 main:574] : INFO : Epoch 1753 | loss: 0.0310015 | val_loss: 0.0312511 | Time: 26674.2 ms [2022-01-08 02:59:09 main:574] : INFO : Epoch 1754 | loss: 0.0310005 | val_loss: 0.0312244 | Time: 26758.1 ms [2022-01-08 02:59:37 main:574] : INFO : Epoch 1755 | loss: 0.0309975 | val_loss: 0.0312324 | Time: 28387.8 ms [2022-01-08 03:00:17 main:574] : INFO : Epoch 1756 | loss: 0.0309913 | val_loss: 0.0312321 | Time: 39601.7 ms [2022-01-08 03:00:39 main:574] : INFO : Epoch 1757 | loss: 0.0309974 | val_loss: 0.0312366 | Time: 21386.6 ms [2022-01-08 03:01:05 main:574] : INFO : Epoch 1758 | loss: 0.0310017 | val_loss: 0.0312347 | Time: 25823.2 ms [2022-01-08 03:01:39 main:574] : INFO : Epoch 1759 | loss: 0.0310106 | val_loss: 0.031255 | Time: 33729.1 ms [2022-01-08 03:02:03 main:574] : INFO : Epoch 1760 | loss: 0.0310123 | val_loss: 0.031248 | Time: 23040.6 ms [2022-01-08 03:03:00 main:574] : INFO : Epoch 1761 | loss: 0.0310024 | val_loss: 0.0312538 | Time: 57165.9 ms [2022-01-08 03:03:32 main:574] : INFO : Epoch 1762 | loss: 0.0310026 | val_loss: 0.0312223 | Time: 32179.8 ms [2022-01-08 03:03:59 main:574] : INFO : Epoch 1763 | loss: 0.0310055 | val_loss: 0.0312265 | Time: 27185.1 ms [2022-01-08 03:04:41 main:574] : INFO : Epoch 1764 | loss: 0.0310014 | val_loss: 0.031224 | Time: 41756.2 ms [2022-01-08 03:05:05 main:574] : INFO : Epoch 1765 | loss: 0.0310062 | val_loss: 0.0312467 | Time: 23262.2 ms [2022-01-08 03:05:52 main:574] : INFO : Epoch 1766 | loss: 0.0309993 | val_loss: 0.0312368 | Time: 45594.4 ms [2022-01-08 03:06:23 main:574] : INFO : Epoch 1767 | loss: 0.0310038 | val_loss: 0.0312654 | Time: 31500.3 ms [2022-01-08 03:06:54 main:574] : INFO : Epoch 1768 | loss: 0.0310035 | val_loss: 0.0312262 | Time: 30685.1 ms [2022-01-08 03:08:03 main:574] : INFO : Epoch 1769 | loss: 0.0310016 | val_loss: 0.031246 | Time: 68723.5 ms [2022-01-08 03:08:31 main:574] : INFO : Epoch 1770 | loss: 0.0310011 | val_loss: 0.03123 | Time: 27984.9 ms [2022-01-08 03:09:21 main:574] : INFO : Epoch 1771 | loss: 0.0309971 | val_loss: 0.031229 | Time: 49057.4 ms [2022-01-08 03:10:03 main:574] : INFO : Epoch 1772 | loss: 0.0310021 | val_loss: 0.0312368 | Time: 42476 ms [2022-01-08 03:10:26 main:574] : INFO : Epoch 1773 | loss: 0.0310078 | val_loss: 0.0312258 | Time: 22320.8 ms [2022-01-08 03:11:00 main:574] : INFO : Epoch 1774 | loss: 0.0310007 | val_loss: 0.0312469 | Time: 33533.7 ms [2022-01-08 03:11:26 main:574] : INFO : Epoch 1775 | loss: 0.0310025 | val_loss: 0.0312095 | Time: 26241.9 ms [2022-01-08 03:11:53 main:574] : INFO : Epoch 1776 | loss: 0.031001 | val_loss: 0.031233 | Time: 27509.7 ms [2022-01-08 03:12:49 main:574] : INFO : Epoch 1777 | loss: 0.0309952 | val_loss: 0.0312373 | Time: 55352 ms [2022-01-08 03:13:14 main:574] : INFO : Epoch 1778 | loss: 0.0309966 | val_loss: 0.031226 | Time: 24385.2 ms [2022-01-08 03:14:11 main:574] : INFO : Epoch 1779 | loss: 0.0310021 | val_loss: 0.0312279 | Time: 56466.8 ms [2022-01-08 03:14:41 main:574] : INFO : Epoch 1780 | loss: 0.0310182 | val_loss: 0.0312325 | Time: 29764 ms [2022-01-08 03:15:20 main:574] : INFO : Epoch 1781 | loss: 0.0310189 | val_loss: 0.0312137 | Time: 39724.6 ms [2022-01-08 03:15:51 main:574] : INFO : Epoch 1782 | loss: 0.0310113 | val_loss: 0.0312292 | Time: 30055.3 ms [2022-01-08 03:16:40 main:574] : INFO : Epoch 1783 | loss: 0.0310108 | val_loss: 0.0312293 | Time: 48217.9 ms [2022-01-08 03:17:09 main:574] : INFO : Epoch 1784 | loss: 0.0309989 | val_loss: 0.0312388 | Time: 28919.7 ms [2022-01-08 03:17:47 main:574] : INFO : Epoch 1785 | loss: 0.0309958 | val_loss: 0.0312445 | Time: 37853.6 ms [2022-01-08 03:18:19 main:574] : INFO : Epoch 1786 | loss: 0.0309982 | val_loss: 0.0312418 | Time: 32022.4 ms [2022-01-08 03:19:06 main:574] : INFO : Epoch 1787 | loss: 0.0309958 | val_loss: 0.031229 | Time: 47503.5 ms [2022-01-08 03:19:41 main:574] : INFO : Epoch 1788 | loss: 0.031001 | val_loss: 0.031236 | Time: 33109.1 ms [2022-01-08 03:20:35 main:574] : INFO : Epoch 1789 | loss: 0.0309953 | val_loss: 0.0312387 | Time: 54014.3 ms [2022-01-08 03:21:04 main:574] : INFO : Epoch 1790 | loss: 0.0310029 | val_loss: 0.03123 | Time: 28862.1 ms [2022-01-08 03:21:42 main:574] : INFO : Epoch 1791 | loss: 0.0309963 | val_loss: 0.0312401 | Time: 37966.6 ms [2022-01-08 03:22:15 main:574] : INFO : Epoch 1792 | loss: 0.0309912 | val_loss: 0.0312544 | Time: 32960.2 ms [2022-01-08 03:22:48 main:574] : INFO : Epoch 1793 | loss: 0.0309921 | val_loss: 0.0312437 | Time: 32336 ms [2022-01-08 03:23:24 main:574] : INFO : Epoch 1794 | loss: 0.0310023 | val_loss: 0.0312395 | Time: 35115 ms [2022-01-08 03:23:52 main:574] : INFO : Epoch 1795 | loss: 0.0309978 | val_loss: 0.0312448 | Time: 28084.9 ms [2022-01-08 03:24:57 main:574] : INFO : Epoch 1796 | loss: 0.0309963 | val_loss: 0.031248 | Time: 64763.5 ms [2022-01-08 03:25:30 main:574] : INFO : Epoch 1797 | loss: 0.0310097 | val_loss: 0.0312359 | Time: 32621.8 ms [2022-01-08 03:26:01 main:574] : INFO : Epoch 1798 | loss: 0.0310143 | val_loss: 0.0312286 | Time: 30570.7 ms [2022-01-08 03:26:29 main:574] : INFO : Epoch 1799 | loss: 0.0310075 | val_loss: 0.0312452 | Time: 27709.5 ms [2022-01-08 03:27:22 main:574] : INFO : Epoch 1800 | loss: 0.0309927 | val_loss: 0.0312424 | Time: 52537.1 ms [2022-01-08 03:28:03 main:574] : INFO : Epoch 1801 | loss: 0.0309914 | val_loss: 0.0312457 | Time: 41428.4 ms [2022-01-08 03:28:36 main:574] : INFO : Epoch 1802 | loss: 0.0309959 | val_loss: 0.0312545 | Time: 32240.5 ms [2022-01-08 03:29:10 main:574] : INFO : Epoch 1803 | loss: 0.0310001 | val_loss: 0.0312279 | Time: 33758.6 ms [2022-01-08 03:30:05 main:574] : INFO : Epoch 1804 | loss: 0.0310183 | val_loss: 0.03123 | Time: 55132.7 ms [2022-01-08 03:30:37 main:574] : INFO : Epoch 1805 | loss: 0.0310565 | val_loss: 0.0312005 | Time: 30378.9 ms [2022-01-08 03:31:27 main:574] : INFO : Epoch 1806 | loss: 0.0310407 | val_loss: 0.0312245 | Time: 49762.5 ms [2022-01-08 03:32:00 main:574] : INFO : Epoch 1807 | loss: 0.031052 | val_loss: 0.031216 | Time: 33195.1 ms [2022-01-08 03:32:32 main:574] : INFO : Epoch 1808 | loss: 0.0310761 | val_loss: 0.0312037 | Time: 32028.6 ms [2022-01-08 03:33:14 main:574] : INFO : Epoch 1809 | loss: 0.0310503 | val_loss: 0.0312224 | Time: 41535 ms [2022-01-08 03:33:40 main:574] : INFO : Epoch 1810 | loss: 0.0310324 | val_loss: 0.0312243 | Time: 25771.1 ms [2022-01-08 03:34:31 main:574] : INFO : Epoch 1811 | loss: 0.0310197 | val_loss: 0.0312148 | Time: 50231 ms [2022-01-08 03:35:04 main:574] : INFO : Epoch 1812 | loss: 0.0310159 | val_loss: 0.0312369 | Time: 32658.6 ms [2022-01-08 03:35:37 main:574] : INFO : Epoch 1813 | loss: 0.0310188 | val_loss: 0.0312064 | Time: 32842.4 ms [2022-01-08 03:36:28 main:574] : INFO : Epoch 1814 | loss: 0.0310095 | val_loss: 0.0312452 | Time: 51856.1 ms [2022-01-08 03:36:53 main:574] : INFO : Epoch 1815 | loss: 0.0310684 | val_loss: 0.0312064 | Time: 24570.3 ms [2022-01-08 03:37:28 main:574] : INFO : Epoch 1816 | loss: 0.0310763 | val_loss: 0.0312116 | Time: 34420.4 ms [2022-01-08 03:38:24 main:574] : INFO : Epoch 1817 | loss: 0.0310527 | val_loss: 0.031212 | Time: 55419.7 ms [2022-01-08 03:38:54 main:574] : INFO : Epoch 1818 | loss: 0.0310369 | val_loss: 0.0312192 | Time: 29509.3 ms [2022-01-08 03:39:51 main:574] : INFO : Epoch 1819 | loss: 0.0310198 | val_loss: 0.0312524 | Time: 56997.7 ms [2022-01-08 03:40:26 main:574] : INFO : Epoch 1820 | loss: 0.0310182 | val_loss: 0.0312252 | Time: 35072.8 ms [2022-01-08 03:41:06 main:574] : INFO : Epoch 1821 | loss: 0.0310176 | val_loss: 0.0312132 | Time: 39126.5 ms [2022-01-08 03:41:38 main:574] : INFO : Epoch 1822 | loss: 0.0310078 | val_loss: 0.0312421 | Time: 30847.6 ms [2022-01-08 03:42:04 main:574] : INFO : Epoch 1823 | loss: 0.0310124 | val_loss: 0.0312168 | Time: 25707.6 ms [2022-01-08 03:42:45 main:574] : INFO : Epoch 1824 | loss: 0.0310765 | val_loss: 0.0312 | Time: 41726 ms [2022-01-08 03:43:42 main:574] : INFO : Epoch 1825 | loss: 0.0310632 | val_loss: 0.0311994 | Time: 56139.5 ms [2022-01-08 03:44:34 main:574] : INFO : Epoch 1826 | loss: 0.0310492 | val_loss: 0.0312066 | Time: 51810.2 ms [2022-01-08 03:45:12 main:574] : INFO : Epoch 1827 | loss: 0.0310549 | val_loss: 0.0312227 | Time: 36819.6 ms [2022-01-08 03:45:41 main:574] : INFO : Epoch 1828 | loss: 0.0310406 | val_loss: 0.0312118 | Time: 28990.7 ms [2022-01-08 03:46:29 main:574] : INFO : Epoch 1829 | loss: 0.0310235 | val_loss: 0.0312179 | Time: 47851.8 ms [2022-01-08 03:46:59 main:574] : INFO : Epoch 1830 | loss: 0.0310098 | val_loss: 0.0312105 | Time: 29922.2 ms [2022-01-08 03:47:37 main:574] : INFO : Epoch 1831 | loss: 0.0310029 | val_loss: 0.0312339 | Time: 38354.9 ms [2022-01-08 03:48:34 main:574] : INFO : Epoch 1832 | loss: 0.0309948 | val_loss: 0.0312353 | Time: 56176.2 ms [2022-01-08 03:49:04 main:574] : INFO : Epoch 1833 | loss: 0.0309933 | val_loss: 0.0312383 | Time: 29708.9 ms [2022-01-08 03:50:18 main:574] : INFO : Epoch 1834 | loss: 0.0309913 | val_loss: 0.0312447 | Time: 73927.9 ms [2022-01-08 03:50:41 main:574] : INFO : Epoch 1835 | loss: 0.0309899 | val_loss: 0.0312367 | Time: 22839.2 ms [2022-01-08 03:51:11 main:574] : INFO : Epoch 1836 | loss: 0.0309942 | val_loss: 0.0312496 | Time: 29983.2 ms [2022-01-08 03:51:53 main:574] : INFO : Epoch 1837 | loss: 0.0309973 | val_loss: 0.0312176 | Time: 41896.6 ms [2022-01-08 03:52:19 main:574] : INFO : Epoch 1838 | loss: 0.0310254 | val_loss: 0.0312078 | Time: 24602.9 ms [2022-01-08 03:53:11 main:574] : INFO : Epoch 1839 | loss: 0.0310588 | val_loss: 0.031213 | Time: 52527.3 ms [2022-01-08 03:53:42 main:574] : INFO : Epoch 1840 | loss: 0.0310301 | val_loss: 0.0312344 | Time: 30101.5 ms [2022-01-08 03:54:14 main:574] : INFO : Epoch 1841 | loss: 0.0310031 | val_loss: 0.0312351 | Time: 32032.5 ms [2022-01-08 03:55:05 main:574] : INFO : Epoch 1842 | loss: 0.0309947 | val_loss: 0.0312313 | Time: 50651.4 ms [2022-01-08 03:55:30 main:574] : INFO : Epoch 1843 | loss: 0.0309912 | val_loss: 0.0312386 | Time: 25647.2 ms [2022-01-08 03:56:09 main:574] : INFO : Epoch 1844 | loss: 0.0309922 | val_loss: 0.0312379 | Time: 38351.6 ms [2022-01-08 03:56:42 main:574] : INFO : Epoch 1845 | loss: 0.0309899 | val_loss: 0.031233 | Time: 32419.2 ms [2022-01-08 03:57:19 main:574] : INFO : Epoch 1846 | loss: 0.0309957 | val_loss: 0.031229 | Time: 36951 ms [2022-01-08 03:58:38 main:574] : INFO : Epoch 1847 | loss: 0.031015 | val_loss: 0.0312312 | Time: 79673.7 ms [2022-01-08 03:59:07 main:574] : INFO : Epoch 1848 | loss: 0.0310418 | val_loss: 0.0312236 | Time: 28882 ms [2022-01-08 03:59:50 main:574] : INFO : Epoch 1849 | loss: 0.0310369 | val_loss: 0.0312392 | Time: 41422.3 ms [2022-01-08 04:00:24 main:574] : INFO : Epoch 1850 | loss: 0.0310333 | val_loss: 0.0312515 | Time: 34681.2 ms [2022-01-08 04:01:06 main:574] : INFO : Epoch 1851 | loss: 0.0310194 | val_loss: 0.031246 | Time: 41568.8 ms [2022-01-08 04:01:59 main:574] : INFO : Epoch 1852 | loss: 0.0310282 | val_loss: 0.031221 | Time: 52619.1 ms [2022-01-08 04:02:31 main:574] : INFO : Epoch 1853 | loss: 0.0310249 | val_loss: 0.0312258 | Time: 31719.6 ms [2022-01-08 04:03:19 main:574] : INFO : Epoch 1854 | loss: 0.0310049 | val_loss: 0.0312232 | Time: 47048 ms [2022-01-08 04:03:49 main:574] : INFO : Epoch 1855 | loss: 0.031002 | val_loss: 0.0312434 | Time: 30183.8 ms [2022-01-08 04:04:21 main:574] : INFO : Epoch 1856 | loss: 0.0309947 | val_loss: 0.0312434 | Time: 31982.6 ms [2022-01-08 04:05:23 main:574] : INFO : Epoch 1857 | loss: 0.0309913 | val_loss: 0.0312593 | Time: 61906.1 ms [2022-01-08 04:05:46 main:574] : INFO : Epoch 1858 | loss: 0.0309997 | val_loss: 0.0312251 | Time: 22948.5 ms [2022-01-08 04:06:54 main:574] : INFO : Epoch 1859 | loss: 0.0310064 | val_loss: 0.0312448 | Time: 68245.2 ms [2022-01-08 04:07:29 main:574] : INFO : Epoch 1860 | loss: 0.0310002 | val_loss: 0.0312466 | Time: 34127.4 ms [2022-01-08 04:08:21 main:574] : INFO : Epoch 1861 | loss: 0.0309972 | val_loss: 0.0312396 | Time: 51662.8 ms [2022-01-08 04:08:48 main:574] : INFO : Epoch 1862 | loss: 0.0309975 | val_loss: 0.0312274 | Time: 26258.3 ms [2022-01-08 04:09:18 main:574] : INFO : Epoch 1863 | loss: 0.0309961 | val_loss: 0.0312362 | Time: 30637.1 ms [2022-01-08 04:10:00 main:574] : INFO : Epoch 1864 | loss: 0.0309933 | val_loss: 0.0312597 | Time: 41245.7 ms [2022-01-08 04:10:27 main:574] : INFO : Epoch 1865 | loss: 0.0309869 | val_loss: 0.0312354 | Time: 27285.5 ms [2022-01-08 04:11:09 main:574] : INFO : Epoch 1866 | loss: 0.0309874 | val_loss: 0.0312432 | Time: 40309.2 ms [2022-01-08 04:11:33 main:574] : INFO : Epoch 1867 | loss: 0.0309926 | val_loss: 0.0312341 | Time: 24533.6 ms [2022-01-08 04:12:00 main:574] : INFO : Epoch 1868 | loss: 0.0309952 | val_loss: 0.0312497 | Time: 26437.8 ms [2022-01-08 04:12:24 main:574] : INFO : Epoch 1869 | loss: 0.030998 | val_loss: 0.0312469 | Time: 24054 ms [2022-01-08 04:13:21 main:574] : INFO : Epoch 1870 | loss: 0.0310084 | val_loss: 0.0312338 | Time: 57068.5 ms [2022-01-08 04:13:45 main:574] : INFO : Epoch 1871 | loss: 0.0310088 | val_loss: 0.0312424 | Time: 24029.4 ms [2022-01-08 04:14:17 main:574] : INFO : Epoch 1872 | loss: 0.0310378 | val_loss: 0.0312359 | Time: 31389.4 ms [2022-01-08 04:15:08 main:574] : INFO : Epoch 1873 | loss: 0.0310329 | val_loss: 0.0312365 | Time: 50243.3 ms [2022-01-08 04:15:38 main:574] : INFO : Epoch 1874 | loss: 0.0310397 | val_loss: 0.0312184 | Time: 29169.2 ms [2022-01-08 04:16:19 main:574] : INFO : Epoch 1875 | loss: 0.0310257 | val_loss: 0.0312124 | Time: 40895.5 ms [2022-01-08 04:17:05 main:574] : INFO : Epoch 1876 | loss: 0.0310045 | val_loss: 0.0312374 | Time: 45947.6 ms [2022-01-08 04:17:46 main:574] : INFO : Epoch 1877 | loss: 0.0309995 | val_loss: 0.0312337 | Time: 40920.2 ms [2022-01-08 04:18:29 main:574] : INFO : Epoch 1878 | loss: 0.0310217 | val_loss: 0.0312104 | Time: 41832.9 ms [2022-01-08 04:19:17 main:574] : INFO : Epoch 1879 | loss: 0.0310183 | val_loss: 0.0312305 | Time: 47966.1 ms [2022-01-08 04:19:42 main:574] : INFO : Epoch 1880 | loss: 0.0310026 | val_loss: 0.031234 | Time: 24882.2 ms [2022-01-08 04:20:18 main:574] : INFO : Epoch 1881 | loss: 0.031018 | val_loss: 0.0312326 | Time: 35795 ms [2022-01-08 04:21:10 main:574] : INFO : Epoch 1882 | loss: 0.031015 | val_loss: 0.0312239 | Time: 52427.2 ms [2022-01-08 04:21:51 main:574] : INFO : Epoch 1883 | loss: 0.0310123 | val_loss: 0.0312359 | Time: 40026 ms [2022-01-08 04:22:37 main:574] : INFO : Epoch 1884 | loss: 0.0309997 | val_loss: 0.0312551 | Time: 45769.7 ms [2022-01-08 04:23:04 main:574] : INFO : Epoch 1885 | loss: 0.0309948 | val_loss: 0.0312356 | Time: 26509.8 ms [2022-01-08 04:23:37 main:574] : INFO : Epoch 1886 | loss: 0.030987 | val_loss: 0.0312233 | Time: 33574.3 ms [2022-01-08 04:24:20 main:574] : INFO : Epoch 1887 | loss: 0.0309878 | val_loss: 0.0312585 | Time: 42185 ms [2022-01-08 04:24:39 main:574] : INFO : Epoch 1888 | loss: 0.030992 | val_loss: 0.0312507 | Time: 18994.5 ms [2022-01-08 04:25:21 main:574] : INFO : Epoch 1889 | loss: 0.0309903 | val_loss: 0.0312465 | Time: 41850.5 ms [2022-01-08 04:25:56 main:574] : INFO : Epoch 1890 | loss: 0.0310022 | val_loss: 0.0312343 | Time: 34485.6 ms [2022-01-08 04:26:28 main:574] : INFO : Epoch 1891 | loss: 0.0309978 | val_loss: 0.0312291 | Time: 32536.4 ms [2022-01-08 04:27:07 main:574] : INFO : Epoch 1892 | loss: 0.0310011 | val_loss: 0.0312357 | Time: 39041.3 ms [2022-01-08 04:27:36 main:574] : INFO : Epoch 1893 | loss: 0.0310093 | val_loss: 0.031216 | Time: 28547 ms [2022-01-08 04:28:19 main:574] : INFO : Epoch 1894 | loss: 0.0310005 | val_loss: 0.0312308 | Time: 43293 ms [2022-01-08 04:28:52 main:574] : INFO : Epoch 1895 | loss: 0.0310072 | val_loss: 0.0312321 | Time: 31781 ms [2022-01-08 04:29:32 main:574] : INFO : Epoch 1896 | loss: 0.0310077 | val_loss: 0.0312141 | Time: 39835.3 ms [2022-01-08 04:30:08 main:574] : INFO : Epoch 1897 | loss: 0.0310006 | val_loss: 0.0312525 | Time: 35522.6 ms [2022-01-08 04:31:07 main:574] : INFO : Epoch 1898 | loss: 0.0309975 | val_loss: 0.0312324 | Time: 58957.6 ms [2022-01-08 04:31:48 main:574] : INFO : Epoch 1899 | loss: 0.0309983 | val_loss: 0.0312313 | Time: 41329.8 ms [2022-01-08 04:33:02 main:574] : INFO : Epoch 1900 | loss: 0.0309973 | val_loss: 0.0312577 | Time: 68917.2 ms [2022-01-08 04:33:43 main:574] : INFO : Epoch 1901 | loss: 0.0309952 | val_loss: 0.0312509 | Time: 40435.5 ms [2022-01-08 04:34:38 main:574] : INFO : Epoch 1902 | loss: 0.0309971 | val_loss: 0.0312412 | Time: 54109.3 ms [2022-01-08 04:35:25 main:574] : INFO : Epoch 1903 | loss: 0.0310366 | val_loss: 0.0312245 | Time: 47063.1 ms [2022-01-08 04:36:38 main:574] : INFO : Epoch 1904 | loss: 0.0310279 | val_loss: 0.0312262 | Time: 70028.3 ms [2022-01-08 04:37:31 main:574] : INFO : Epoch 1905 | loss: 0.0310204 | val_loss: 0.0312179 | Time: 52641 ms [2022-01-08 04:38:42 main:574] : INFO : Epoch 1906 | loss: 0.0310184 | val_loss: 0.0312134 | Time: 71344.9 ms [2022-01-08 04:39:16 main:574] : INFO : Epoch 1907 | loss: 0.031011 | val_loss: 0.0312339 | Time: 33873.3 ms [2022-01-08 04:39:51 main:574] : INFO : Epoch 1908 | loss: 0.0310132 | val_loss: 0.0312486 | Time: 34072.9 ms [2022-01-08 04:40:26 main:574] : INFO : Epoch 1909 | loss: 0.0310021 | val_loss: 0.0312213 | Time: 35155.6 ms [2022-01-08 04:40:57 main:574] : INFO : Epoch 1910 | loss: 0.0309957 | val_loss: 0.0312383 | Time: 29991.1 ms [2022-01-08 04:41:23 main:574] : INFO : Epoch 1911 | loss: 0.0309977 | val_loss: 0.0312437 | Time: 26519.5 ms [2022-01-08 04:42:11 main:574] : INFO : Epoch 1912 | loss: 0.0310018 | val_loss: 0.0312415 | Time: 47769.4 ms [2022-01-08 04:42:47 main:574] : INFO : Epoch 1913 | loss: 0.0309982 | val_loss: 0.0312384 | Time: 35912.1 ms [2022-01-08 04:43:20 main:574] : INFO : Epoch 1914 | loss: 0.0309894 | val_loss: 0.0312326 | Time: 32505.7 ms [2022-01-08 04:44:08 main:574] : INFO : Epoch 1915 | loss: 0.0309842 | val_loss: 0.0312365 | Time: 47253.8 ms [2022-01-08 04:44:29 main:574] : INFO : Epoch 1916 | loss: 0.0309931 | val_loss: 0.0312414 | Time: 21083.2 ms [2022-01-08 04:45:08 main:574] : INFO : Epoch 1917 | loss: 0.0309911 | val_loss: 0.0312549 | Time: 38845.6 ms [2022-01-08 04:45:52 main:574] : INFO : Epoch 1918 | loss: 0.0309931 | val_loss: 0.031247 | Time: 44365.1 ms [2022-01-08 04:46:24 main:574] : INFO : Epoch 1919 | loss: 0.0310097 | val_loss: 0.031223 | Time: 31997.1 ms [2022-01-08 04:47:16 main:574] : INFO : Epoch 1920 | loss: 0.0310073 | val_loss: 0.0312498 | Time: 50723.8 ms [2022-01-08 04:47:52 main:574] : INFO : Epoch 1921 | loss: 0.0309991 | val_loss: 0.0312301 | Time: 35656.1 ms [2022-01-08 04:48:21 main:574] : INFO : Epoch 1922 | loss: 0.0309924 | val_loss: 0.0312383 | Time: 28868.1 ms [2022-01-08 04:49:18 main:574] : INFO : Epoch 1923 | loss: 0.0309876 | val_loss: 0.0312448 | Time: 57061.4 ms [2022-01-08 04:49:46 main:574] : INFO : Epoch 1924 | loss: 0.0309888 | val_loss: 0.0312523 | Time: 28634.4 ms [2022-01-08 04:50:17 main:574] : INFO : Epoch 1925 | loss: 0.0309963 | val_loss: 0.0312332 | Time: 30147.3 ms [2022-01-08 04:51:04 main:574] : INFO : Epoch 1926 | loss: 0.0310056 | val_loss: 0.0312349 | Time: 46275.9 ms [2022-01-08 04:51:33 main:574] : INFO : Epoch 1927 | loss: 0.0309906 | val_loss: 0.0312362 | Time: 28843.3 ms [2022-01-08 04:52:17 main:574] : INFO : Epoch 1928 | loss: 0.0309923 | val_loss: 0.0312347 | Time: 43359.3 ms [2022-01-08 04:53:25 main:574] : INFO : Epoch 1929 | loss: 0.0309975 | val_loss: 0.0312372 | Time: 68738.3 ms [2022-01-08 04:54:18 main:574] : INFO : Epoch 1930 | loss: 0.0310164 | val_loss: 0.0312324 | Time: 49853.6 ms [2022-01-08 04:55:09 main:574] : INFO : Epoch 1931 | loss: 0.0310237 | val_loss: 0.0312369 | Time: 50786.7 ms [2022-01-08 04:56:17 main:574] : INFO : Epoch 1932 | loss: 0.0310335 | val_loss: 0.0312122 | Time: 68262.7 ms [2022-01-08 04:56:57 main:574] : INFO : Epoch 1933 | loss: 0.0310253 | val_loss: 0.0312326 | Time: 40182.1 ms [2022-01-08 04:58:18 main:574] : INFO : Epoch 1934 | loss: 0.0310254 | val_loss: 0.031234 | Time: 79347 ms [2022-01-08 04:58:53 main:574] : INFO : Epoch 1935 | loss: 0.0310214 | val_loss: 0.0312189 | Time: 34609.6 ms [2022-01-08 05:00:22 main:574] : INFO : Epoch 1936 | loss: 0.0310244 | val_loss: 0.031223 | Time: 88929.3 ms [2022-01-08 05:01:29 main:574] : INFO : Epoch 1937 | loss: 0.0310076 | val_loss: 0.0312361 | Time: 65456 ms [2022-01-08 05:02:05 main:574] : INFO : Epoch 1938 | loss: 0.0309951 | val_loss: 0.0312409 | Time: 35759.9 ms [2022-01-08 05:03:07 main:574] : INFO : Epoch 1939 | loss: 0.0309893 | val_loss: 0.0312407 | Time: 61640.2 ms [2022-01-08 05:04:04 main:574] : INFO : Epoch 1940 | loss: 0.0309925 | val_loss: 0.0312487 | Time: 56119.5 ms [2022-01-08 05:05:01 main:574] : INFO : Epoch 1941 | loss: 0.0309976 | val_loss: 0.0312456 | Time: 55809.9 ms [2022-01-08 05:05:46 main:574] : INFO : Epoch 1942 | loss: 0.0309951 | val_loss: 0.0312197 | Time: 44014 ms [2022-01-08 05:06:52 main:574] : INFO : Epoch 1943 | loss: 0.0309949 | val_loss: 0.0312478 | Time: 65984.3 ms [2022-01-08 05:07:43 main:574] : INFO : Epoch 1944 | loss: 0.0309988 | val_loss: 0.031229 | Time: 51426.5 ms [2022-01-08 05:09:12 main:574] : INFO : Epoch 1945 | loss: 0.0309979 | val_loss: 0.0312459 | Time: 87598.2 ms [2022-01-08 05:10:20 main:574] : INFO : Epoch 1946 | loss: 0.0309964 | val_loss: 0.0312475 | Time: 68118.2 ms [2022-01-08 05:11:14 main:574] : INFO : Epoch 1947 | loss: 0.0309949 | val_loss: 0.0312427 | Time: 53963.8 ms [2022-01-08 05:12:06 main:574] : INFO : Epoch 1948 | loss: 0.0309915 | val_loss: 0.0312508 | Time: 51412.2 ms [2022-01-08 05:13:22 main:574] : INFO : Epoch 1949 | loss: 0.0309918 | val_loss: 0.0312364 | Time: 75678.5 ms [2022-01-08 05:14:12 main:574] : INFO : Epoch 1950 | loss: 0.0309941 | val_loss: 0.0312518 | Time: 49083.9 ms [2022-01-08 05:15:00 main:574] : INFO : Epoch 1951 | loss: 0.0309923 | val_loss: 0.0312397 | Time: 47868.9 ms [2022-01-08 05:16:05 main:574] : INFO : Epoch 1952 | loss: 0.0309917 | val_loss: 0.0312379 | Time: 63362.4 ms [2022-01-08 05:17:06 main:574] : INFO : Epoch 1953 | loss: 0.0309949 | val_loss: 0.0312612 | Time: 60594.4 ms [2022-01-08 05:18:21 main:574] : INFO : Epoch 1954 | loss: 0.0309955 | val_loss: 0.0312456 | Time: 73811.9 ms [2022-01-08 05:19:29 main:574] : INFO : Epoch 1955 | loss: 0.0309977 | val_loss: 0.0312469 | Time: 67257.5 ms [2022-01-08 05:20:09 main:574] : INFO : Epoch 1956 | loss: 0.031003 | val_loss: 0.0312625 | Time: 39835.2 ms [2022-01-08 05:21:42 main:574] : INFO : Epoch 1957 | loss: 0.0309944 | val_loss: 0.0312386 | Time: 92102 ms [2022-01-08 05:22:40 main:574] : INFO : Epoch 1958 | loss: 0.0309933 | val_loss: 0.0312533 | Time: 55674.9 ms [2022-01-08 05:25:11 main:574] : INFO : Epoch 1959 | loss: 0.0309949 | val_loss: 0.0312356 | Time: 151239 ms [2022-01-08 05:25:56 main:574] : INFO : Epoch 1960 | loss: 0.0310006 | val_loss: 0.0312332 | Time: 41675.6 ms [2022-01-08 05:26:50 main:574] : INFO : Epoch 1961 | loss: 0.0309954 | val_loss: 0.0312558 | Time: 53512.9 ms [2022-01-08 05:27:39 main:574] : INFO : Epoch 1962 | loss: 0.0309891 | val_loss: 0.0312451 | Time: 48422 ms [2022-01-08 05:28:43 main:574] : INFO : Epoch 1963 | loss: 0.0309896 | val_loss: 0.0312386 | Time: 64490.3 ms [2022-01-08 05:29:36 main:574] : INFO : Epoch 1964 | loss: 0.0309983 | val_loss: 0.0312603 | Time: 51736 ms [2022-01-08 05:30:33 main:574] : INFO : Epoch 1965 | loss: 0.030993 | val_loss: 0.0312351 | Time: 57017.1 ms [2022-01-08 05:31:29 main:574] : INFO : Epoch 1966 | loss: 0.0309872 | val_loss: 0.0312593 | Time: 55495.9 ms [2022-01-08 05:32:36 main:574] : INFO : Epoch 1967 | loss: 0.0309884 | val_loss: 0.0312249 | Time: 67137.3 ms [2022-01-08 05:33:22 main:574] : INFO : Epoch 1968 | loss: 0.0310184 | val_loss: 0.031241 | Time: 43514.1 ms [2022-01-08 05:34:05 main:574] : INFO : Epoch 1969 | loss: 0.0310183 | val_loss: 0.0312183 | Time: 42603.2 ms [2022-01-08 05:34:59 main:574] : INFO : Epoch 1970 | loss: 0.0310156 | val_loss: 0.0312353 | Time: 53726.9 ms [2022-01-08 05:36:01 main:574] : INFO : Epoch 1971 | loss: 0.0310025 | val_loss: 0.0312337 | Time: 62520.8 ms [2022-01-08 05:37:09 main:574] : INFO : Epoch 1972 | loss: 0.0309933 | val_loss: 0.0312416 | Time: 65982.3 ms [2022-01-08 05:37:49 main:574] : INFO : Epoch 1973 | loss: 0.0309865 | val_loss: 0.0312361 | Time: 40604.3 ms [2022-01-08 05:39:18 main:574] : INFO : Epoch 1974 | loss: 0.0309878 | val_loss: 0.0312283 | Time: 88021 ms [2022-01-08 05:40:06 main:574] : INFO : Epoch 1975 | loss: 0.0310027 | val_loss: 0.0312417 | Time: 46005.9 ms [2022-01-08 05:41:08 main:574] : INFO : Epoch 1976 | loss: 0.0310044 | val_loss: 0.0312443 | Time: 61483.4 ms [2022-01-08 05:42:00 main:574] : INFO : Epoch 1977 | loss: 0.0309988 | val_loss: 0.0312471 | Time: 52766.7 ms [2022-01-08 05:43:12 main:574] : INFO : Epoch 1978 | loss: 0.0309932 | val_loss: 0.031244 | Time: 70979.2 ms [2022-01-08 05:43:52 main:574] : INFO : Epoch 1979 | loss: 0.0309856 | val_loss: 0.0312402 | Time: 40094.3 ms [2022-01-08 05:45:03 main:574] : INFO : Epoch 1980 | loss: 0.0310463 | val_loss: 0.0312248 | Time: 68580.5 ms [2022-01-08 05:46:13 main:574] : INFO : Epoch 1981 | loss: 0.0310356 | val_loss: 0.0312139 | Time: 70341.5 ms [2022-01-08 05:47:06 main:574] : INFO : Epoch 1982 | loss: 0.031016 | val_loss: 0.0312214 | Time: 52145.3 ms [2022-01-08 05:47:48 main:574] : INFO : Epoch 1983 | loss: 0.0310111 | val_loss: 0.0312301 | Time: 42587.3 ms [2022-01-08 05:48:47 main:574] : INFO : Epoch 1984 | loss: 0.0310356 | val_loss: 0.0312284 | Time: 57160.2 ms [2022-01-08 05:49:38 main:574] : INFO : Epoch 1985 | loss: 0.0310218 | val_loss: 0.0312304 | Time: 51126.8 ms [2022-01-08 05:50:37 main:574] : INFO : Epoch 1986 | loss: 0.0310057 | val_loss: 0.0312422 | Time: 58986 ms [2022-01-08 05:51:44 main:574] : INFO : Epoch 1987 | loss: 0.0309999 | val_loss: 0.0312554 | Time: 66860.3 ms [2022-01-08 05:52:43 main:574] : INFO : Epoch 1988 | loss: 0.0309976 | val_loss: 0.0312307 | Time: 57451.3 ms [2022-01-08 05:53:48 main:574] : INFO : Epoch 1989 | loss: 0.0310018 | val_loss: 0.0312436 | Time: 65184 ms [2022-01-08 05:54:41 main:574] : INFO : Epoch 1990 | loss: 0.0309945 | val_loss: 0.0312215 | Time: 52527.1 ms [2022-01-08 05:55:46 main:574] : INFO : Epoch 1991 | loss: 0.0309932 | val_loss: 0.0312357 | Time: 64190.2 ms [2022-01-08 05:56:52 main:574] : INFO : Epoch 1992 | loss: 0.0309935 | val_loss: 0.0312369 | Time: 64654.8 ms [2022-01-08 05:58:05 main:574] : INFO : Epoch 1993 | loss: 0.0309908 | val_loss: 0.0312287 | Time: 71721.9 ms [2022-01-08 05:59:25 main:574] : INFO : Epoch 1994 | loss: 0.030997 | val_loss: 0.0312103 | Time: 79666.8 ms [2022-01-08 06:00:28 main:574] : INFO : Epoch 1995 | loss: 0.0310077 | val_loss: 0.0312223 | Time: 62704.1 ms [2022-01-08 06:01:21 main:574] : INFO : Epoch 1996 | loss: 0.0310089 | val_loss: 0.0312259 | Time: 52857 ms [2022-01-08 06:02:33 main:574] : INFO : Epoch 1997 | loss: 0.0309995 | val_loss: 0.0312408 | Time: 72302.3 ms [2022-01-08 06:03:15 main:574] : INFO : Epoch 1998 | loss: 0.0309895 | val_loss: 0.0312481 | Time: 40685.5 ms [2022-01-08 06:04:13 main:574] : INFO : Epoch 1999 | loss: 0.0310012 | val_loss: 0.0312332 | Time: 57464.3 ms [2022-01-08 06:05:04 main:574] : INFO : Epoch 2000 | loss: 0.0310205 | val_loss: 0.0312238 | Time: 51262.9 ms [2022-01-08 06:06:04 main:574] : INFO : Epoch 2001 | loss: 0.0310072 | val_loss: 0.0312443 | Time: 59556.4 ms [2022-01-08 06:07:08 main:574] : INFO : Epoch 2002 | loss: 0.0309991 | val_loss: 0.0312397 | Time: 64506.5 ms [2022-01-08 06:07:47 main:574] : INFO : Epoch 2003 | loss: 0.0309949 | val_loss: 0.0312301 | Time: 36234.1 ms [2022-01-08 06:08:54 main:574] : INFO : Epoch 2004 | loss: 0.0310528 | val_loss: 0.0311968 | Time: 66960.2 ms [2022-01-08 06:09:55 main:574] : INFO : Epoch 2005 | loss: 0.0311107 | val_loss: 0.0312009 | Time: 61392 ms [2022-01-08 06:10:34 main:574] : INFO : Epoch 2006 | loss: 0.0310723 | val_loss: 0.0312186 | Time: 39206 ms [2022-01-08 06:11:48 main:574] : INFO : Epoch 2007 | loss: 0.0310411 | val_loss: 0.0312129 | Time: 73084.6 ms [2022-01-08 06:12:32 main:574] : INFO : Epoch 2008 | loss: 0.0310207 | val_loss: 0.0312348 | Time: 43589.8 ms [2022-01-08 06:13:52 main:574] : INFO : Epoch 2009 | loss: 0.0310048 | val_loss: 0.0312266 | Time: 79416.6 ms [2022-01-08 06:14:27 main:574] : INFO : Epoch 2010 | loss: 0.0309998 | val_loss: 0.0312485 | Time: 34807.5 ms [2022-01-08 06:15:38 main:574] : INFO : Epoch 2011 | loss: 0.0310034 | val_loss: 0.0312413 | Time: 70310.5 ms [2022-01-08 06:16:10 main:574] : INFO : Epoch 2012 | loss: 0.0310013 | val_loss: 0.0312404 | Time: 31564 ms [2022-01-08 06:17:28 main:574] : INFO : Epoch 2013 | loss: 0.0309918 | val_loss: 0.0312519 | Time: 78412.2 ms [2022-01-08 06:18:47 main:574] : INFO : Epoch 2014 | loss: 0.0309921 | val_loss: 0.03126 | Time: 78247.1 ms [2022-01-08 06:19:35 main:574] : INFO : Epoch 2015 | loss: 0.0310522 | val_loss: 0.0312207 | Time: 47469.1 ms [2022-01-08 06:20:19 main:574] : INFO : Epoch 2016 | loss: 0.0310375 | val_loss: 0.0312304 | Time: 43110.3 ms [2022-01-08 06:21:18 main:574] : INFO : Epoch 2017 | loss: 0.0310087 | val_loss: 0.0312261 | Time: 58929 ms [2022-01-08 06:22:07 main:574] : INFO : Epoch 2018 | loss: 0.0310014 | val_loss: 0.0312372 | Time: 49249.7 ms [2022-01-08 06:22:56 main:574] : INFO : Epoch 2019 | loss: 0.0310037 | val_loss: 0.0312219 | Time: 47899.1 ms [2022-01-08 06:23:43 main:574] : INFO : Epoch 2020 | loss: 0.0310066 | val_loss: 0.0312195 | Time: 47229 ms [2022-01-08 06:24:41 main:574] : INFO : Epoch 2021 | loss: 0.0310011 | val_loss: 0.0312406 | Time: 56821.8 ms [2022-01-08 06:26:14 main:574] : INFO : Epoch 2022 | loss: 0.0309959 | val_loss: 0.0312289 | Time: 93340.5 ms [2022-01-08 06:26:49 main:574] : INFO : Epoch 2023 | loss: 0.0309946 | val_loss: 0.0312517 | Time: 31557.6 ms [2022-01-08 06:27:49 main:574] : INFO : Epoch 2024 | loss: 0.0309876 | val_loss: 0.0312605 | Time: 60102.4 ms [2022-01-08 06:28:41 main:574] : INFO : Epoch 2025 | loss: 0.0309828 | val_loss: 0.0312482 | Time: 52164.6 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 950M) [2022-01-09 02:25:49 main:435] : INFO : Set logging level to 1 [2022-01-09 02:25:49 main:441] : INFO : Running in BOINC Client mode [2022-01-09 02:25:49 main:444] : INFO : Resolving all filenames [2022-01-09 02:25:49 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-01-09 02:25:50 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-01-09 02:25:50 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-01-09 02:25:50 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-01-09 02:25:50 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-01-09 02:25:50 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-01-09 02:25:50 main:474] : INFO : Configuration: [2022-01-09 02:25:50 main:475] : INFO : Model type: GRU [2022-01-09 02:25:50 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-01-09 02:25:51 main:477] : INFO : Max Epochs: 2048 [2022-01-09 02:25:51 main:478] : INFO : Batch Size: 128 [2022-01-09 02:25:51 main:479] : INFO : Learning Rate: 0.01 [2022-01-09 02:25:51 main:480] : INFO : Patience: 10 [2022-01-09 02:25:51 main:481] : INFO : Hidden Width: 12 [2022-01-09 02:25:51 main:482] : INFO : # Recurrent Layers: 4 [2022-01-09 02:25:51 main:483] : INFO : # Backend Layers: 4 [2022-01-09 02:25:51 main:484] : INFO : # Threads: 1 [2022-01-09 02:25:51 main:486] : INFO : Preparing Dataset [2022-01-09 02:25:52 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-01-09 02:26:12 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-01-09 02:29:45 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-01-09 02:29:45 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-01-09 02:29:49 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-01-09 02:29:55 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-01-09 02:29:56 main:494] : INFO : Creating Model [2022-01-09 02:29:56 main:507] : INFO : Preparing config file [2022-01-09 02:29:56 main:511] : INFO : Found checkpoint, attempting to load... [2022-01-09 02:29:56 main:512] : INFO : Loading config [2022-01-09 02:29:56 main:514] : INFO : Loading state [2022-01-09 02:32:11 main:559] : INFO : Loading DataLoader into Memory [2022-01-09 02:32:18 main:562] : INFO : Starting Training [2022-01-09 02:35:47 main:574] : INFO : Epoch 2023 | loss: 0.0310559 | val_loss: 0.0312275 | Time: 208477 ms [2022-01-09 02:38:25 main:574] : INFO : Epoch 2024 | loss: 0.0310144 | val_loss: 0.0312298 | Time: 149501 ms [2022-01-09 02:40:08 main:574] : INFO : Epoch 2025 | loss: 0.0310012 | val_loss: 0.0312532 | Time: 102737 ms [2022-01-09 02:41:33 main:574] : INFO : Epoch 2026 | loss: 0.0309935 | val_loss: 0.0312345 | Time: 80183.8 ms [2022-01-09 02:43:37 main:574] : INFO : Epoch 2027 | loss: 0.0310066 | val_loss: 0.0312501 | Time: 124347 ms [2022-01-09 02:45:21 main:574] : INFO : Epoch 2028 | loss: 0.0310054 | val_loss: 0.031233 | Time: 102705 ms [2022-01-09 02:46:49 main:574] : INFO : Epoch 2029 | loss: 0.0309987 | val_loss: 0.0312574 | Time: 87648.9 ms [2022-01-09 02:48:41 main:574] : INFO : Epoch 2030 | loss: 0.0309976 | val_loss: 0.0312331 | Time: 112148 ms [2022-01-09 02:50:34 main:574] : INFO : Epoch 2031 | loss: 0.0310025 | val_loss: 0.0312177 | Time: 107412 ms [2022-01-09 02:52:05 main:574] : INFO : Epoch 2032 | loss: 0.0309938 | val_loss: 0.0312429 | Time: 90844.4 ms [2022-01-09 02:53:51 main:574] : INFO : Epoch 2033 | loss: 0.0309932 | val_loss: 0.0312474 | Time: 97282.9 ms [2022-01-09 02:55:42 main:574] : INFO : Epoch 2034 | loss: 0.0309928 | val_loss: 0.0312512 | Time: 109598 ms [2022-01-09 02:57:13 main:574] : INFO : Epoch 2035 | loss: 0.0309942 | val_loss: 0.03123 | Time: 87256 ms [2022-01-09 02:59:03 main:574] : INFO : Epoch 2036 | loss: 0.0310118 | val_loss: 0.0312402 | Time: 109370 ms [2022-01-09 03:00:38 main:574] : INFO : Epoch 2037 | loss: 0.0310431 | val_loss: 0.0312216 | Time: 95295.8 ms [2022-01-09 03:02:23 main:574] : INFO : Epoch 2038 | loss: 0.0310309 | val_loss: 0.0312095 | Time: 99928.6 ms [2022-01-09 03:04:20 main:574] : INFO : Epoch 2039 | loss: 0.0310226 | val_loss: 0.0312235 | Time: 116596 ms [2022-01-09 03:05:38 main:574] : INFO : Epoch 2040 | loss: 0.0310011 | val_loss: 0.0312417 | Time: 76974.7 ms [2022-01-09 03:07:08 main:574] : INFO : Epoch 2041 | loss: 0.0309914 | val_loss: 0.0312383 | Time: 90790.3 ms [2022-01-09 03:08:47 main:574] : INFO : Epoch 2042 | loss: 0.0309915 | val_loss: 0.0312388 | Time: 97783.2 ms [2022-01-09 03:10:25 main:574] : INFO : Epoch 2043 | loss: 0.0309957 | val_loss: 0.0312477 | Time: 94584.5 ms [2022-01-09 03:11:50 main:574] : INFO : Epoch 2044 | loss: 0.0310053 | val_loss: 0.0312329 | Time: 84225.1 ms [2022-01-09 03:13:36 main:574] : INFO : Epoch 2045 | loss: 0.0310022 | val_loss: 0.0312382 | Time: 106125 ms [2022-01-09 03:15:20 main:574] : INFO : Epoch 2046 | loss: 0.0309965 | val_loss: 0.0312279 | Time: 99027.6 ms [2022-01-09 03:16:44 main:574] : INFO : Epoch 2047 | loss: 0.030995 | val_loss: 0.0312426 | Time: 83203.2 ms [2022-01-09 03:18:09 main:574] : INFO : Epoch 2048 | loss: 0.0309877 | val_loss: 0.0312303 | Time: 85201.6 ms [2022-01-09 03:18:13 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312303 [2022-01-09 03:18:14 main:603] : INFO : Saving end state to config to file [2022-01-09 03:18:14 main:608] : INFO : Success, exiting.. 03:18:14 (21220): called boinc_finish(0) </stderr_txt> ]]>
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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)