Task 10216581
| Name | ParityModified-1639947860-6133-1-0_0 |
| Workunit | 7579976 |
| Created | 26 Dec 2021, 22:17:44 UTC |
| Sent | 12 Jan 2022, 16:25:42 UTC |
| Report deadline | 20 Jan 2022, 16:25:42 UTC |
| Received | 14 Jan 2022, 2:25:00 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 17991 |
| Run time | 4 hours 56 min 48 sec |
| CPU time | 4 hours 28 min 1 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,458.46 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.09 GB |
| Peak swap size | 4.32 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
main:574] : INFO : Epoch 1572 | loss: 0.0309598 | val_loss: 0.0314083 | Time: 7648.12 ms
[2022-01-13 14:59:15 main:574] : INFO : Epoch 1573 | loss: 0.0309652 | val_loss: 0.0313236 | Time: 8374.28 ms
[2022-01-13 14:59:23 main:574] : INFO : Epoch 1574 | loss: 0.0309614 | val_loss: 0.0313491 | Time: 7760.63 ms
[2022-01-13 14:59:31 main:574] : INFO : Epoch 1575 | loss: 0.0309621 | val_loss: 0.0313434 | Time: 8170.41 ms
[2022-01-13 14:59:39 main:574] : INFO : Epoch 1576 | loss: 0.0309625 | val_loss: 0.0313429 | Time: 8486.33 ms
[2022-01-13 14:59:47 main:574] : INFO : Epoch 1577 | loss: 0.0309548 | val_loss: 0.0313315 | Time: 7611.21 ms
[2022-01-13 14:59:55 main:574] : INFO : Epoch 1578 | loss: 0.0309657 | val_loss: 0.0313529 | Time: 8281.24 ms
[2022-01-13 15:00:03 main:574] : INFO : Epoch 1579 | loss: 0.0309662 | val_loss: 0.031345 | Time: 7843.43 ms
[2022-01-13 15:00:12 main:574] : INFO : Epoch 1580 | loss: 0.0309711 | val_loss: 0.0313674 | Time: 8620.03 ms
[2022-01-13 15:00:20 main:574] : INFO : Epoch 1581 | loss: 0.0309722 | val_loss: 0.0313267 | Time: 8303.57 ms
[2022-01-13 15:00:28 main:574] : INFO : Epoch 1582 | loss: 0.0309677 | val_loss: 0.031349 | Time: 7941.82 ms
[2022-01-13 15:00:36 main:574] : INFO : Epoch 1583 | loss: 0.030961 | val_loss: 0.0313576 | Time: 8545.2 ms
[2022-01-13 15:00:44 main:574] : INFO : Epoch 1584 | loss: 0.0309604 | val_loss: 0.0314101 | Time: 7777.63 ms
[2022-01-13 15:00:53 main:574] : INFO : Epoch 1585 | loss: 0.0309692 | val_loss: 0.0313429 | Time: 8596.86 ms
[2022-01-13 15:01:01 main:574] : INFO : Epoch 1586 | loss: 0.0309776 | val_loss: 0.0313226 | Time: 8042.14 ms
[2022-01-13 15:01:09 main:574] : INFO : Epoch 1587 | loss: 0.0309827 | val_loss: 0.0313356 | Time: 8406.01 ms
[2022-01-13 15:01:18 main:574] : INFO : Epoch 1588 | loss: 0.0309785 | val_loss: 0.0313375 | Time: 8455.96 ms
[2022-01-13 15:01:26 main:574] : INFO : Epoch 1589 | loss: 0.0309624 | val_loss: 0.0313898 | Time: 8099.97 ms
[2022-01-13 15:01:34 main:574] : INFO : Epoch 1590 | loss: 0.030962 | val_loss: 0.0313605 | Time: 8379.64 ms
[2022-01-13 15:01:42 main:574] : INFO : Epoch 1591 | loss: 0.0309615 | val_loss: 0.0313323 | Time: 7639.73 ms
[2022-01-13 15:01:51 main:574] : INFO : Epoch 1592 | loss: 0.0309635 | val_loss: 0.031343 | Time: 8608.89 ms
[2022-01-13 15:01:59 main:574] : INFO : Epoch 1593 | loss: 0.030973 | val_loss: 0.0313464 | Time: 8197.48 ms
[2022-01-13 15:02:07 main:574] : INFO : Epoch 1594 | loss: 0.0309699 | val_loss: 0.0313614 | Time: 7977.35 ms
[2022-01-13 15:02:15 main:574] : INFO : Epoch 1595 | loss: 0.0309672 | val_loss: 0.0313402 | Time: 8625.94 ms
[2022-01-13 15:02:24 main:574] : INFO : Epoch 1596 | loss: 0.0309638 | val_loss: 0.0313761 | Time: 8334.43 ms
[2022-01-13 15:02:32 main:574] : INFO : Epoch 1597 | loss: 0.0309611 | val_loss: 0.0313401 | Time: 8523.04 ms
[2022-01-13 15:02:41 main:574] : INFO : Epoch 1598 | loss: 0.0309585 | val_loss: 0.0313911 | Time: 8335.89 ms
[2022-01-13 15:02:48 main:574] : INFO : Epoch 1599 | loss: 0.030964 | val_loss: 0.0313341 | Time: 7746.6 ms
[2022-01-13 15:02:57 main:574] : INFO : Epoch 1600 | loss: 0.0309676 | val_loss: 0.0313412 | Time: 8394.03 ms
[2022-01-13 15:03:05 main:574] : INFO : Epoch 1601 | loss: 0.0309747 | val_loss: 0.0313974 | Time: 7838.8 ms
[2022-01-13 15:03:13 main:574] : INFO : Epoch 1602 | loss: 0.0309744 | val_loss: 0.0313409 | Time: 8629.94 ms
[2022-01-13 15:03:21 main:574] : INFO : Epoch 1603 | loss: 0.0309658 | val_loss: 0.031312 | Time: 7813.16 ms
[2022-01-13 15:03:30 main:574] : INFO : Epoch 1604 | loss: 0.0309829 | val_loss: 0.0313206 | Time: 8462.43 ms
[2022-01-13 15:03:38 main:574] : INFO : Epoch 1605 | loss: 0.0309668 | val_loss: 0.0313701 | Time: 8759.7 ms
[2022-01-13 15:03:46 main:574] : INFO : Epoch 1606 | loss: 0.0309643 | val_loss: 0.0313544 | Time: 7775.42 ms
[2022-01-13 15:03:55 main:574] : INFO : Epoch 1607 | loss: 0.0309762 | val_loss: 0.0313658 | Time: 8551.33 ms
[2022-01-13 15:04:02 main:574] : INFO : Epoch 1608 | loss: 0.0309698 | val_loss: 0.0313326 | Time: 7552.4 ms
[2022-01-13 15:04:11 main:574] : INFO : Epoch 1609 | loss: 0.0309621 | val_loss: 0.0314021 | Time: 8708.01 ms
[2022-01-13 15:04:19 main:574] : INFO : Epoch 1610 | loss: 0.0309686 | val_loss: 0.0313472 | Time: 8231.26 ms
[2022-01-13 15:04:27 main:574] : INFO : Epoch 1611 | loss: 0.0309657 | val_loss: 0.0313616 | Time: 7882.32 ms
[2022-01-13 15:04:36 main:574] : INFO : Epoch 1612 | loss: 0.0309585 | val_loss: 0.0313764 | Time: 8541.62 ms
[2022-01-13 15:04:43 main:574] : INFO : Epoch 1613 | loss: 0.0309671 | val_loss: 0.0313602 | Time: 7586.47 ms
[2022-01-13 15:04:52 main:574] : INFO : Epoch 1614 | loss: 0.030967 | val_loss: 0.0313405 | Time: 8432.39 ms
[2022-01-13 15:05:00 main:574] : INFO : Epoch 1615 | loss: 0.0309695 | val_loss: 0.031314 | Time: 8418.24 ms
[2022-01-13 15:05:08 main:574] : INFO : Epoch 1616 | loss: 0.0309691 | val_loss: 0.0313633 | Time: 7700.4 ms
[2022-01-13 15:05:16 main:574] : INFO : Epoch 1617 | loss: 0.0309645 | val_loss: 0.031317 | Time: 8324.14 ms
[2022-01-13 15:05:25 main:574] : INFO : Epoch 1618 | loss: 0.0309666 | val_loss: 0.0313364 | Time: 8207.47 ms
[2022-01-13 15:05:33 main:574] : INFO : Epoch 1619 | loss: 0.0309712 | val_loss: 0.0313556 | Time: 8471.1 ms
[2022-01-13 15:05:41 main:574] : INFO : Epoch 1620 | loss: 0.0309663 | val_loss: 0.0313541 | Time: 8142.59 ms
[2022-01-13 15:05:49 main:574] : INFO : Epoch 1621 | loss: 0.0309588 | val_loss: 0.0313192 | Time: 8065.74 ms
[2022-01-13 15:05:58 main:574] : INFO : Epoch 1622 | loss: 0.0309642 | val_loss: 0.0313574 | Time: 8531.4 ms
[2022-01-13 15:06:06 main:574] : INFO : Epoch 1623 | loss: 0.0309697 | val_loss: 0.0313386 | Time: 7883.91 ms
[2022-01-13 15:06:14 main:574] : INFO : Epoch 1624 | loss: 0.0309649 | val_loss: 0.0313202 | Time: 8199.08 ms
[2022-01-13 15:06:22 main:574] : INFO : Epoch 1625 | loss: 0.0309768 | val_loss: 0.0313288 | Time: 8102.07 ms
[2022-01-13 15:06:30 main:574] : INFO : Epoch 1626 | loss: 0.0309775 | val_loss: 0.0313657 | Time: 8354.03 ms
[2022-01-13 15:06:39 main:574] : INFO : Epoch 1627 | loss: 0.0309719 | val_loss: 0.0313767 | Time: 8614.39 ms
[2022-01-13 15:06:47 main:574] : INFO : Epoch 1628 | loss: 0.0309588 | val_loss: 0.0313396 | Time: 7515.59 ms
[2022-01-13 15:06:55 main:574] : INFO : Epoch 1629 | loss: 0.0309571 | val_loss: 0.0313475 | Time: 8705.49 ms
[2022-01-13 15:07:03 main:574] : INFO : Epoch 1630 | loss: 0.0309635 | val_loss: 0.0313563 | Time: 7563.07 ms
[2022-01-13 15:07:12 main:574] : INFO : Epoch 1631 | loss: 0.0309596 | val_loss: 0.0313833 | Time: 8758.57 ms
[2022-01-13 15:07:20 main:574] : INFO : Epoch 1632 | loss: 0.0309618 | val_loss: 0.0313369 | Time: 8349.6 ms
[2022-01-13 15:07:28 main:574] : INFO : Epoch 1633 | loss: 0.0309655 | val_loss: 0.0313372 | Time: 7803.96 ms
[2022-01-13 15:07:36 main:574] : INFO : Epoch 1634 | loss: 0.0309662 | val_loss: 0.0313636 | Time: 8373 ms
[2022-01-13 15:07:44 main:574] : INFO : Epoch 1635 | loss: 0.0309676 | val_loss: 0.0313636 | Time: 7475.78 ms
[2022-01-13 15:07:52 main:574] : INFO : Epoch 1636 | loss: 0.0309737 | val_loss: 0.031291 | Time: 8574.18 ms
[2022-01-13 15:08:01 main:574] : INFO : Epoch 1637 | loss: 0.0309674 | val_loss: 0.0313441 | Time: 8427.71 ms
[2022-01-13 15:08:09 main:574] : INFO : Epoch 1638 | loss: 0.0309674 | val_loss: 0.0313611 | Time: 7904.78 ms
[2022-01-13 15:08:17 main:574] : INFO : Epoch 1639 | loss: 0.0309791 | val_loss: 0.0313495 | Time: 8224.48 ms
[2022-01-13 15:08:25 main:574] : INFO : Epoch 1640 | loss: 0.0309608 | val_loss: 0.0313738 | Time: 7971.95 ms
[2022-01-13 15:08:33 main:574] : INFO : Epoch 1641 | loss: 0.0309613 | val_loss: 0.0313383 | Time: 8282.88 ms
[2022-01-13 15:08:41 main:574] : INFO : Epoch 1642 | loss: 0.0309674 | val_loss: 0.0313041 | Time: 8171.08 ms
[2022-01-13 15:08:49 main:574] : INFO : Epoch 1643 | loss: 0.030969 | val_loss: 0.0313759 | Time: 8017.14 ms
[2022-01-13 15:08:58 main:574] : INFO : Epoch 1644 | loss: 0.0309701 | val_loss: 0.0313453 | Time: 8433.66 ms
[2022-01-13 15:09:05 main:574] : INFO : Epoch 1645 | loss: 0.0309713 | val_loss: 0.0313277 | Time: 7516.57 ms
[2022-01-13 15:09:14 main:574] : INFO : Epoch 1646 | loss: 0.0309617 | val_loss: 0.0313422 | Time: 8416.03 ms
[2022-01-13 15:09:22 main:574] : INFO : Epoch 1647 | loss: 0.030979 | val_loss: 0.0313455 | Time: 7962.99 ms
[2022-01-13 15:09:30 main:574] : INFO : Epoch 1648 | loss: 0.0309782 | val_loss: 0.0313923 | Time: 8429.79 ms
[2022-01-13 15:09:39 main:574] : INFO : Epoch 1649 | loss: 0.0309651 | val_loss: 0.0313434 | Time: 8303.85 ms
[2022-01-13 15:09:46 main:574] : INFO : Epoch 1650 | loss: 0.0309604 | val_loss: 0.0313892 | Time: 7648.7 ms
[2022-01-13 15:09:55 main:574] : INFO : Epoch 1651 | loss: 0.0309598 | val_loss: 0.0313794 | Time: 8389.76 ms
[2022-01-13 15:10:02 main:574] : INFO : Epoch 1652 | loss: 0.0309599 | val_loss: 0.0313273 | Time: 7657.15 ms
[2022-01-13 15:10:11 main:574] : INFO : Epoch 1653 | loss: 0.0309614 | val_loss: 0.0313364 | Time: 8570.64 ms
[2022-01-13 15:10:20 main:574] : INFO : Epoch 1654 | loss: 0.0309654 | val_loss: 0.0313128 | Time: 8715.93 ms
[2022-01-13 15:10:27 main:574] : INFO : Epoch 1655 | loss: 0.0309731 | val_loss: 0.0313432 | Time: 7449.28 ms
[2022-01-13 15:10:36 main:574] : INFO : Epoch 1656 | loss: 0.0309615 | val_loss: 0.0313555 | Time: 8532.17 ms
[2022-01-13 15:10:43 main:574] : INFO : Epoch 1657 | loss: 0.0309677 | val_loss: 0.0313572 | Time: 7777.51 ms
[2022-01-13 15:10:52 main:574] : INFO : Epoch 1658 | loss: 0.0309723 | val_loss: 0.0313824 | Time: 8539.04 ms
[2022-01-13 15:11:00 main:574] : INFO : Epoch 1659 | loss: 0.0309712 | val_loss: 0.0313566 | Time: 8496.72 ms
[2022-01-13 15:11:08 main:574] : INFO : Epoch 1660 | loss: 0.0309711 | val_loss: 0.0313775 | Time: 7822.14 ms
[2022-01-13 15:11:17 main:574] : INFO : Epoch 1661 | loss: 0.0309681 | val_loss: 0.0313145 | Time: 8705.01 ms
[2022-01-13 15:11:25 main:574] : INFO : Epoch 1662 | loss: 0.0309763 | val_loss: 0.0313447 | Time: 7854.56 ms
[2022-01-13 15:11:33 main:574] : INFO : Epoch 1663 | loss: 0.0309839 | val_loss: 0.0313699 | Time: 8470.47 ms
[2022-01-13 15:11:41 main:574] : INFO : Epoch 1664 | loss: 0.0309752 | val_loss: 0.0313765 | Time: 8052.44 ms
[2022-01-13 15:11:49 main:574] : INFO : Epoch 1665 | loss: 0.0309679 | val_loss: 0.0313582 | Time: 7911.26 ms
[2022-01-13 15:11:58 main:574] : INFO : Epoch 1666 | loss: 0.0309596 | val_loss: 0.0313517 | Time: 8225.54 ms
[2022-01-13 15:12:05 main:574] : INFO : Epoch 1667 | loss: 0.0309606 | val_loss: 0.0313616 | Time: 7755.88 ms
[2022-01-13 15:12:14 main:574] : INFO : Epoch 1668 | loss: 0.0309574 | val_loss: 0.0313885 | Time: 8377.97 ms
[2022-01-13 15:12:22 main:574] : INFO : Epoch 1669 | loss: 0.030962 | val_loss: 0.031351 | Time: 7816.89 ms
[2022-01-13 15:12:30 main:574] : INFO : Epoch 1670 | loss: 0.0309595 | val_loss: 0.0313536 | Time: 8188.91 ms
[2022-01-13 15:12:38 main:574] : INFO : Epoch 1671 | loss: 0.0309638 | val_loss: 0.0313793 | Time: 8457.06 ms
[2022-01-13 15:12:46 main:574] : INFO : Epoch 1672 | loss: 0.0309648 | val_loss: 0.0313353 | Time: 7669.21 ms
[2022-01-13 15:12:55 main:574] : INFO : Epoch 1673 | loss: 0.030959 | val_loss: 0.0313661 | Time: 8595.72 ms
[2022-01-13 15:13:02 main:574] : INFO : Epoch 1674 | loss: 0.0309534 | val_loss: 0.0314008 | Time: 7795.67 ms
[2022-01-13 15:13:11 main:574] : INFO : Epoch 1675 | loss: 0.0309647 | val_loss: 0.0313243 | Time: 8713.02 ms
[2022-01-13 15:13:20 main:574] : INFO : Epoch 1676 | loss: 0.0309696 | val_loss: 0.0313181 | Time: 8415.26 ms
[2022-01-13 15:13:27 main:574] : INFO : Epoch 1677 | loss: 0.0309782 | val_loss: 0.0313149 | Time: 7498.18 ms
[2022-01-13 15:13:35 main:574] : INFO : Epoch 1678 | loss: 0.0309733 | val_loss: 0.0313439 | Time: 8247.73 ms
[2022-01-13 15:13:43 main:574] : INFO : Epoch 1679 | loss: 0.0309756 | val_loss: 0.0313137 | Time: 8090.78 ms
[2022-01-13 15:13:52 main:574] : INFO : Epoch 1680 | loss: 0.0309698 | val_loss: 0.0313642 | Time: 8239.39 ms
[2022-01-13 15:14:00 main:574] : INFO : Epoch 1681 | loss: 0.0309658 | val_loss: 0.0313711 | Time: 8287.21 ms
[2022-01-13 15:14:08 main:574] : INFO : Epoch 1682 | loss: 0.0309694 | val_loss: 0.0313244 | Time: 7699.44 ms
[2022-01-13 15:14:16 main:574] : INFO : Epoch 1683 | loss: 0.0309715 | val_loss: 0.0313598 | Time: 8451.48 ms
[2022-01-13 15:14:24 main:574] : INFO : Epoch 1684 | loss: 0.0309762 | val_loss: 0.0313818 | Time: 7872.78 ms
[2022-01-13 15:14:33 main:574] : INFO : Epoch 1685 | loss: 0.0309768 | val_loss: 0.0313851 | Time: 8747.3 ms
[2022-01-13 15:14:41 main:574] : INFO : Epoch 1686 | loss: 0.0309695 | val_loss: 0.03134 | Time: 8137.1 ms
[2022-01-13 15:14:48 main:574] : INFO : Epoch 1687 | loss: 0.0309731 | val_loss: 0.0313231 | Time: 7529.7 ms
[2022-01-13 15:14:57 main:574] : INFO : Epoch 1688 | loss: 0.0309645 | val_loss: 0.0313719 | Time: 8257.17 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1650 SUPER)
[2022-01-13 18:30:03 main:435] : INFO : Set logging level to 1
[2022-01-13 18:30:03 main:441] : INFO : Running in BOINC Client mode
[2022-01-13 18:30:03 main:444] : INFO : Resolving all filenames
[2022-01-13 18:30:03 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-01-13 18:30:03 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1)
[2022-01-13 18:30:03 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-01-13 18:30:03 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-01-13 18:30:03 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-01-13 18:30:03 main:472] : INFO : Dataset filename: dataset.hdf5
[2022-01-13 18:30:03 main:474] : INFO : Configuration:
[2022-01-13 18:30:03 main:475] : INFO : Model type: GRU
[2022-01-13 18:30:03 main:476] : INFO : Validation Loss Threshold: 0.0001
[2022-01-13 18:30:03 main:477] : INFO : Max Epochs: 2048
[2022-01-13 18:30:03 main:478] : INFO : Batch Size: 128
[2022-01-13 18:30:03 main:479] : INFO : Learning Rate: 0.01
[2022-01-13 18:30:03 main:480] : INFO : Patience: 10
[2022-01-13 18:30:03 main:481] : INFO : Hidden Width: 12
[2022-01-13 18:30:03 main:482] : INFO : # Recurrent Layers: 4
[2022-01-13 18:30:03 main:483] : INFO : # Backend Layers: 4
[2022-01-13 18:30:03 main:484] : INFO : # Threads: 1
[2022-01-13 18:30:03 main:486] : INFO : Preparing Dataset
[2022-01-13 18:30:03 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory
[2022-01-13 18:30:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory
[2022-01-13 18:30:07 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory.
[2022-01-13 18:30:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory
[2022-01-13 18:30:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory
[2022-01-13 18:30:07 load:106] : INFO : Successfully loaded dataset of 512 examples into memory.
[2022-01-13 18:30:07 main:494] : INFO : Creating Model
[2022-01-13 18:30:07 main:507] : INFO : Preparing config file
[2022-01-13 18:30:07 main:511] : INFO : Found checkpoint, attempting to load...
[2022-01-13 18:30:07 main:512] : INFO : Loading config
[2022-01-13 18:30:07 main:514] : INFO : Loading state
[2022-01-13 18:30:09 main:559] : INFO : Loading DataLoader into Memory
[2022-01-13 18:30:09 main:562] : INFO : Starting Training
[2022-01-13 18:30:20 main:574] : INFO : Epoch 1684 | loss: 0.0310935 | val_loss: 0.0313344 | Time: 10942.8 ms
[2022-01-13 18:30:31 main:574] : INFO : Epoch 1685 | loss: 0.0310142 | val_loss: 0.031335 | Time: 10738.2 ms
[2022-01-13 18:30:40 main:574] : INFO : Epoch 1686 | loss: 0.0309851 | val_loss: 0.0313456 | Time: 9643.64 ms
[2022-01-13 18:30:51 main:574] : INFO : Epoch 1687 | loss: 0.0309858 | val_loss: 0.031319 | Time: 10171.5 ms
[2022-01-13 18:31:01 main:574] : INFO : Epoch 1688 | loss: 0.03098 | val_loss: 0.0313862 | Time: 10144.1 ms
[2022-01-13 18:31:11 main:574] : INFO : Epoch 1689 | loss: 0.0309766 | val_loss: 0.0313142 | Time: 10495.9 ms
[2022-01-13 18:31:22 main:574] : INFO : Epoch 1690 | loss: 0.030973 | val_loss: 0.0313444 | Time: 10935.2 ms
[2022-01-13 18:31:31 main:574] : INFO : Epoch 1691 | loss: 0.0309721 | val_loss: 0.0313461 | Time: 9225.08 ms
[2022-01-13 18:31:42 main:574] : INFO : Epoch 1692 | loss: 0.0309718 | val_loss: 0.0313225 | Time: 10699.2 ms
[2022-01-13 18:31:52 main:574] : INFO : Epoch 1693 | loss: 0.0309716 | val_loss: 0.0313597 | Time: 9867.71 ms
[2022-01-13 18:32:02 main:574] : INFO : Epoch 1694 | loss: 0.0309691 | val_loss: 0.0313507 | Time: 10399.1 ms
[2022-01-13 18:32:12 main:574] : INFO : Epoch 1695 | loss: 0.03097 | val_loss: 0.0313626 | Time: 9909.98 ms
[2022-01-13 18:32:22 main:574] : INFO : Epoch 1696 | loss: 0.0309606 | val_loss: 0.031371 | Time: 9738.86 ms
[2022-01-13 18:32:33 main:574] : INFO : Epoch 1697 | loss: 0.030966 | val_loss: 0.0312889 | Time: 10428 ms
[2022-01-13 18:32:44 main:574] : INFO : Epoch 1698 | loss: 0.0309771 | val_loss: 0.0313481 | Time: 11478.1 ms
[2022-01-13 18:32:54 main:574] : INFO : Epoch 1699 | loss: 0.0309726 | val_loss: 0.0313493 | Time: 9688.12 ms
[2022-01-13 18:33:04 main:574] : INFO : Epoch 1700 | loss: 0.0309703 | val_loss: 0.0313606 | Time: 10682.7 ms
[2022-01-13 18:33:14 main:574] : INFO : Epoch 1701 | loss: 0.0309945 | val_loss: 0.0313148 | Time: 9622.83 ms
[2022-01-13 18:33:25 main:574] : INFO : Epoch 1702 | loss: 0.030997 | val_loss: 0.0313369 | Time: 10657.7 ms
[2022-01-13 18:33:36 main:574] : INFO : Epoch 1703 | loss: 0.0309732 | val_loss: 0.0313718 | Time: 11450.3 ms
[2022-01-13 18:33:46 main:574] : INFO : Epoch 1704 | loss: 0.0309743 | val_loss: 0.0313677 | Time: 10127.2 ms
[2022-01-13 18:33:56 main:574] : INFO : Epoch 1705 | loss: 0.0309774 | val_loss: 0.0313182 | Time: 10042 ms
[2022-01-13 18:34:09 main:574] : INFO : Epoch 1706 | loss: 0.030976 | val_loss: 0.0313157 | Time: 12143.4 ms
[2022-01-13 18:34:20 main:574] : INFO : Epoch 1707 | loss: 0.0309842 | val_loss: 0.0313772 | Time: 11698.4 ms
[2022-01-13 18:34:33 main:574] : INFO : Epoch 1708 | loss: 0.0309704 | val_loss: 0.0313366 | Time: 12536.9 ms
[2022-01-13 18:34:44 main:574] : INFO : Epoch 1709 | loss: 0.0309603 | val_loss: 0.0313767 | Time: 11035.1 ms
[2022-01-13 18:34:57 main:574] : INFO : Epoch 1710 | loss: 0.0309664 | val_loss: 0.0313049 | Time: 13210.7 ms
[2022-01-13 18:35:08 main:574] : INFO : Epoch 1711 | loss: 0.0309704 | val_loss: 0.0313452 | Time: 10595 ms
[2022-01-13 18:35:18 main:574] : INFO : Epoch 1712 | loss: 0.0309628 | val_loss: 0.0313539 | Time: 10254.3 ms
[2022-01-13 18:35:28 main:574] : INFO : Epoch 1713 | loss: 0.0309644 | val_loss: 0.0313218 | Time: 10284.8 ms
[2022-01-13 18:35:40 main:574] : INFO : Epoch 1714 | loss: 0.0309708 | val_loss: 0.031321 | Time: 11291.8 ms
[2022-01-13 18:35:51 main:574] : INFO : Epoch 1715 | loss: 0.0309712 | val_loss: 0.0313628 | Time: 11661.4 ms
[2022-01-13 18:36:02 main:574] : INFO : Epoch 1716 | loss: 0.0309696 | val_loss: 0.0313463 | Time: 10987.6 ms
[2022-01-13 18:36:13 main:574] : INFO : Epoch 1717 | loss: 0.0309637 | val_loss: 0.0313197 | Time: 10450.3 ms
[2022-01-13 18:36:24 main:574] : INFO : Epoch 1718 | loss: 0.0309683 | val_loss: 0.0313794 | Time: 10859.2 ms
[2022-01-13 18:36:34 main:574] : INFO : Epoch 1719 | loss: 0.0309652 | val_loss: 0.0313865 | Time: 10721.2 ms
[2022-01-13 18:36:47 main:574] : INFO : Epoch 1720 | loss: 0.0309623 | val_loss: 0.0313812 | Time: 12755.7 ms
[2022-01-13 18:36:58 main:574] : INFO : Epoch 1721 | loss: 0.0309786 | val_loss: 0.0313543 | Time: 10297.8 ms
[2022-01-13 18:37:09 main:574] : INFO : Epoch 1722 | loss: 0.0309759 | val_loss: 0.031371 | Time: 11218 ms
[2022-01-13 18:37:18 main:574] : INFO : Epoch 1723 | loss: 0.0309638 | val_loss: 0.0313821 | Time: 9470.07 ms
[2022-01-13 18:37:29 main:574] : INFO : Epoch 1724 | loss: 0.0309603 | val_loss: 0.0313453 | Time: 10335.9 ms
[2022-01-13 18:37:41 main:574] : INFO : Epoch 1725 | loss: 0.0309586 | val_loss: 0.0313654 | Time: 12784.4 ms
[2022-01-13 18:37:54 main:574] : INFO : Epoch 1726 | loss: 0.0309561 | val_loss: 0.0313793 | Time: 12812.8 ms
[2022-01-13 18:38:07 main:574] : INFO : Epoch 1727 | loss: 0.0309759 | val_loss: 0.0313918 | Time: 12657.4 ms
[2022-01-13 18:38:19 main:574] : INFO : Epoch 1728 | loss: 0.0309719 | val_loss: 0.0313639 | Time: 12234.4 ms
[2022-01-13 18:38:31 main:574] : INFO : Epoch 1729 | loss: 0.0309697 | val_loss: 0.0313562 | Time: 12047.8 ms
[2022-01-13 18:38:43 main:574] : INFO : Epoch 1730 | loss: 0.0309684 | val_loss: 0.0313745 | Time: 11783.3 ms
[2022-01-13 18:38:56 main:574] : INFO : Epoch 1731 | loss: 0.0309691 | val_loss: 0.0313456 | Time: 13200.6 ms
[2022-01-13 18:39:09 main:574] : INFO : Epoch 1732 | loss: 0.0309737 | val_loss: 0.0313706 | Time: 12931.8 ms
[2022-01-13 18:39:21 main:574] : INFO : Epoch 1733 | loss: 0.0309654 | val_loss: 0.0313434 | Time: 11321 ms
[2022-01-13 18:39:32 main:574] : INFO : Epoch 1734 | loss: 0.0309692 | val_loss: 0.0313501 | Time: 11254.6 ms
[2022-01-13 18:39:45 main:574] : INFO : Epoch 1735 | loss: 0.030967 | val_loss: 0.0313221 | Time: 12912.8 ms
[2022-01-13 18:39:58 main:574] : INFO : Epoch 1736 | loss: 0.0309749 | val_loss: 0.0313596 | Time: 12961 ms
[2022-01-13 18:40:08 main:574] : INFO : Epoch 1737 | loss: 0.0309627 | val_loss: 0.0313669 | Time: 9875.19 ms
[2022-01-13 18:40:21 main:574] : INFO : Epoch 1738 | loss: 0.0310042 | val_loss: 0.0313964 | Time: 13383.4 ms
[2022-01-13 18:40:34 main:574] : INFO : Epoch 1739 | loss: 0.030981 | val_loss: 0.0313371 | Time: 12562.4 ms
[2022-01-13 18:40:47 main:574] : INFO : Epoch 1740 | loss: 0.030968 | val_loss: 0.0313476 | Time: 13045.6 ms
[2022-01-13 18:41:00 main:574] : INFO : Epoch 1741 | loss: 0.0309609 | val_loss: 0.0313285 | Time: 13191.1 ms
[2022-01-13 18:41:12 main:574] : INFO : Epoch 1742 | loss: 0.030968 | val_loss: 0.0313529 | Time: 12026.2 ms
[2022-01-13 18:41:25 main:574] : INFO : Epoch 1743 | loss: 0.0309612 | val_loss: 0.0313391 | Time: 12559 ms
[2022-01-13 18:41:39 main:574] : INFO : Epoch 1744 | loss: 0.0309589 | val_loss: 0.0313213 | Time: 14253.6 ms
[2022-01-13 18:41:50 main:574] : INFO : Epoch 1745 | loss: 0.0309721 | val_loss: 0.0313777 | Time: 10857.2 ms
[2022-01-13 18:42:02 main:574] : INFO : Epoch 1746 | loss: 0.030982 | val_loss: 0.0313412 | Time: 12328.3 ms
[2022-01-13 18:42:14 main:574] : INFO : Epoch 1747 | loss: 0.030975 | val_loss: 0.0313141 | Time: 11525.9 ms
[2022-01-13 18:42:27 main:574] : INFO : Epoch 1748 | loss: 0.0309625 | val_loss: 0.0313723 | Time: 12897.4 ms
[2022-01-13 18:42:40 main:574] : INFO : Epoch 1749 | loss: 0.0309656 | val_loss: 0.0313682 | Time: 13625.5 ms
[2022-01-13 18:42:52 main:574] : INFO : Epoch 1750 | loss: 0.0309659 | val_loss: 0.0313504 | Time: 11209.6 ms
[2022-01-13 18:43:04 main:574] : INFO : Epoch 1751 | loss: 0.0309598 | val_loss: 0.0313422 | Time: 12824 ms
[2022-01-13 18:43:19 main:574] : INFO : Epoch 1752 | loss: 0.030966 | val_loss: 0.031359 | Time: 14389.1 ms
[2022-01-13 18:43:31 main:574] : INFO : Epoch 1753 | loss: 0.0309552 | val_loss: 0.0313467 | Time: 12378.4 ms
[2022-01-13 18:43:44 main:574] : INFO : Epoch 1754 | loss: 0.0309635 | val_loss: 0.0313251 | Time: 12718.7 ms
[2022-01-13 18:43:57 main:574] : INFO : Epoch 1755 | loss: 0.0309646 | val_loss: 0.0313476 | Time: 12792.5 ms
[2022-01-13 18:44:09 main:574] : INFO : Epoch 1756 | loss: 0.0309601 | val_loss: 0.0313643 | Time: 12253.4 ms
[2022-01-13 18:44:23 main:574] : INFO : Epoch 1757 | loss: 0.030959 | val_loss: 0.0313626 | Time: 13913.2 ms
[2022-01-13 18:44:36 main:574] : INFO : Epoch 1758 | loss: 0.0309674 | val_loss: 0.0313088 | Time: 12755.4 ms
[2022-01-13 18:44:49 main:574] : INFO : Epoch 1759 | loss: 0.0309774 | val_loss: 0.0313142 | Time: 13593.3 ms
[2022-01-13 18:44:59 main:574] : INFO : Epoch 1760 | loss: 0.0309731 | val_loss: 0.0313587 | Time: 9858.64 ms
[2022-01-13 18:45:10 main:574] : INFO : Epoch 1761 | loss: 0.0309739 | val_loss: 0.0313426 | Time: 10859.3 ms
[2022-01-13 18:45:22 main:574] : INFO : Epoch 1762 | loss: 0.0309769 | val_loss: 0.0313636 | Time: 11324.3 ms
[2022-01-13 18:45:30 main:574] : INFO : Epoch 1763 | loss: 0.03097 | val_loss: 0.0313398 | Time: 8253.06 ms
[2022-01-13 18:45:39 main:574] : INFO : Epoch 1764 | loss: 0.0309654 | val_loss: 0.0313356 | Time: 9166.19 ms
[2022-01-13 18:45:48 main:574] : INFO : Epoch 1765 | loss: 0.0309629 | val_loss: 0.0313623 | Time: 8632.16 ms
[2022-01-13 18:45:56 main:574] : INFO : Epoch 1766 | loss: 0.0309594 | val_loss: 0.0313468 | Time: 8755.89 ms
[2022-01-13 18:46:05 main:574] : INFO : Epoch 1767 | loss: 0.0309683 | val_loss: 0.031329 | Time: 8886.42 ms
[2022-01-13 18:46:14 main:574] : INFO : Epoch 1768 | loss: 0.0309608 | val_loss: 0.0313498 | Time: 8499.9 ms
[2022-01-13 18:46:23 main:574] : INFO : Epoch 1769 | loss: 0.0309617 | val_loss: 0.031332 | Time: 8942.56 ms
[2022-01-13 18:46:31 main:574] : INFO : Epoch 1770 | loss: 0.0309666 | val_loss: 0.0313685 | Time: 8154.15 ms
[2022-01-13 18:46:39 main:574] : INFO : Epoch 1771 | loss: 0.0309728 | val_loss: 0.0313928 | Time: 8410.82 ms
[2022-01-13 18:46:48 main:574] : INFO : Epoch 1772 | loss: 0.0309628 | val_loss: 0.0313883 | Time: 8194.47 ms
[2022-01-13 18:46:56 main:574] : INFO : Epoch 1773 | loss: 0.0309645 | val_loss: 0.0313609 | Time: 8600.38 ms
[2022-01-13 18:47:05 main:574] : INFO : Epoch 1774 | loss: 0.0309623 | val_loss: 0.0313385 | Time: 8547.39 ms
[2022-01-13 18:47:13 main:574] : INFO : Epoch 1775 | loss: 0.0309614 | val_loss: 0.0313535 | Time: 7915.7 ms
[2022-01-13 18:47:21 main:574] : INFO : Epoch 1776 | loss: 0.0309682 | val_loss: 0.0313598 | Time: 8519.9 ms
[2022-01-13 18:47:29 main:574] : INFO : Epoch 1777 | loss: 0.0309574 | val_loss: 0.0313373 | Time: 7741.26 ms
[2022-01-13 18:47:37 main:574] : INFO : Epoch 1778 | loss: 0.0309578 | val_loss: 0.0313809 | Time: 8518.08 ms
[2022-01-13 18:47:46 main:574] : INFO : Epoch 1779 | loss: 0.0309638 | val_loss: 0.0313257 | Time: 8496.61 ms
[2022-01-13 18:47:54 main:574] : INFO : Epoch 1780 | loss: 0.0309623 | val_loss: 0.0313628 | Time: 7890.95 ms
[2022-01-13 18:48:02 main:574] : INFO : Epoch 1781 | loss: 0.030976 | val_loss: 0.0313702 | Time: 8421.89 ms
[2022-01-13 18:48:10 main:574] : INFO : Epoch 1782 | loss: 0.0309738 | val_loss: 0.0313583 | Time: 8111.18 ms
[2022-01-13 18:48:19 main:574] : INFO : Epoch 1783 | loss: 0.0309679 | val_loss: 0.0313355 | Time: 8748.27 ms
[2022-01-13 18:48:28 main:574] : INFO : Epoch 1784 | loss: 0.0309636 | val_loss: 0.0313653 | Time: 8415.59 ms
[2022-01-13 18:48:36 main:574] : INFO : Epoch 1785 | loss: 0.0309744 | val_loss: 0.0313425 | Time: 8216.61 ms
[2022-01-13 18:48:44 main:574] : INFO : Epoch 1786 | loss: 0.0309783 | val_loss: 0.0313743 | Time: 8545.09 ms
[2022-01-13 18:48:53 main:574] : INFO : Epoch 1787 | loss: 0.0309665 | val_loss: 0.0313651 | Time: 8076.14 ms
[2022-01-13 18:49:01 main:574] : INFO : Epoch 1788 | loss: 0.0309657 | val_loss: 0.0313525 | Time: 8727.3 ms
[2022-01-13 18:49:09 main:574] : INFO : Epoch 1789 | loss: 0.0309701 | val_loss: 0.031342 | Time: 7942.91 ms
[2022-01-13 18:49:18 main:574] : INFO : Epoch 1790 | loss: 0.0309588 | val_loss: 0.0313454 | Time: 8578.67 ms
[2022-01-13 18:49:26 main:574] : INFO : Epoch 1791 | loss: 0.030954 | val_loss: 0.0313788 | Time: 8454.7 ms
[2022-01-13 18:49:34 main:574] : INFO : Epoch 1792 | loss: 0.0309765 | val_loss: 0.0313282 | Time: 7813.55 ms
[2022-01-13 18:49:42 main:574] : INFO : Epoch 1793 | loss: 0.0309721 | val_loss: 0.0313089 | Time: 8273.76 ms
[2022-01-13 18:49:50 main:574] : INFO : Epoch 1794 | loss: 0.0309673 | val_loss: 0.0313416 | Time: 8023.43 ms
[2022-01-13 18:49:59 main:574] : INFO : Epoch 1795 | loss: 0.0309742 | val_loss: 0.031332 | Time: 8829.78 ms
[2022-01-13 18:50:08 main:574] : INFO : Epoch 1796 | loss: 0.0309718 | val_loss: 0.0313476 | Time: 8472.9 ms
[2022-01-13 18:50:16 main:574] : INFO : Epoch 1797 | loss: 0.0309637 | val_loss: 0.0313954 | Time: 8384.82 ms
[2022-01-13 18:50:25 main:574] : INFO : Epoch 1798 | loss: 0.0309671 | val_loss: 0.0313467 | Time: 8341.43 ms
[2022-01-13 18:50:33 main:574] : INFO : Epoch 1799 | loss: 0.0309653 | val_loss: 0.0313178 | Time: 8172.65 ms
[2022-01-13 18:50:41 main:574] : INFO : Epoch 1800 | loss: 0.0309595 | val_loss: 0.0313635 | Time: 8665.39 ms
[2022-01-13 18:50:49 main:574] : INFO : Epoch 1801 | loss: 0.0309659 | val_loss: 0.0313358 | Time: 7956.31 ms
[2022-01-13 18:50:58 main:574] : INFO : Epoch 1802 | loss: 0.0309658 | val_loss: 0.031346 | Time: 8960.8 ms
[2022-01-13 18:51:07 main:574] : INFO : Epoch 1803 | loss: 0.0309658 | val_loss: 0.0313567 | Time: 8583.36 ms
[2022-01-13 18:51:15 main:574] : INFO : Epoch 1804 | loss: 0.0309779 | val_loss: 0.0313709 | Time: 7869.38 ms
[2022-01-13 18:51:23 main:574] : INFO : Epoch 1805 | loss: 0.0310069 | val_loss: 0.0313757 | Time: 8595.42 ms
[2022-01-13 18:51:32 main:574] : INFO : Epoch 1806 | loss: 0.0309756 | val_loss: 0.031352 | Time: 8053.82 ms
[2022-01-13 18:51:40 main:574] : INFO : Epoch 1807 | loss: 0.0309628 | val_loss: 0.0313947 | Time: 8366.82 ms
[2022-01-13 18:51:48 main:574] : INFO : Epoch 1808 | loss: 0.0309687 | val_loss: 0.0313005 | Time: 8162.79 ms
[2022-01-13 18:51:56 main:574] : INFO : Epoch 1809 | loss: 0.0309662 | val_loss: 0.0313128 | Time: 8299.74 ms
[2022-01-13 18:52:05 main:574] : INFO : Epoch 1810 | loss: 0.0309788 | val_loss: 0.0313166 | Time: 8544.74 ms
[2022-01-13 18:52:13 main:574] : INFO : Epoch 1811 | loss: 0.0310128 | val_loss: 0.0312867 | Time: 8386.23 ms
[2022-01-13 18:52:22 main:574] : INFO : Epoch 1812 | loss: 0.0309808 | val_loss: 0.0313719 | Time: 8514.23 ms
[2022-01-13 18:52:30 main:574] : INFO : Epoch 1813 | loss: 0.0309603 | val_loss: 0.0313731 | Time: 7829.87 ms
[2022-01-13 18:52:38 main:574] : INFO : Epoch 1814 | loss: 0.0309513 | val_loss: 0.0313702 | Time: 8120.73 ms
[2022-01-13 18:52:46 main:574] : INFO : Epoch 1815 | loss: 0.0309531 | val_loss: 0.0313621 | Time: 8433.11 ms
[2022-01-13 18:52:54 main:574] : INFO : Epoch 1816 | loss: 0.0309771 | val_loss: 0.031339 | Time: 7823.05 ms
[2022-01-13 18:53:03 main:574] : INFO : Epoch 1817 | loss: 0.0309687 | val_loss: 0.0313195 | Time: 8538.44 ms
[2022-01-13 18:53:11 main:574] : INFO : Epoch 1818 | loss: 0.0309616 | val_loss: 0.031401 | Time: 8607.24 ms
[2022-01-13 18:53:20 main:574] : INFO : Epoch 1819 | loss: 0.0309669 | val_loss: 0.0313773 | Time: 8761.52 ms
[2022-01-13 18:53:28 main:574] : INFO : Epoch 1820 | loss: 0.0309617 | val_loss: 0.0313246 | Time: 8171.66 ms
[2022-01-13 18:53:36 main:574] : INFO : Epoch 1821 | loss: 0.0309587 | val_loss: 0.0313672 | Time: 7951.83 ms
[2022-01-13 18:53:45 main:574] : INFO : Epoch 1822 | loss: 0.0309654 | val_loss: 0.031344 | Time: 8446.63 ms
[2022-01-13 18:53:52 main:574] : INFO : Epoch 1823 | loss: 0.0309728 | val_loss: 0.0313582 | Time: 7750.58 ms
[2022-01-13 18:54:01 main:574] : INFO : Epoch 1824 | loss: 0.0309639 | val_loss: 0.0313818 | Time: 8327.96 ms
[2022-01-13 18:54:09 main:574] : INFO : Epoch 1825 | loss: 0.0309605 | val_loss: 0.0313466 | Time: 7902.11 ms
[2022-01-13 18:54:17 main:574] : INFO : Epoch 1826 | loss: 0.0309685 | val_loss: 0.0313532 | Time: 8390.77 ms
[2022-01-13 18:54:26 main:574] : INFO : Epoch 1827 | loss: 0.0309713 | val_loss: 0.0313156 | Time: 8439.48 ms
[2022-01-13 18:54:33 main:574] : INFO : Epoch 1828 | loss: 0.0309737 | val_loss: 0.0313596 | Time: 7806.93 ms
[2022-01-13 18:54:42 main:574] : INFO : Epoch 1829 | loss: 0.0309597 | val_loss: 0.0313445 | Time: 8300.42 ms
[2022-01-13 18:54:49 main:574] : INFO : Epoch 1830 | loss: 0.0309592 | val_loss: 0.0313514 | Time: 7467.36 ms
[2022-01-13 18:54:57 main:574] : INFO : Epoch 1831 | loss: 0.0309788 | val_loss: 0.0313143 | Time: 8206.61 ms
[2022-01-13 18:55:06 main:574] : INFO : Epoch 1832 | loss: 0.0309737 | val_loss: 0.0313642 | Time: 8358.71 ms
[2022-01-13 18:55:14 main:574] : INFO : Epoch 1833 | loss: 0.0309731 | val_loss: 0.0313089 | Time: 7764.39 ms
[2022-01-13 18:55:22 main:574] : INFO : Epoch 1834 | loss: 0.0309696 | val_loss: 0.0313679 | Time: 8297.73 ms
[2022-01-13 18:55:30 main:574] : INFO : Epoch 1835 | loss: 0.0309667 | val_loss: 0.0313613 | Time: 7776.42 ms
[2022-01-13 18:55:38 main:574] : INFO : Epoch 1836 | loss: 0.030971 | val_loss: 0.0313759 | Time: 8142.86 ms
[2022-01-13 18:55:46 main:574] : INFO : Epoch 1837 | loss: 0.0309611 | val_loss: 0.0313797 | Time: 8263.3 ms
[2022-01-13 18:55:54 main:574] : INFO : Epoch 1838 | loss: 0.030957 | val_loss: 0.0313385 | Time: 7947.31 ms
[2022-01-13 18:56:03 main:574] : INFO : Epoch 1839 | loss: 0.0309686 | val_loss: 0.0314684 | Time: 8485.11 ms
[2022-01-13 18:56:10 main:574] : INFO : Epoch 1840 | loss: 0.0311368 | val_loss: 0.0312251 | Time: 7525.55 ms
[2022-01-13 18:56:19 main:574] : INFO : Epoch 1841 | loss: 0.0311326 | val_loss: 0.0312184 | Time: 8488.27 ms
[2022-01-13 18:56:27 main:574] : INFO : Epoch 1842 | loss: 0.0310926 | val_loss: 0.0312332 | Time: 8489.47 ms
[2022-01-13 18:56:35 main:574] : INFO : Epoch 1843 | loss: 0.0310502 | val_loss: 0.0313063 | Time: 7979.61 ms
[2022-01-13 18:56:43 main:574] : INFO : Epoch 1844 | loss: 0.0310014 | val_loss: 0.0313385 | Time: 8179.59 ms
[2022-01-13 18:56:51 main:574] : INFO : Epoch 1845 | loss: 0.0309792 | val_loss: 0.0313582 | Time: 7925.05 ms
[2022-01-13 18:57:00 main:574] : INFO : Epoch 1846 | loss: 0.0309652 | val_loss: 0.031364 | Time: 8450.24 ms
[2022-01-13 18:57:08 main:574] : INFO : Epoch 1847 | loss: 0.0309711 | val_loss: 0.0313226 | Time: 8197.83 ms
[2022-01-13 18:57:16 main:574] : INFO : Epoch 1848 | loss: 0.0309744 | val_loss: 0.0313867 | Time: 7706.02 ms
[2022-01-13 18:57:24 main:574] : INFO : Epoch 1849 | loss: 0.0309663 | val_loss: 0.03133 | Time: 8430.65 ms
[2022-01-13 18:57:32 main:574] : INFO : Epoch 1850 | loss: 0.0309695 | val_loss: 0.0313565 | Time: 7516.84 ms
[2022-01-13 18:57:40 main:574] : INFO : Epoch 1851 | loss: 0.0309659 | val_loss: 0.0313841 | Time: 8618.83 ms
[2022-01-13 18:57:49 main:574] : INFO : Epoch 1852 | loss: 0.0309653 | val_loss: 0.0313439 | Time: 8549.87 ms
[2022-01-13 18:57:57 main:574] : INFO : Epoch 1853 | loss: 0.0309563 | val_loss: 0.0313441 | Time: 8516.19 ms
[2022-01-13 18:58:06 main:574] : INFO : Epoch 1854 | loss: 0.0309638 | val_loss: 0.0313597 | Time: 8678.66 ms
[2022-01-13 18:58:14 main:574] : INFO : Epoch 1855 | loss: 0.0309638 | val_loss: 0.0313485 | Time: 7695.12 ms
[2022-01-13 18:58:22 main:574] : INFO : Epoch 1856 | loss: 0.0309687 | val_loss: 0.0313819 | Time: 8580.81 ms
[2022-01-13 18:58:30 main:574] : INFO : Epoch 1857 | loss: 0.0309642 | val_loss: 0.0313579 | Time: 7770.02 ms
[2022-01-13 18:58:39 main:574] : INFO : Epoch 1858 | loss: 0.0309616 | val_loss: 0.0313633 | Time: 8525.34 ms
[2022-01-13 18:58:47 main:574] : INFO : Epoch 1859 | loss: 0.0309653 | val_loss: 0.0313492 | Time: 8284.65 ms
[2022-01-13 18:58:55 main:574] : INFO : Epoch 1860 | loss: 0.0309625 | val_loss: 0.0313806 | Time: 7800.34 ms
[2022-01-13 18:59:03 main:574] : INFO : Epoch 1861 | loss: 0.0309694 | val_loss: 0.0313226 | Time: 8406.17 ms
[2022-01-13 18:59:11 main:574] : INFO : Epoch 1862 | loss: 0.0309695 | val_loss: 0.0313221 | Time: 7620.01 ms
[2022-01-13 18:59:19 main:574] : INFO : Epoch 1863 | loss: 0.0309707 | val_loss: 0.0313405 | Time: 8614.82 ms
[2022-01-13 18:59:28 main:574] : INFO : Epoch 1864 | loss: 0.0309632 | val_loss: 0.031376 | Time: 8491.6 ms
[2022-01-13 18:59:36 main:574] : INFO : Epoch 1865 | loss: 0.0309648 | val_loss: 0.0313111 | Time: 7766.31 ms
[2022-01-13 18:59:44 main:574] : INFO : Epoch 1866 | loss: 0.0309787 | val_loss: 0.0313459 | Time: 8522.92 ms
[2022-01-13 18:59:53 main:574] : INFO : Epoch 1867 | loss: 0.0309787 | val_loss: 0.0313337 | Time: 8486.94 ms
[2022-01-13 19:00:02 main:574] : INFO : Epoch 1868 | loss: 0.030979 | val_loss: 0.0313328 | Time: 8752.65 ms
[2022-01-13 19:00:10 main:574] : INFO : Epoch 1869 | loss: 0.0309689 | val_loss: 0.0313667 | Time: 7965.98 ms
[2022-01-13 19:00:18 main:574] : INFO : Epoch 1870 | loss: 0.030961 | val_loss: 0.0313468 | Time: 8308.06 ms
[2022-01-13 19:00:26 main:574] : INFO : Epoch 1871 | loss: 0.0309576 | val_loss: 0.031352 | Time: 8502.97 ms
[2022-01-13 19:00:35 main:574] : INFO : Epoch 1872 | loss: 0.0309651 | val_loss: 0.0313578 | Time: 8285.87 ms
[2022-01-13 19:00:43 main:574] : INFO : Epoch 1873 | loss: 0.0309635 | val_loss: 0.031337 | Time: 8734.68 ms
[2022-01-13 19:00:51 main:574] : INFO : Epoch 1874 | loss: 0.0309725 | val_loss: 0.0313705 | Time: 7683.33 ms
[2022-01-13 19:01:00 main:574] : INFO : Epoch 1875 | loss: 0.0309701 | val_loss: 0.0313966 | Time: 8601.19 ms
[2022-01-13 19:01:08 main:574] : INFO : Epoch 1876 | loss: 0.0309612 | val_loss: 0.0313511 | Time: 8535.21 ms
[2022-01-13 19:01:16 main:574] : INFO : Epoch 1877 | loss: 0.0309609 | val_loss: 0.0313289 | Time: 8122.43 ms
[2022-01-13 19:01:25 main:574] : INFO : Epoch 1878 | loss: 0.0309689 | val_loss: 0.0313384 | Time: 8440.84 ms
[2022-01-13 19:01:33 main:574] : INFO : Epoch 1879 | loss: 0.0309649 | val_loss: 0.0313728 | Time: 7775.94 ms
[2022-01-13 19:01:41 main:574] : INFO : Epoch 1880 | loss: 0.0309716 | val_loss: 0.0313959 | Time: 8245.39 ms
[2022-01-13 19:01:49 main:574] : INFO : Epoch 1881 | loss: 0.0309626 | val_loss: 0.0313633 | Time: 8055.16 ms
[2022-01-13 19:01:57 main:574] : INFO : Epoch 1882 | loss: 0.0309586 | val_loss: 0.0313971 | Time: 8206.12 ms
[2022-01-13 19:02:06 main:574] : INFO : Epoch 1883 | loss: 0.0309574 | val_loss: 0.031372 | Time: 8629.99 ms
[2022-01-13 19:02:14 main:574] : INFO : Epoch 1884 | loss: 0.0309662 | val_loss: 0.0313777 | Time: 8053.67 ms
[2022-01-13 19:02:23 main:574] : INFO : Epoch 1885 | loss: 0.0309661 | val_loss: 0.0313439 | Time: 8653.57 ms
[2022-01-13 19:02:31 main:574] : INFO : Epoch 1886 | loss: 0.0309936 | val_loss: 0.0313296 | Time: 8223.39 ms
[2022-01-13 19:02:40 main:574] : INFO : Epoch 1887 | loss: 0.0309876 | val_loss: 0.031348 | Time: 8799.56 ms
[2022-01-13 19:02:48 main:574] : INFO : Epoch 1888 | loss: 0.0309715 | val_loss: 0.0313079 | Time: 8465.51 ms
[2022-01-13 19:02:56 main:574] : INFO : Epoch 1889 | loss: 0.0309721 | val_loss: 0.0313526 | Time: 7931.17 ms
[2022-01-13 19:03:05 main:574] : INFO : Epoch 1890 | loss: 0.0309664 | val_loss: 0.0313191 | Time: 8559.63 ms
[2022-01-13 19:03:13 main:574] : INFO : Epoch 1891 | loss: 0.0309697 | val_loss: 0.0313611 | Time: 7883.4 ms
[2022-01-13 19:03:21 main:574] : INFO : Epoch 1892 | loss: 0.0309619 | val_loss: 0.0313855 | Time: 8455.86 ms
[2022-01-13 19:03:29 main:574] : INFO : Epoch 1893 | loss: 0.030968 | val_loss: 0.0313059 | Time: 8005 ms
[2022-01-13 19:03:37 main:574] : INFO : Epoch 1894 | loss: 0.0309792 | val_loss: 0.0313585 | Time: 7929.01 ms
[2022-01-13 19:03:46 main:574] : INFO : Epoch 1895 | loss: 0.0309651 | val_loss: 0.0313415 | Time: 8944.45 ms
[2022-01-13 19:03:54 main:574] : INFO : Epoch 1896 | loss: 0.0309653 | val_loss: 0.0313828 | Time: 8086.01 ms
[2022-01-13 19:04:03 main:574] : INFO : Epoch 1897 | loss: 0.0309659 | val_loss: 0.0313577 | Time: 8495.37 ms
[2022-01-13 19:04:11 main:574] : INFO : Epoch 1898 | loss: 0.0309631 | val_loss: 0.0313196 | Time: 8449.92 ms
[2022-01-13 19:04:20 main:574] : INFO : Epoch 1899 | loss: 0.0309791 | val_loss: 0.0313953 | Time: 8549.09 ms
[2022-01-13 19:04:28 main:574] : INFO : Epoch 1900 | loss: 0.0309683 | val_loss: 0.0313308 | Time: 8617.9 ms
[2022-01-13 19:04:36 main:574] : INFO : Epoch 1901 | loss: 0.0309635 | val_loss: 0.0314036 | Time: 7724.27 ms
[2022-01-13 19:04:44 main:574] : INFO : Epoch 1902 | loss: 0.0309632 | val_loss: 0.0313399 | Time: 8289.58 ms
[2022-01-13 19:04:52 main:574] : INFO : Epoch 1903 | loss: 0.0309608 | val_loss: 0.0313456 | Time: 8075.62 ms
[2022-01-13 19:05:01 main:574] : INFO : Epoch 1904 | loss: 0.0309635 | val_loss: 0.0313605 | Time: 8636.08 ms
[2022-01-13 19:05:09 main:574] : INFO : Epoch 1905 | loss: 0.0309641 | val_loss: 0.0313826 | Time: 8086.39 ms
[2022-01-13 19:05:17 main:574] : INFO : Epoch 1906 | loss: 0.0309711 | val_loss: 0.0313034 | Time: 8142.99 ms
[2022-01-13 19:05:26 main:574] : INFO : Epoch 1907 | loss: 0.0309652 | val_loss: 0.0313611 | Time: 8297.44 ms
[2022-01-13 19:05:33 main:574] : INFO : Epoch 1908 | loss: 0.0309631 | val_loss: 0.0313594 | Time: 7677.56 ms
[2022-01-13 19:05:42 main:574] : INFO : Epoch 1909 | loss: 0.0309634 | val_loss: 0.0313355 | Time: 8338.77 ms
[2022-01-13 19:05:50 main:574] : INFO : Epoch 1910 | loss: 0.0309717 | val_loss: 0.0313655 | Time: 8217.69 ms
[2022-01-13 19:05:58 main:574] : INFO : Epoch 1911 | loss: 0.0309737 | val_loss: 0.0313054 | Time: 8544.41 ms
[2022-01-13 19:06:07 main:574] : INFO : Epoch 1912 | loss: 0.0309767 | val_loss: 0.0313354 | Time: 8712.08 ms
[2022-01-13 19:06:15 main:574] : INFO : Epoch 1913 | loss: 0.0309594 | val_loss: 0.0313776 | Time: 7964.95 ms
[2022-01-13 19:06:24 main:574] : INFO : Epoch 1914 | loss: 0.0309588 | val_loss: 0.0313396 | Time: 8535.71 ms
[2022-01-13 19:06:31 main:574] : INFO : Epoch 1915 | loss: 0.0309555 | val_loss: 0.03137 | Time: 7719.7 ms
[2022-01-13 19:06:40 main:574] : INFO : Epoch 1916 | loss: 0.0309673 | val_loss: 0.031376 | Time: 8340.15 ms
[2022-01-13 19:06:48 main:574] : INFO : Epoch 1917 | loss: 0.0309684 | val_loss: 0.0313628 | Time: 8354.93 ms
[2022-01-13 19:06:56 main:574] : INFO : Epoch 1918 | loss: 0.0309705 | val_loss: 0.031329 | Time: 7823.21 ms
[2022-01-13 19:07:04 main:574] : INFO : Epoch 1919 | loss: 0.0309638 | val_loss: 0.0313536 | Time: 8298.39 ms
[2022-01-13 19:07:12 main:574] : INFO : Epoch 1920 | loss: 0.030958 | val_loss: 0.0313521 | Time: 7945.8 ms
[2022-01-13 19:07:21 main:574] : INFO : Epoch 1921 | loss: 0.0309589 | val_loss: 0.0313199 | Time: 8588.08 ms
[2022-01-13 19:07:29 main:574] : INFO : Epoch 1922 | loss: 0.030969 | val_loss: 0.0313281 | Time: 8348.76 ms
[2022-01-13 19:07:37 main:574] : INFO : Epoch 1923 | loss: 0.0309653 | val_loss: 0.0313526 | Time: 7439.91 ms
[2022-01-13 19:07:45 main:574] : INFO : Epoch 1924 | loss: 0.0309663 | val_loss: 0.0313655 | Time: 8212.29 ms
[2022-01-13 19:07:53 main:574] : INFO : Epoch 1925 | loss: 0.0309627 | val_loss: 0.0313683 | Time: 8085.04 ms
[2022-01-13 19:08:02 main:574] : INFO : Epoch 1926 | loss: 0.0309579 | val_loss: 0.0313513 | Time: 8614.27 ms
[2022-01-13 19:08:10 main:574] : INFO : Epoch 1927 | loss: 0.0309584 | val_loss: 0.0313696 | Time: 8072.18 ms
[2022-01-13 19:08:18 main:574] : INFO : Epoch 1928 | loss: 0.0309619 | val_loss: 0.0313649 | Time: 8197.04 ms
[2022-01-13 19:08:26 main:574] : INFO : Epoch 1929 | loss: 0.0309633 | val_loss: 0.0314074 | Time: 8295.6 ms
[2022-01-13 19:08:34 main:574] : INFO : Epoch 1930 | loss: 0.0309616 | val_loss: 0.0313473 | Time: 7861.72 ms
[2022-01-13 19:08:43 main:574] : INFO : Epoch 1931 | loss: 0.0309671 | val_loss: 0.0313719 | Time: 8498.34 ms
[2022-01-13 19:08:50 main:574] : INFO : Epoch 1932 | loss: 0.0309658 | val_loss: 0.0313887 | Time: 7785.37 ms
[2022-01-13 19:08:59 main:574] : INFO : Epoch 1933 | loss: 0.0309686 | val_loss: 0.031308 | Time: 8529.44 ms
[2022-01-13 19:09:07 main:574] : INFO : Epoch 1934 | loss: 0.0309755 | val_loss: 0.0313925 | Time: 8347.74 ms
[2022-01-13 19:09:15 main:574] : INFO : Epoch 1935 | loss: 0.0309628 | val_loss: 0.0313259 | Time: 7879.47 ms
[2022-01-13 19:09:24 main:574] : INFO : Epoch 1936 | loss: 0.0309597 | val_loss: 0.0313416 | Time: 8661 ms
[2022-01-13 19:09:32 main:574] : INFO : Epoch 1937 | loss: 0.030958 | val_loss: 0.0313577 | Time: 8004.08 ms
[2022-01-13 19:09:40 main:574] : INFO : Epoch 1938 | loss: 0.0309727 | val_loss: 0.0313324 | Time: 8351.24 ms
[2022-01-13 19:09:48 main:574] : INFO : Epoch 1939 | loss: 0.0309738 | val_loss: 0.0313521 | Time: 8194.03 ms
[2022-01-13 19:09:56 main:574] : INFO : Epoch 1940 | loss: 0.0309598 | val_loss: 0.0313282 | Time: 7830.88 ms
[2022-01-13 19:10:05 main:574] : INFO : Epoch 1941 | loss: 0.0309678 | val_loss: 0.0313652 | Time: 8510.12 ms
[2022-01-13 19:10:13 main:574] : INFO : Epoch 1942 | loss: 0.030966 | val_loss: 0.0313207 | Time: 7723.26 ms
[2022-01-13 19:10:21 main:574] : INFO : Epoch 1943 | loss: 0.0309661 | val_loss: 0.0313519 | Time: 8487.26 ms
[2022-01-13 19:10:29 main:574] : INFO : Epoch 1944 | loss: 0.0309666 | val_loss: 0.0313356 | Time: 8328.52 ms
[2022-01-13 19:10:38 main:574] : INFO : Epoch 1945 | loss: 0.0309621 | val_loss: 0.0313443 | Time: 8678.9 ms
[2022-01-13 19:10:47 main:574] : INFO : Epoch 1946 | loss: 0.0309741 | val_loss: 0.0313569 | Time: 8411.66 ms
[2022-01-13 19:10:54 main:574] : INFO : Epoch 1947 | loss: 0.0309765 | val_loss: 0.0313745 | Time: 7593.67 ms
[2022-01-13 19:11:02 main:574] : INFO : Epoch 1948 | loss: 0.0309617 | val_loss: 0.0313485 | Time: 8329.25 ms
[2022-01-13 19:11:10 main:574] : INFO : Epoch 1949 | loss: 0.0309579 | val_loss: 0.0313539 | Time: 7875.89 ms
[2022-01-13 19:11:19 main:574] : INFO : Epoch 1950 | loss: 0.0309715 | val_loss: 0.0313405 | Time: 8633.92 ms
[2022-01-13 19:11:27 main:574] : INFO : Epoch 1951 | loss: 0.0309662 | val_loss: 0.0313776 | Time: 8272.36 ms
[2022-01-13 19:11:35 main:574] : INFO : Epoch 1952 | loss: 0.0309626 | val_loss: 0.031361 | Time: 7699.58 ms
[2022-01-13 19:11:43 main:574] : INFO : Epoch 1953 | loss: 0.0309609 | val_loss: 0.0313441 | Time: 8403.77 ms
[2022-01-13 19:11:52 main:574] : INFO : Epoch 1954 | loss: 0.0309742 | val_loss: 0.0313338 | Time: 8097.18 ms
[2022-01-13 19:12:00 main:574] : INFO : Epoch 1955 | loss: 0.0309648 | val_loss: 0.0313528 | Time: 8440.89 ms
[2022-01-13 19:12:08 main:574] : INFO : Epoch 1956 | loss: 0.030984 | val_loss: 0.0313023 | Time: 8254.93 ms
[2022-01-13 19:12:16 main:574] : INFO : Epoch 1957 | loss: 0.0309868 | val_loss: 0.0313371 | Time: 7891.09 ms
[2022-01-13 19:12:25 main:574] : INFO : Epoch 1958 | loss: 0.0309765 | val_loss: 0.0313523 | Time: 8775.58 ms
[2022-01-13 19:12:33 main:574] : INFO : Epoch 1959 | loss: 0.0309691 | val_loss: 0.0313333 | Time: 7744.19 ms
[2022-01-13 19:12:41 main:574] : INFO : Epoch 1960 | loss: 0.0309695 | val_loss: 0.0313315 | Time: 8366.17 ms
[2022-01-13 19:12:50 main:574] : INFO : Epoch 1961 | loss: 0.0309659 | val_loss: 0.0313482 | Time: 8535.7 ms
[2022-01-13 19:12:58 main:574] : INFO : Epoch 1962 | loss: 0.0309637 | val_loss: 0.0313325 | Time: 7844.9 ms
[2022-01-13 19:13:06 main:574] : INFO : Epoch 1963 | loss: 0.030958 | val_loss: 0.0313766 | Time: 8420.67 ms
[2022-01-13 19:13:14 main:574] : INFO : Epoch 1964 | loss: 0.0309521 | val_loss: 0.0313415 | Time: 8046 ms
[2022-01-13 19:13:23 main:574] : INFO : Epoch 1965 | loss: 0.0309626 | val_loss: 0.0313695 | Time: 8629.67 ms
[2022-01-13 19:13:30 main:574] : INFO : Epoch 1966 | loss: 0.0309665 | val_loss: 0.0313311 | Time: 7701.2 ms
[2022-01-13 19:13:39 main:574] : INFO : Epoch 1967 | loss: 0.0309764 | val_loss: 0.0313866 | Time: 8646.09 ms
[2022-01-13 19:13:48 main:574] : INFO : Epoch 1968 | loss: 0.0309666 | val_loss: 0.0313335 | Time: 8582.41 ms
[2022-01-13 19:13:55 main:574] : INFO : Epoch 1969 | loss: 0.0309701 | val_loss: 0.0313515 | Time: 7676.73 ms
[2022-01-13 19:14:04 main:574] : INFO : Epoch 1970 | loss: 0.0309708 | val_loss: 0.0313442 | Time: 8578.29 ms
[2022-01-13 19:14:12 main:574] : INFO : Epoch 1971 | loss: 0.0309743 | val_loss: 0.031386 | Time: 8119.94 ms
[2022-01-13 19:14:21 main:574] : INFO : Epoch 1972 | loss: 0.0309675 | val_loss: 0.0313358 | Time: 8540.21 ms
[2022-01-13 19:14:29 main:574] : INFO : Epoch 1973 | loss: 0.0309653 | val_loss: 0.0313768 | Time: 8678.91 ms
[2022-01-13 19:14:37 main:574] : INFO : Epoch 1974 | loss: 0.0309578 | val_loss: 0.0313742 | Time: 7670.38 ms
[2022-01-13 19:14:46 main:574] : INFO : Epoch 1975 | loss: 0.0309647 | val_loss: 0.0312896 | Time: 8541.99 ms
[2022-01-13 19:14:54 main:574] : INFO : Epoch 1976 | loss: 0.0309756 | val_loss: 0.0313457 | Time: 8021.78 ms
[2022-01-13 19:15:02 main:574] : INFO : Epoch 1977 | loss: 0.0309683 | val_loss: 0.0313688 | Time: 8245.26 ms
[2022-01-13 19:15:10 main:574] : INFO : Epoch 1978 | loss: 0.03096 | val_loss: 0.0313436 | Time: 8221.43 ms
[2022-01-13 19:15:18 main:574] : INFO : Epoch 1979 | loss: 0.0309642 | val_loss: 0.0313586 | Time: 7982.98 ms
[2022-01-13 19:15:26 main:574] : INFO : Epoch 1980 | loss: 0.0309601 | val_loss: 0.0313729 | Time: 8289.12 ms
[2022-01-13 19:15:34 main:574] : INFO : Epoch 1981 | loss: 0.03096 | val_loss: 0.0313565 | Time: 7456.34 ms
[2022-01-13 19:15:43 main:574] : INFO : Epoch 1982 | loss: 0.0309721 | val_loss: 0.0313451 | Time: 8680.36 ms
[2022-01-13 19:15:50 main:574] : INFO : Epoch 1983 | loss: 0.0309807 | val_loss: 0.0313769 | Time: 7891.65 ms
[2022-01-13 19:15:59 main:574] : INFO : Epoch 1984 | loss: 0.0309617 | val_loss: 0.0313612 | Time: 8748.97 ms
[2022-01-13 19:16:08 main:574] : INFO : Epoch 1985 | loss: 0.0309564 | val_loss: 0.0313564 | Time: 8542.22 ms
[2022-01-13 19:16:16 main:574] : INFO : Epoch 1986 | loss: 0.0309631 | val_loss: 0.0313419 | Time: 8079.04 ms
[2022-01-13 19:16:24 main:574] : INFO : Epoch 1987 | loss: 0.0309574 | val_loss: 0.0313518 | Time: 8365.93 ms
[2022-01-13 19:16:32 main:574] : INFO : Epoch 1988 | loss: 0.0309745 | val_loss: 0.0313667 | Time: 7782.33 ms
[2022-01-13 19:16:41 main:574] : INFO : Epoch 1989 | loss: 0.0309641 | val_loss: 0.0313666 | Time: 8451.68 ms
[2022-01-13 19:16:49 main:574] : INFO : Epoch 1990 | loss: 0.0309659 | val_loss: 0.0313561 | Time: 8431.01 ms
[2022-01-13 19:16:57 main:574] : INFO : Epoch 1991 | loss: 0.0309687 | val_loss: 0.0313445 | Time: 7614.33 ms
[2022-01-13 19:17:05 main:574] : INFO : Epoch 1992 | loss: 0.0309733 | val_loss: 0.0313606 | Time: 8711.67 ms
[2022-01-13 19:17:13 main:574] : INFO : Epoch 1993 | loss: 0.0309666 | val_loss: 0.0313645 | Time: 7737.8 ms
[2022-01-13 19:17:22 main:574] : INFO : Epoch 1994 | loss: 0.030966 | val_loss: 0.0313506 | Time: 8564.86 ms
[2022-01-13 19:17:30 main:574] : INFO : Epoch 1995 | loss: 0.0309563 | val_loss: 0.0313738 | Time: 8427.46 ms
[2022-01-13 19:17:38 main:574] : INFO : Epoch 1996 | loss: 0.0309548 | val_loss: 0.031339 | Time: 7738.71 ms
[2022-01-13 19:17:46 main:574] : INFO : Epoch 1997 | loss: 0.0309703 | val_loss: 0.0313947 | Time: 8470.73 ms
[2022-01-13 19:17:54 main:574] : INFO : Epoch 1998 | loss: 0.0309679 | val_loss: 0.0313308 | Time: 7931.77 ms
[2022-01-13 19:18:03 main:574] : INFO : Epoch 1999 | loss: 0.0309714 | val_loss: 0.0314346 | Time: 8551.25 ms
[2022-01-13 19:18:11 main:574] : INFO : Epoch 2000 | loss: 0.0309755 | val_loss: 0.0313457 | Time: 7994.08 ms
[2022-01-13 19:18:19 main:574] : INFO : Epoch 2001 | loss: 0.030965 | val_loss: 0.0313031 | Time: 8479.16 ms
[2022-01-13 19:18:28 main:574] : INFO : Epoch 2002 | loss: 0.0309836 | val_loss: 0.0313555 | Time: 8256.15 ms
[2022-01-13 19:18:36 main:574] : INFO : Epoch 2003 | loss: 0.0309676 | val_loss: 0.0313367 | Time: 8303.22 ms
[2022-01-13 19:18:45 main:574] : INFO : Epoch 2004 | loss: 0.0309621 | val_loss: 0.0313439 | Time: 8964.42 ms
[2022-01-13 19:18:53 main:574] : INFO : Epoch 2005 | loss: 0.0309673 | val_loss: 0.0313533 | Time: 8094.67 ms
[2022-01-13 19:19:02 main:574] : INFO : Epoch 2006 | loss: 0.0309655 | val_loss: 0.0313365 | Time: 8747.03 ms
[2022-01-13 19:19:10 main:574] : INFO : Epoch 2007 | loss: 0.030975 | val_loss: 0.0313287 | Time: 8439.08 ms
[2022-01-13 19:19:19 main:574] : INFO : Epoch 2008 | loss: 0.0309669 | val_loss: 0.0313028 | Time: 8445.16 ms
[2022-01-13 19:19:27 main:574] : INFO : Epoch 2009 | loss: 0.0309684 | val_loss: 0.0313493 | Time: 8655.79 ms
[2022-01-13 19:19:35 main:574] : INFO : Epoch 2010 | loss: 0.0309596 | val_loss: 0.0313429 | Time: 8093.32 ms
[2022-01-13 19:19:44 main:574] : INFO : Epoch 2011 | loss: 0.0309643 | val_loss: 0.0313197 | Time: 8569.78 ms
[2022-01-13 19:19:52 main:574] : INFO : Epoch 2012 | loss: 0.0309644 | val_loss: 0.0313535 | Time: 7900.05 ms
[2022-01-13 19:20:00 main:574] : INFO : Epoch 2013 | loss: 0.0309619 | val_loss: 0.031319 | Time: 8426.76 ms
[2022-01-13 19:20:09 main:574] : INFO : Epoch 2014 | loss: 0.0309647 | val_loss: 0.0313418 | Time: 8304.65 ms
[2022-01-13 19:20:17 main:574] : INFO : Epoch 2015 | loss: 0.0309672 | val_loss: 0.0313057 | Time: 8229.04 ms
[2022-01-13 19:20:25 main:574] : INFO : Epoch 2016 | loss: 0.0309901 | val_loss: 0.0313453 | Time: 8455.17 ms
[2022-01-13 19:20:33 main:574] : INFO : Epoch 2017 | loss: 0.0309781 | val_loss: 0.0313342 | Time: 8020.24 ms
[2022-01-13 19:20:42 main:574] : INFO : Epoch 2018 | loss: 0.0309651 | val_loss: 0.0314017 | Time: 8501.64 ms
[2022-01-13 19:20:50 main:574] : INFO : Epoch 2019 | loss: 0.0309669 | val_loss: 0.03133 | Time: 8329.52 ms
[2022-01-13 19:20:58 main:574] : INFO : Epoch 2020 | loss: 0.030954 | val_loss: 0.0313729 | Time: 8047.08 ms
[2022-01-13 19:21:07 main:574] : INFO : Epoch 2021 | loss: 0.030955 | val_loss: 0.0313674 | Time: 8899.86 ms
[2022-01-13 19:21:15 main:574] : INFO : Epoch 2022 | loss: 0.0309618 | val_loss: 0.0313624 | Time: 7904.31 ms
[2022-01-13 19:21:24 main:574] : INFO : Epoch 2023 | loss: 0.0309777 | val_loss: 0.0312913 | Time: 8434.28 ms
[2022-01-13 19:21:32 main:574] : INFO : Epoch 2024 | loss: 0.0310163 | val_loss: 0.0312656 | Time: 8180.4 ms
[2022-01-13 19:21:41 main:574] : INFO : Epoch 2025 | loss: 0.0310097 | val_loss: 0.0313222 | Time: 8620.27 ms
[2022-01-13 19:21:49 main:574] : INFO : Epoch 2026 | loss: 0.0309948 | val_loss: 0.0314054 | Time: 8610.53 ms
[2022-01-13 19:21:57 main:574] : INFO : Epoch 2027 | loss: 0.0309658 | val_loss: 0.0313286 | Time: 8129.91 ms
[2022-01-13 19:22:06 main:574] : INFO : Epoch 2028 | loss: 0.0309636 | val_loss: 0.0313805 | Time: 8352.35 ms
[2022-01-13 19:22:14 main:574] : INFO : Epoch 2029 | loss: 0.0309678 | val_loss: 0.0313461 | Time: 7870.9 ms
[2022-01-13 19:22:22 main:574] : INFO : Epoch 2030 | loss: 0.0309664 | val_loss: 0.0314182 | Time: 8741.02 ms
[2022-01-13 19:22:31 main:574] : INFO : Epoch 2031 | loss: 0.0309644 | val_loss: 0.0312998 | Time: 8492.6 ms
[2022-01-13 19:22:39 main:574] : INFO : Epoch 2032 | loss: 0.0309611 | val_loss: 0.0313464 | Time: 7998.19 ms
[2022-01-13 19:22:47 main:574] : INFO : Epoch 2033 | loss: 0.0309769 | val_loss: 0.0313147 | Time: 8618.62 ms
[2022-01-13 19:22:55 main:574] : INFO : Epoch 2034 | loss: 0.0309753 | val_loss: 0.0313508 | Time: 7793.21 ms
[2022-01-13 19:23:04 main:574] : INFO : Epoch 2035 | loss: 0.0309622 | val_loss: 0.0313126 | Time: 8406.03 ms
[2022-01-13 19:23:12 main:574] : INFO : Epoch 2036 | loss: 0.0309711 | val_loss: 0.03136 | Time: 8240.44 ms
[2022-01-13 19:23:20 main:574] : INFO : Epoch 2037 | loss: 0.0309666 | val_loss: 0.0313705 | Time: 8369 ms
[2022-01-13 19:23:29 main:574] : INFO : Epoch 2038 | loss: 0.0309698 | val_loss: 0.0312987 | Time: 9056.84 ms
[2022-01-13 19:23:37 main:574] : INFO : Epoch 2039 | loss: 0.0309716 | val_loss: 0.0313589 | Time: 7729.47 ms
[2022-01-13 19:23:46 main:574] : INFO : Epoch 2040 | loss: 0.0309767 | val_loss: 0.0313535 | Time: 8927.65 ms
[2022-01-13 19:23:54 main:574] : INFO : Epoch 2041 | loss: 0.0309811 | val_loss: 0.0313632 | Time: 8027.95 ms
[2022-01-13 19:24:03 main:574] : INFO : Epoch 2042 | loss: 0.0309833 | val_loss: 0.0313541 | Time: 8614.43 ms
[2022-01-13 19:24:11 main:574] : INFO : Epoch 2043 | loss: 0.0309597 | val_loss: 0.0313617 | Time: 8338.39 ms
[2022-01-13 19:24:19 main:574] : INFO : Epoch 2044 | loss: 0.0309548 | val_loss: 0.0313544 | Time: 8370.62 ms
[2022-01-13 19:24:28 main:574] : INFO : Epoch 2045 | loss: 0.030963 | val_loss: 0.0313501 | Time: 8513.86 ms
[2022-01-13 19:24:36 main:574] : INFO : Epoch 2046 | loss: 0.0309757 | val_loss: 0.0313772 | Time: 7960.76 ms
[2022-01-13 19:24:45 main:574] : INFO : Epoch 2047 | loss: 0.0309663 | val_loss: 0.0313524 | Time: 8689.09 ms
[2022-01-13 19:24:53 main:574] : INFO : Epoch 2048 | loss: 0.0309573 | val_loss: 0.0313347 | Time: 8089.85 ms
[2022-01-13 19:24:53 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0313347
[2022-01-13 19:24:53 main:603] : INFO : Saving end state to config to file
[2022-01-13 19:24:53 main:608] : INFO : Success, exiting..
19:24:53 (10900): 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)