Task 11341632
| Name | ParityModified-1639953019-22130-3-0_0 |
| Workunit | 8587333 |
| Created | 4 Feb 2022, 4:10:03 UTC |
| Sent | 16 Feb 2022, 17:26:22 UTC |
| Report deadline | 24 Feb 2022, 17:26:22 UTC |
| Received | 20 Feb 2022, 15:53:17 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 8158 |
| Run time | 3 hours 58 min 39 sec |
| CPU time | 3 hours 48 min 2 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 13,453.09 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.08 GB |
| Peak swap size | 4.42 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 1567 | loss: 0.0311726 | val_loss: 0.0311788 | Time: 8651.46 ms
[2022-02-20 15:57:00 main:574] : INFO : Epoch 1568 | loss: 0.0311721 | val_loss: 0.0311784 | Time: 8607.18 ms
[2022-02-20 15:57:09 main:574] : INFO : Epoch 1569 | loss: 0.0311723 | val_loss: 0.031175 | Time: 8694.11 ms
[2022-02-20 15:57:17 main:574] : INFO : Epoch 1570 | loss: 0.0311706 | val_loss: 0.0311762 | Time: 8333.71 ms
[2022-02-20 15:57:26 main:574] : INFO : Epoch 1571 | loss: 0.0311709 | val_loss: 0.0311785 | Time: 8596.36 ms
[2022-02-20 15:57:35 main:574] : INFO : Epoch 1572 | loss: 0.0311714 | val_loss: 0.0311798 | Time: 8672.48 ms
[2022-02-20 15:57:43 main:574] : INFO : Epoch 1573 | loss: 0.0311702 | val_loss: 0.0311773 | Time: 8692.42 ms
[2022-02-20 15:57:52 main:574] : INFO : Epoch 1574 | loss: 0.0311711 | val_loss: 0.0311747 | Time: 8569.77 ms
[2022-02-20 15:58:01 main:574] : INFO : Epoch 1575 | loss: 0.0311703 | val_loss: 0.0311747 | Time: 8587.36 ms
[2022-02-20 15:58:09 main:574] : INFO : Epoch 1576 | loss: 0.0311703 | val_loss: 0.0311755 | Time: 8630.44 ms
[2022-02-20 15:58:18 main:574] : INFO : Epoch 1577 | loss: 0.0311696 | val_loss: 0.0311764 | Time: 8531.81 ms
[2022-02-20 15:58:27 main:574] : INFO : Epoch 1578 | loss: 0.031172 | val_loss: 0.0311744 | Time: 8615.03 ms
[2022-02-20 15:58:35 main:574] : INFO : Epoch 1579 | loss: 0.0311706 | val_loss: 0.0311746 | Time: 8592.72 ms
[2022-02-20 15:58:44 main:574] : INFO : Epoch 1580 | loss: 0.0311687 | val_loss: 0.0311744 | Time: 8612.43 ms
[2022-02-20 15:58:53 main:574] : INFO : Epoch 1581 | loss: 0.0311681 | val_loss: 0.031173 | Time: 8588.15 ms
[2022-02-20 15:59:01 main:574] : INFO : Epoch 1582 | loss: 0.0311682 | val_loss: 0.0311761 | Time: 8685.45 ms
[2022-02-20 15:59:10 main:574] : INFO : Epoch 1583 | loss: 0.0311684 | val_loss: 0.0311713 | Time: 8525.09 ms
[2022-02-20 15:59:19 main:574] : INFO : Epoch 1584 | loss: 0.0311705 | val_loss: 0.0311745 | Time: 8698.6 ms
[2022-02-20 15:59:27 main:574] : INFO : Epoch 1585 | loss: 0.0311694 | val_loss: 0.0311734 | Time: 8525.79 ms
[2022-02-20 15:59:36 main:574] : INFO : Epoch 1586 | loss: 0.0311699 | val_loss: 0.0311736 | Time: 8592.15 ms
[2022-02-20 15:59:45 main:574] : INFO : Epoch 1587 | loss: 0.0311689 | val_loss: 0.0311731 | Time: 8561.12 ms
[2022-02-20 15:59:53 main:574] : INFO : Epoch 1588 | loss: 0.0311695 | val_loss: 0.0311722 | Time: 8645.39 ms
[2022-02-20 16:00:02 main:574] : INFO : Epoch 1589 | loss: 0.0311683 | val_loss: 0.0311735 | Time: 8443.27 ms
[2022-02-20 16:00:11 main:574] : INFO : Epoch 1590 | loss: 0.031169 | val_loss: 0.0311751 | Time: 8664.09 ms
[2022-02-20 16:00:19 main:574] : INFO : Epoch 1591 | loss: 0.0311684 | val_loss: 0.0311711 | Time: 8516.91 ms
[2022-02-20 16:00:28 main:574] : INFO : Epoch 1592 | loss: 0.031168 | val_loss: 0.0311716 | Time: 8639.94 ms
[2022-02-20 16:00:37 main:574] : INFO : Epoch 1593 | loss: 0.0311671 | val_loss: 0.0311714 | Time: 8611.09 ms
[2022-02-20 16:00:45 main:574] : INFO : Epoch 1594 | loss: 0.0311697 | val_loss: 0.0311705 | Time: 8707.97 ms
[2022-02-20 16:00:52 main:574] : INFO : Epoch 1595 | loss: 0.0311687 | val_loss: 0.031173 | Time: 7047.42 ms
[2022-02-20 16:00:57 main:574] : INFO : Epoch 1596 | loss: 0.0311681 | val_loss: 0.0311745 | Time: 4702.11 ms
[2022-02-20 16:01:03 main:574] : INFO : Epoch 1597 | loss: 0.0311717 | val_loss: 0.0311752 | Time: 4770.39 ms
[2022-02-20 16:01:08 main:574] : INFO : Epoch 1598 | loss: 0.0311741 | val_loss: 0.0311778 | Time: 4633.36 ms
[2022-02-20 16:01:12 main:574] : INFO : Epoch 1599 | loss: 0.0311753 | val_loss: 0.0311783 | Time: 4710.95 ms
[2022-02-20 16:01:17 main:574] : INFO : Epoch 1600 | loss: 0.0311734 | val_loss: 0.0311772 | Time: 4694.65 ms
[2022-02-20 16:01:22 main:574] : INFO : Epoch 1601 | loss: 0.0311713 | val_loss: 0.0311762 | Time: 4604.01 ms
[2022-02-20 16:01:26 main:574] : INFO : Epoch 1602 | loss: 0.0311715 | val_loss: 0.0311763 | Time: 4636.16 ms
[2022-02-20 16:01:31 main:574] : INFO : Epoch 1603 | loss: 0.0311741 | val_loss: 0.0311801 | Time: 4369.86 ms
[2022-02-20 16:01:36 main:574] : INFO : Epoch 1604 | loss: 0.0311717 | val_loss: 0.0311762 | Time: 4647.88 ms
[2022-02-20 16:01:41 main:574] : INFO : Epoch 1605 | loss: 0.0311718 | val_loss: 0.0311752 | Time: 4592.53 ms
[2022-02-20 16:01:47 main:574] : INFO : Epoch 1606 | loss: 0.0311712 | val_loss: 0.0311752 | Time: 5670.21 ms
[2022-02-20 16:01:54 main:574] : INFO : Epoch 1607 | loss: 0.0311707 | val_loss: 0.0311751 | Time: 7192.32 ms
[2022-02-20 16:02:01 main:574] : INFO : Epoch 1608 | loss: 0.0311698 | val_loss: 0.0311746 | Time: 6923.93 ms
[2022-02-20 16:02:08 main:574] : INFO : Epoch 1609 | loss: 0.0311708 | val_loss: 0.0311742 | Time: 6906.13 ms
[2022-02-20 16:02:15 main:574] : INFO : Epoch 1610 | loss: 0.0311721 | val_loss: 0.0311747 | Time: 6932.97 ms
[2022-02-20 16:02:22 main:574] : INFO : Epoch 1611 | loss: 0.0311721 | val_loss: 0.0311751 | Time: 6954.42 ms
[2022-02-20 16:02:29 main:574] : INFO : Epoch 1612 | loss: 0.031171 | val_loss: 0.031174 | Time: 7043.11 ms
[2022-02-20 16:02:36 main:574] : INFO : Epoch 1613 | loss: 0.0311724 | val_loss: 0.031173 | Time: 7000.89 ms
[2022-02-20 16:02:43 main:574] : INFO : Epoch 1614 | loss: 0.031173 | val_loss: 0.0311722 | Time: 6929.89 ms
[2022-02-20 16:02:50 main:574] : INFO : Epoch 1615 | loss: 0.0311728 | val_loss: 0.0311763 | Time: 6990.22 ms
[2022-02-20 16:02:57 main:574] : INFO : Epoch 1616 | loss: 0.0311746 | val_loss: 0.031179 | Time: 7068.98 ms
[2022-02-20 16:03:05 main:574] : INFO : Epoch 1617 | loss: 0.0311738 | val_loss: 0.0311766 | Time: 7034.65 ms
[2022-02-20 16:03:12 main:574] : INFO : Epoch 1618 | loss: 0.0311716 | val_loss: 0.0311731 | Time: 7069.62 ms
[2022-02-20 16:03:19 main:574] : INFO : Epoch 1619 | loss: 0.03117 | val_loss: 0.0311742 | Time: 7176.51 ms
[2022-02-20 16:03:26 main:574] : INFO : Epoch 1620 | loss: 0.0311707 | val_loss: 0.0311809 | Time: 6983.78 ms
[2022-02-20 16:03:33 main:574] : INFO : Epoch 1621 | loss: 0.0311719 | val_loss: 0.0311752 | Time: 7119.74 ms
[2022-02-20 16:03:40 main:574] : INFO : Epoch 1622 | loss: 0.0311703 | val_loss: 0.0311783 | Time: 7094.99 ms
[2022-02-20 16:03:47 main:574] : INFO : Epoch 1623 | loss: 0.0311757 | val_loss: 0.0311828 | Time: 7046.8 ms
[2022-02-20 16:03:54 main:574] : INFO : Epoch 1624 | loss: 0.0311775 | val_loss: 0.0311822 | Time: 7036.7 ms
[2022-02-20 16:04:02 main:574] : INFO : Epoch 1625 | loss: 0.0311771 | val_loss: 0.0311776 | Time: 7059.66 ms
[2022-02-20 16:04:09 main:574] : INFO : Epoch 1626 | loss: 0.0311764 | val_loss: 0.0311754 | Time: 6979.15 ms
[2022-02-20 16:04:16 main:574] : INFO : Epoch 1627 | loss: 0.0311747 | val_loss: 0.0311763 | Time: 7016.88 ms
[2022-02-20 16:04:23 main:574] : INFO : Epoch 1628 | loss: 0.031174 | val_loss: 0.0311737 | Time: 6989.82 ms
[2022-02-20 16:04:30 main:574] : INFO : Epoch 1629 | loss: 0.031173 | val_loss: 0.0311789 | Time: 7098.6 ms
[2022-02-20 16:04:37 main:574] : INFO : Epoch 1630 | loss: 0.0311756 | val_loss: 0.031175 | Time: 6900.6 ms
[2022-02-20 16:04:44 main:574] : INFO : Epoch 1631 | loss: 0.0311735 | val_loss: 0.0311759 | Time: 7060.26 ms
[2022-02-20 16:04:51 main:574] : INFO : Epoch 1632 | loss: 0.0311736 | val_loss: 0.0311746 | Time: 6981.55 ms
[2022-02-20 16:04:58 main:574] : INFO : Epoch 1633 | loss: 0.0311746 | val_loss: 0.0311735 | Time: 6985 ms
[2022-02-20 16:05:05 main:574] : INFO : Epoch 1634 | loss: 0.0311724 | val_loss: 0.031173 | Time: 6946.76 ms
[2022-02-20 16:05:13 main:574] : INFO : Epoch 1635 | loss: 0.0311724 | val_loss: 0.0311737 | Time: 6984.02 ms
[2022-02-20 16:05:20 main:574] : INFO : Epoch 1636 | loss: 0.0311715 | val_loss: 0.0311738 | Time: 6974.8 ms
[2022-02-20 16:05:27 main:574] : INFO : Epoch 1637 | loss: 0.0311712 | val_loss: 0.0311742 | Time: 7008.52 ms
[2022-02-20 16:05:34 main:574] : INFO : Epoch 1638 | loss: 0.0311716 | val_loss: 0.0311742 | Time: 6871.26 ms
[2022-02-20 16:05:41 main:574] : INFO : Epoch 1639 | loss: 0.0311708 | val_loss: 0.0311747 | Time: 7026.55 ms
[2022-02-20 16:05:48 main:574] : INFO : Epoch 1640 | loss: 0.0311701 | val_loss: 0.0311742 | Time: 7085.98 ms
[2022-02-20 16:05:55 main:574] : INFO : Epoch 1641 | loss: 0.0311731 | val_loss: 0.0311741 | Time: 7097.93 ms
[2022-02-20 16:06:02 main:574] : INFO : Epoch 1642 | loss: 0.0311736 | val_loss: 0.0311803 | Time: 7048.67 ms
[2022-02-20 16:06:09 main:574] : INFO : Epoch 1643 | loss: 0.0311731 | val_loss: 0.0311802 | Time: 7273.41 ms
[2022-02-20 16:06:16 main:574] : INFO : Epoch 1644 | loss: 0.031178 | val_loss: 0.0311799 | Time: 6969.07 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 2080 Ti)
[2022-02-20 16:09:24 main:435] : INFO : Set logging level to 1
[2022-02-20 16:09:24 main:441] : INFO : Running in BOINC Client mode
[2022-02-20 16:09:24 main:444] : INFO : Resolving all filenames
[2022-02-20 16:09:24 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-20 16:09:24 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-20 16:09:24 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-20 16:09:24 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-20 16:09:24 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-20 16:09:24 main:472] : INFO : Dataset filename: dataset.hdf5
[2022-02-20 16:09:24 main:474] : INFO : Configuration:
[2022-02-20 16:09:24 main:475] : INFO : Model type: GRU
[2022-02-20 16:09:24 main:476] : INFO : Validation Loss Threshold: 0.0001
[2022-02-20 16:09:25 main:477] : INFO : Max Epochs: 2048
[2022-02-20 16:09:25 main:478] : INFO : Batch Size: 128
[2022-02-20 16:09:25 main:479] : INFO : Learning Rate: 0.01
[2022-02-20 16:09:25 main:480] : INFO : Patience: 10
[2022-02-20 16:09:25 main:481] : INFO : Hidden Width: 12
[2022-02-20 16:09:25 main:482] : INFO : # Recurrent Layers: 4
[2022-02-20 16:09:25 main:483] : INFO : # Backend Layers: 4
[2022-02-20 16:09:25 main:484] : INFO : # Threads: 1
[2022-02-20 16:09:25 main:486] : INFO : Preparing Dataset
[2022-02-20 16:09:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-20 16:09:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-20 16:09:27 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory.
[2022-02-20 16:09:27 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-20 16:09:27 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-20 16:09:27 load:106] : INFO : Successfully loaded dataset of 512 examples into memory.
[2022-02-20 16:09:27 main:494] : INFO : Creating Model
[2022-02-20 16:09:28 main:507] : INFO : Preparing config file
[2022-02-20 16:09:28 main:511] : INFO : Found checkpoint, attempting to load...
[2022-02-20 16:09:28 main:512] : INFO : Loading config
[2022-02-20 16:09:28 main:514] : INFO : Loading state
[2022-02-20 16:09:29 main:559] : INFO : Loading DataLoader into Memory
[2022-02-20 16:09:29 main:562] : INFO : Starting Training
[2022-02-20 16:09:34 main:574] : INFO : Epoch 1645 | loss: 0.0315761 | val_loss: 0.0312326 | Time: 4776.47 ms
[2022-02-20 16:09:38 main:574] : INFO : Epoch 1646 | loss: 0.0312463 | val_loss: 0.031217 | Time: 4446.62 ms
[2022-02-20 16:09:43 main:574] : INFO : Epoch 1647 | loss: 0.0312024 | val_loss: 0.0311869 | Time: 4417.24 ms
[2022-02-20 16:09:47 main:574] : INFO : Epoch 1648 | loss: 0.0311765 | val_loss: 0.0311776 | Time: 4548.93 ms
[2022-02-20 16:09:52 main:574] : INFO : Epoch 1649 | loss: 0.0311725 | val_loss: 0.0311768 | Time: 4519.18 ms
[2022-02-20 16:09:56 main:574] : INFO : Epoch 1650 | loss: 0.0311713 | val_loss: 0.0311748 | Time: 4450.9 ms
[2022-02-20 16:10:01 main:574] : INFO : Epoch 1651 | loss: 0.0311707 | val_loss: 0.0311773 | Time: 4513.98 ms
[2022-02-20 16:10:06 main:574] : INFO : Epoch 1652 | loss: 0.0311711 | val_loss: 0.0311763 | Time: 4538.62 ms
[2022-02-20 16:10:10 main:574] : INFO : Epoch 1653 | loss: 0.0311708 | val_loss: 0.0311744 | Time: 4372.95 ms
[2022-02-20 16:10:15 main:574] : INFO : Epoch 1654 | loss: 0.0311705 | val_loss: 0.0311735 | Time: 4618.45 ms
[2022-02-20 16:10:19 main:574] : INFO : Epoch 1655 | loss: 0.0311691 | val_loss: 0.0311741 | Time: 4510.21 ms
[2022-02-20 16:10:24 main:574] : INFO : Epoch 1656 | loss: 0.0311704 | val_loss: 0.0311753 | Time: 4442.96 ms
[2022-02-20 16:10:28 main:574] : INFO : Epoch 1657 | loss: 0.0311696 | val_loss: 0.0311736 | Time: 4414.27 ms
[2022-02-20 16:10:33 main:574] : INFO : Epoch 1658 | loss: 0.0311693 | val_loss: 0.0311755 | Time: 4361.28 ms
[2022-02-20 16:10:37 main:574] : INFO : Epoch 1659 | loss: 0.0311695 | val_loss: 0.0311743 | Time: 4448.65 ms
[2022-02-20 16:10:41 main:574] : INFO : Epoch 1660 | loss: 0.0311694 | val_loss: 0.031175 | Time: 4405.49 ms
[2022-02-20 16:10:46 main:574] : INFO : Epoch 1661 | loss: 0.0311718 | val_loss: 0.0311734 | Time: 4551.74 ms
[2022-02-20 16:10:51 main:574] : INFO : Epoch 1662 | loss: 0.0311703 | val_loss: 0.0311741 | Time: 4574.78 ms
[2022-02-20 16:10:55 main:574] : INFO : Epoch 1663 | loss: 0.0311687 | val_loss: 0.0311742 | Time: 4462.44 ms
[2022-02-20 16:11:00 main:574] : INFO : Epoch 1664 | loss: 0.031169 | val_loss: 0.0311738 | Time: 4504.29 ms
[2022-02-20 16:11:04 main:574] : INFO : Epoch 1665 | loss: 0.0311686 | val_loss: 0.0311746 | Time: 4406.05 ms
[2022-02-20 16:11:09 main:574] : INFO : Epoch 1666 | loss: 0.0311697 | val_loss: 0.0311751 | Time: 4560.45 ms
[2022-02-20 16:11:13 main:574] : INFO : Epoch 1667 | loss: 0.0311689 | val_loss: 0.0311758 | Time: 4441.91 ms
[2022-02-20 16:11:18 main:574] : INFO : Epoch 1668 | loss: 0.0311675 | val_loss: 0.0311776 | Time: 4496.02 ms
[2022-02-20 16:11:22 main:574] : INFO : Epoch 1669 | loss: 0.0311707 | val_loss: 0.0311754 | Time: 4471.34 ms
[2022-02-20 16:11:27 main:574] : INFO : Epoch 1670 | loss: 0.0311684 | val_loss: 0.0311744 | Time: 4440.19 ms
[2022-02-20 16:11:31 main:574] : INFO : Epoch 1671 | loss: 0.0311684 | val_loss: 0.0311739 | Time: 4416.09 ms
[2022-02-20 16:11:36 main:574] : INFO : Epoch 1672 | loss: 0.0311711 | val_loss: 0.0311756 | Time: 4539.22 ms
[2022-02-20 16:11:40 main:574] : INFO : Epoch 1673 | loss: 0.0311722 | val_loss: 0.0311763 | Time: 4492.86 ms
[2022-02-20 16:11:45 main:574] : INFO : Epoch 1674 | loss: 0.0311727 | val_loss: 0.031174 | Time: 4420.8 ms
[2022-02-20 16:11:50 main:574] : INFO : Epoch 1675 | loss: 0.0311722 | val_loss: 0.0311719 | Time: 4496.37 ms
[2022-02-20 16:11:55 main:574] : INFO : Epoch 1676 | loss: 0.0311711 | val_loss: 0.0311847 | Time: 4603.8 ms
[2022-02-20 16:11:59 main:574] : INFO : Epoch 1677 | loss: 0.0311723 | val_loss: 0.031172 | Time: 4572.75 ms
[2022-02-20 16:12:04 main:574] : INFO : Epoch 1678 | loss: 0.0311705 | val_loss: 0.0311739 | Time: 4405.74 ms
[2022-02-20 16:12:08 main:574] : INFO : Epoch 1679 | loss: 0.0311719 | val_loss: 0.0311738 | Time: 4412.32 ms
[2022-02-20 16:12:13 main:574] : INFO : Epoch 1680 | loss: 0.0311708 | val_loss: 0.0311731 | Time: 4486.89 ms
[2022-02-20 16:12:17 main:574] : INFO : Epoch 1681 | loss: 0.0311703 | val_loss: 0.0311745 | Time: 4482.97 ms
[2022-02-20 16:12:22 main:574] : INFO : Epoch 1682 | loss: 0.0311713 | val_loss: 0.0311733 | Time: 4438.45 ms
[2022-02-20 16:12:27 main:574] : INFO : Epoch 1683 | loss: 0.0311709 | val_loss: 0.0311786 | Time: 4602.27 ms
[2022-02-20 16:12:31 main:574] : INFO : Epoch 1684 | loss: 0.0311721 | val_loss: 0.0311756 | Time: 4570.36 ms
[2022-02-20 16:12:36 main:574] : INFO : Epoch 1685 | loss: 0.0311705 | val_loss: 0.0311723 | Time: 4535.51 ms
[2022-02-20 16:12:40 main:574] : INFO : Epoch 1686 | loss: 0.0311699 | val_loss: 0.0311728 | Time: 4387.59 ms
[2022-02-20 16:12:45 main:574] : INFO : Epoch 1687 | loss: 0.0311711 | val_loss: 0.0311725 | Time: 4446.83 ms
[2022-02-20 16:12:49 main:574] : INFO : Epoch 1688 | loss: 0.0311715 | val_loss: 0.0311721 | Time: 4616.66 ms
[2022-02-20 16:12:54 main:574] : INFO : Epoch 1689 | loss: 0.0311721 | val_loss: 0.031173 | Time: 4435.19 ms
[2022-02-20 16:12:58 main:574] : INFO : Epoch 1690 | loss: 0.0311743 | val_loss: 0.0311733 | Time: 4509.77 ms
[2022-02-20 16:13:03 main:574] : INFO : Epoch 1691 | loss: 0.0311729 | val_loss: 0.0311724 | Time: 4526.83 ms
[2022-02-20 16:13:08 main:574] : INFO : Epoch 1692 | loss: 0.031172 | val_loss: 0.0311715 | Time: 4524.77 ms
[2022-02-20 16:13:13 main:574] : INFO : Epoch 1693 | loss: 0.0311712 | val_loss: 0.0311738 | Time: 4579.85 ms
[2022-02-20 16:13:17 main:574] : INFO : Epoch 1694 | loss: 0.0311762 | val_loss: 0.0311745 | Time: 4562.12 ms
[2022-02-20 16:13:22 main:574] : INFO : Epoch 1695 | loss: 0.0311742 | val_loss: 0.0311764 | Time: 4412.21 ms
[2022-02-20 16:13:26 main:574] : INFO : Epoch 1696 | loss: 0.0311722 | val_loss: 0.0311722 | Time: 4503.92 ms
[2022-02-20 16:13:31 main:574] : INFO : Epoch 1697 | loss: 0.0311728 | val_loss: 0.0311766 | Time: 4393.39 ms
[2022-02-20 16:13:35 main:574] : INFO : Epoch 1698 | loss: 0.0311732 | val_loss: 0.0311761 | Time: 4436.56 ms
[2022-02-20 16:13:40 main:574] : INFO : Epoch 1699 | loss: 0.0311729 | val_loss: 0.0311813 | Time: 4455.4 ms
[2022-02-20 16:13:44 main:574] : INFO : Epoch 1700 | loss: 0.0311726 | val_loss: 0.0311716 | Time: 4600.51 ms
[2022-02-20 16:13:49 main:574] : INFO : Epoch 1701 | loss: 0.0311729 | val_loss: 0.0311806 | Time: 4625.15 ms
[2022-02-20 16:13:53 main:574] : INFO : Epoch 1702 | loss: 0.0311763 | val_loss: 0.0311791 | Time: 4405.9 ms
[2022-02-20 16:13:58 main:574] : INFO : Epoch 1703 | loss: 0.0311754 | val_loss: 0.0311787 | Time: 4486.44 ms
[2022-02-20 16:14:03 main:574] : INFO : Epoch 1704 | loss: 0.0311757 | val_loss: 0.0311769 | Time: 4555.48 ms
[2022-02-20 16:14:07 main:574] : INFO : Epoch 1705 | loss: 0.0311738 | val_loss: 0.0311755 | Time: 4436.56 ms
[2022-02-20 16:14:12 main:574] : INFO : Epoch 1706 | loss: 0.0311724 | val_loss: 0.0311783 | Time: 4465.75 ms
[2022-02-20 16:14:16 main:574] : INFO : Epoch 1707 | loss: 0.0311733 | val_loss: 0.03118 | Time: 4469.95 ms
[2022-02-20 16:14:21 main:574] : INFO : Epoch 1708 | loss: 0.0311728 | val_loss: 0.0311756 | Time: 4410.65 ms
[2022-02-20 16:14:25 main:574] : INFO : Epoch 1709 | loss: 0.0311738 | val_loss: 0.031175 | Time: 4447.52 ms
[2022-02-20 16:14:30 main:574] : INFO : Epoch 1710 | loss: 0.031172 | val_loss: 0.0311746 | Time: 4462.7 ms
[2022-02-20 16:14:34 main:574] : INFO : Epoch 1711 | loss: 0.0311709 | val_loss: 0.0311754 | Time: 4519.57 ms
[2022-02-20 16:14:39 main:574] : INFO : Epoch 1712 | loss: 0.031172 | val_loss: 0.0311738 | Time: 4491.99 ms
[2022-02-20 16:14:43 main:574] : INFO : Epoch 1713 | loss: 0.0311726 | val_loss: 0.0311743 | Time: 4479.63 ms
[2022-02-20 16:14:48 main:574] : INFO : Epoch 1714 | loss: 0.0311732 | val_loss: 0.0311787 | Time: 4414.56 ms
[2022-02-20 16:14:53 main:574] : INFO : Epoch 1715 | loss: 0.0311721 | val_loss: 0.0311739 | Time: 4418.37 ms
[2022-02-20 16:14:57 main:574] : INFO : Epoch 1716 | loss: 0.0311734 | val_loss: 0.0311747 | Time: 4423.92 ms
[2022-02-20 16:15:02 main:574] : INFO : Epoch 1717 | loss: 0.0311753 | val_loss: 0.0311782 | Time: 4504.18 ms
[2022-02-20 16:15:06 main:574] : INFO : Epoch 1718 | loss: 0.031174 | val_loss: 0.0311741 | Time: 4513.44 ms
[2022-02-20 16:15:11 main:574] : INFO : Epoch 1719 | loss: 0.0311764 | val_loss: 0.0311751 | Time: 4498.47 ms
[2022-02-20 16:15:15 main:574] : INFO : Epoch 1720 | loss: 0.0311738 | val_loss: 0.0311749 | Time: 4472.97 ms
[2022-02-20 16:15:20 main:574] : INFO : Epoch 1721 | loss: 0.0311728 | val_loss: 0.0311737 | Time: 4368.63 ms
[2022-02-20 16:15:25 main:574] : INFO : Epoch 1722 | loss: 0.031171 | val_loss: 0.0311732 | Time: 4621.25 ms
[2022-02-20 16:15:29 main:574] : INFO : Epoch 1723 | loss: 0.0311723 | val_loss: 0.03118 | Time: 4408.63 ms
[2022-02-20 16:15:33 main:574] : INFO : Epoch 1724 | loss: 0.0311752 | val_loss: 0.0311709 | Time: 4443.89 ms
[2022-02-20 16:15:38 main:574] : INFO : Epoch 1725 | loss: 0.0311707 | val_loss: 0.0311724 | Time: 4399.62 ms
[2022-02-20 16:15:42 main:574] : INFO : Epoch 1726 | loss: 0.0311698 | val_loss: 0.0311721 | Time: 4476.23 ms
[2022-02-20 16:15:47 main:574] : INFO : Epoch 1727 | loss: 0.0311694 | val_loss: 0.0311726 | Time: 4673.46 ms
[2022-02-20 16:15:52 main:574] : INFO : Epoch 1728 | loss: 0.0311694 | val_loss: 0.0311761 | Time: 4710.86 ms
[2022-02-20 16:15:57 main:574] : INFO : Epoch 1729 | loss: 0.0311712 | val_loss: 0.0311792 | Time: 4571.18 ms
[2022-02-20 16:16:01 main:574] : INFO : Epoch 1730 | loss: 0.0311735 | val_loss: 0.0311729 | Time: 4570.83 ms
[2022-02-20 16:16:06 main:574] : INFO : Epoch 1731 | loss: 0.0311724 | val_loss: 0.0311738 | Time: 4529.22 ms
[2022-02-20 16:16:11 main:574] : INFO : Epoch 1732 | loss: 0.0311701 | val_loss: 0.0311765 | Time: 4418.26 ms
[2022-02-20 16:16:15 main:574] : INFO : Epoch 1733 | loss: 0.0311733 | val_loss: 0.0311763 | Time: 4433.34 ms
[2022-02-20 16:16:20 main:574] : INFO : Epoch 1734 | loss: 0.0311729 | val_loss: 0.0311731 | Time: 4585.43 ms
[2022-02-20 16:16:24 main:574] : INFO : Epoch 1735 | loss: 0.0311703 | val_loss: 0.0311737 | Time: 4684.34 ms
[2022-02-20 16:16:29 main:574] : INFO : Epoch 1736 | loss: 0.0311686 | val_loss: 0.0311763 | Time: 4762.1 ms
[2022-02-20 16:16:34 main:574] : INFO : Epoch 1737 | loss: 0.0311719 | val_loss: 0.0311717 | Time: 4524.31 ms
[2022-02-20 16:16:38 main:574] : INFO : Epoch 1738 | loss: 0.0311708 | val_loss: 0.0311736 | Time: 4630.65 ms
[2022-02-20 16:16:43 main:574] : INFO : Epoch 1739 | loss: 0.0311697 | val_loss: 0.0311722 | Time: 4596.58 ms
[2022-02-20 16:16:48 main:574] : INFO : Epoch 1740 | loss: 0.0311692 | val_loss: 0.0311726 | Time: 4682.26 ms
[2022-02-20 16:16:54 main:574] : INFO : Epoch 1741 | loss: 0.0311697 | val_loss: 0.031172 | Time: 6544.76 ms
[2022-02-20 16:17:01 main:574] : INFO : Epoch 1742 | loss: 0.0311697 | val_loss: 0.0311743 | Time: 7016.13 ms
[2022-02-20 16:17:09 main:574] : INFO : Epoch 1743 | loss: 0.0311702 | val_loss: 0.0311737 | Time: 7081.41 ms
[2022-02-20 16:17:16 main:574] : INFO : Epoch 1744 | loss: 0.0311697 | val_loss: 0.0311736 | Time: 7002.24 ms
[2022-02-20 16:17:23 main:574] : INFO : Epoch 1745 | loss: 0.0311699 | val_loss: 0.0311824 | Time: 7036.67 ms
[2022-02-20 16:17:30 main:574] : INFO : Epoch 1746 | loss: 0.0311794 | val_loss: 0.0311747 | Time: 6966.89 ms
[2022-02-20 16:17:37 main:574] : INFO : Epoch 1747 | loss: 0.0311758 | val_loss: 0.031175 | Time: 6905.18 ms
[2022-02-20 16:17:44 main:574] : INFO : Epoch 1748 | loss: 0.0311729 | val_loss: 0.0311763 | Time: 6932.64 ms
[2022-02-20 16:17:51 main:574] : INFO : Epoch 1749 | loss: 0.0311723 | val_loss: 0.0311743 | Time: 7015.32 ms
[2022-02-20 16:17:58 main:574] : INFO : Epoch 1750 | loss: 0.0311709 | val_loss: 0.0311762 | Time: 6970.69 ms
[2022-02-20 16:18:05 main:574] : INFO : Epoch 1751 | loss: 0.0311709 | val_loss: 0.0311738 | Time: 7056.3 ms
[2022-02-20 16:18:12 main:574] : INFO : Epoch 1752 | loss: 0.0311711 | val_loss: 0.0311736 | Time: 6888.37 ms
[2022-02-20 16:18:19 main:574] : INFO : Epoch 1753 | loss: 0.0311707 | val_loss: 0.0311739 | Time: 6981.6 ms
[2022-02-20 16:18:26 main:574] : INFO : Epoch 1754 | loss: 0.0311703 | val_loss: 0.0311737 | Time: 6978.08 ms
[2022-02-20 16:18:33 main:574] : INFO : Epoch 1755 | loss: 0.031171 | val_loss: 0.0311757 | Time: 7019.43 ms
[2022-02-20 16:18:40 main:574] : INFO : Epoch 1756 | loss: 0.0311737 | val_loss: 0.0311791 | Time: 6979.3 ms
[2022-02-20 16:18:47 main:574] : INFO : Epoch 1757 | loss: 0.0311762 | val_loss: 0.031175 | Time: 6982.71 ms
[2022-02-20 16:18:54 main:574] : INFO : Epoch 1758 | loss: 0.0311758 | val_loss: 0.0311751 | Time: 7020.16 ms
[2022-02-20 16:19:01 main:574] : INFO : Epoch 1759 | loss: 0.0311729 | val_loss: 0.0311793 | Time: 7065.31 ms
[2022-02-20 16:19:09 main:574] : INFO : Epoch 1760 | loss: 0.031172 | val_loss: 0.0311773 | Time: 7053.51 ms
[2022-02-20 16:19:16 main:574] : INFO : Epoch 1761 | loss: 0.031173 | val_loss: 0.0311766 | Time: 6950.14 ms
[2022-02-20 16:19:23 main:574] : INFO : Epoch 1762 | loss: 0.0311719 | val_loss: 0.031176 | Time: 7054.68 ms
[2022-02-20 16:19:30 main:574] : INFO : Epoch 1763 | loss: 0.0311744 | val_loss: 0.0311741 | Time: 6856.27 ms
[2022-02-20 16:19:37 main:574] : INFO : Epoch 1764 | loss: 0.0311713 | val_loss: 0.0311757 | Time: 6964.55 ms
[2022-02-20 16:19:44 main:574] : INFO : Epoch 1765 | loss: 0.0311723 | val_loss: 0.0311777 | Time: 7004.63 ms
[2022-02-20 16:19:51 main:574] : INFO : Epoch 1766 | loss: 0.0311756 | val_loss: 0.031177 | Time: 7126.86 ms
[2022-02-20 16:19:58 main:574] : INFO : Epoch 1767 | loss: 0.0311739 | val_loss: 0.031176 | Time: 7112.69 ms
[2022-02-20 16:20:05 main:574] : INFO : Epoch 1768 | loss: 0.0311717 | val_loss: 0.0311762 | Time: 7001.77 ms
[2022-02-20 16:20:12 main:574] : INFO : Epoch 1769 | loss: 0.0311748 | val_loss: 0.0311797 | Time: 7038.88 ms
[2022-02-20 16:20:19 main:574] : INFO : Epoch 1770 | loss: 0.0311742 | val_loss: 0.0311797 | Time: 6993.3 ms
[2022-02-20 16:20:26 main:574] : INFO : Epoch 1771 | loss: 0.0311765 | val_loss: 0.0311793 | Time: 7134.36 ms
[2022-02-20 16:20:33 main:574] : INFO : Epoch 1772 | loss: 0.031176 | val_loss: 0.0311776 | Time: 6976.82 ms
[2022-02-20 16:20:40 main:574] : INFO : Epoch 1773 | loss: 0.0311759 | val_loss: 0.0311793 | Time: 6992.38 ms
[2022-02-20 16:20:47 main:574] : INFO : Epoch 1774 | loss: 0.031179 | val_loss: 0.0311824 | Time: 7091.8 ms
[2022-02-20 16:20:54 main:574] : INFO : Epoch 1775 | loss: 0.0311756 | val_loss: 0.0311805 | Time: 6916.35 ms
[2022-02-20 16:21:01 main:574] : INFO : Epoch 1776 | loss: 0.0311738 | val_loss: 0.031174 | Time: 7029.66 ms
[2022-02-20 16:21:09 main:574] : INFO : Epoch 1777 | loss: 0.0311735 | val_loss: 0.0311775 | Time: 7440.8 ms
[2022-02-20 16:21:16 main:574] : INFO : Epoch 1778 | loss: 0.0311743 | val_loss: 0.0311786 | Time: 7185.88 ms
[2022-02-20 16:21:23 main:574] : INFO : Epoch 1779 | loss: 0.0311743 | val_loss: 0.0311835 | Time: 6986.66 ms
[2022-02-20 16:21:30 main:574] : INFO : Epoch 1780 | loss: 0.0311731 | val_loss: 0.0311775 | Time: 7056.45 ms
[2022-02-20 16:21:37 main:574] : INFO : Epoch 1781 | loss: 0.0311748 | val_loss: 0.0311774 | Time: 7014.61 ms
[2022-02-20 16:21:44 main:574] : INFO : Epoch 1782 | loss: 0.0311749 | val_loss: 0.031181 | Time: 7033.78 ms
[2022-02-20 16:21:52 main:574] : INFO : Epoch 1783 | loss: 0.0311754 | val_loss: 0.0311763 | Time: 6983.35 ms
[2022-02-20 16:21:59 main:574] : INFO : Epoch 1784 | loss: 0.0311743 | val_loss: 0.0311793 | Time: 7091.1 ms
[2022-02-20 16:22:06 main:574] : INFO : Epoch 1785 | loss: 0.0311767 | val_loss: 0.031188 | Time: 7031.2 ms
[2022-02-20 16:22:13 main:574] : INFO : Epoch 1786 | loss: 0.0311748 | val_loss: 0.0311761 | Time: 7039.1 ms
[2022-02-20 16:22:20 main:574] : INFO : Epoch 1787 | loss: 0.0311754 | val_loss: 0.031179 | Time: 7084.78 ms
[2022-02-20 16:22:27 main:574] : INFO : Epoch 1788 | loss: 0.0311749 | val_loss: 0.0311801 | Time: 7059.09 ms
[2022-02-20 16:22:34 main:574] : INFO : Epoch 1789 | loss: 0.0311764 | val_loss: 0.0311825 | Time: 6985.25 ms
[2022-02-20 16:22:41 main:574] : INFO : Epoch 1790 | loss: 0.0311791 | val_loss: 0.0311783 | Time: 6968.11 ms
[2022-02-20 16:22:48 main:574] : INFO : Epoch 1791 | loss: 0.0311735 | val_loss: 0.0311755 | Time: 6879.56 ms
[2022-02-20 16:22:55 main:574] : INFO : Epoch 1792 | loss: 0.0311721 | val_loss: 0.0311756 | Time: 6923.27 ms
[2022-02-20 16:23:02 main:574] : INFO : Epoch 1793 | loss: 0.0311722 | val_loss: 0.0311785 | Time: 6998.87 ms
[2022-02-20 16:23:10 main:574] : INFO : Epoch 1794 | loss: 0.0311733 | val_loss: 0.0311769 | Time: 7069.84 ms
[2022-02-20 16:23:17 main:574] : INFO : Epoch 1795 | loss: 0.0311737 | val_loss: 0.0311737 | Time: 6969.35 ms
[2022-02-20 16:23:24 main:574] : INFO : Epoch 1796 | loss: 0.0311708 | val_loss: 0.0311712 | Time: 7048.48 ms
[2022-02-20 16:23:31 main:574] : INFO : Epoch 1797 | loss: 0.0311722 | val_loss: 0.0311726 | Time: 6987.21 ms
[2022-02-20 16:23:38 main:574] : INFO : Epoch 1798 | loss: 0.0311741 | val_loss: 0.0311758 | Time: 7041.82 ms
[2022-02-20 16:23:45 main:574] : INFO : Epoch 1799 | loss: 0.0311716 | val_loss: 0.0311736 | Time: 6893.68 ms
[2022-02-20 16:23:52 main:574] : INFO : Epoch 1800 | loss: 0.0311723 | val_loss: 0.0311767 | Time: 7015.39 ms
[2022-02-20 16:23:59 main:574] : INFO : Epoch 1801 | loss: 0.0311776 | val_loss: 0.0311834 | Time: 6950.69 ms
[2022-02-20 16:24:06 main:574] : INFO : Epoch 1802 | loss: 0.0311765 | val_loss: 0.0311783 | Time: 7097.93 ms
[2022-02-20 16:24:13 main:574] : INFO : Epoch 1803 | loss: 0.0311731 | val_loss: 0.0311734 | Time: 6854.89 ms
[2022-02-20 16:24:20 main:574] : INFO : Epoch 1804 | loss: 0.0311755 | val_loss: 0.031175 | Time: 7019.9 ms
[2022-02-20 16:24:27 main:574] : INFO : Epoch 1805 | loss: 0.0311741 | val_loss: 0.0311767 | Time: 6931.22 ms
[2022-02-20 16:24:34 main:574] : INFO : Epoch 1806 | loss: 0.0311729 | val_loss: 0.0311773 | Time: 7000.8 ms
[2022-02-20 16:24:41 main:574] : INFO : Epoch 1807 | loss: 0.0311722 | val_loss: 0.0311767 | Time: 6992.8 ms
[2022-02-20 16:24:48 main:574] : INFO : Epoch 1808 | loss: 0.0311717 | val_loss: 0.0311756 | Time: 7008.19 ms
[2022-02-20 16:24:56 main:574] : INFO : Epoch 1809 | loss: 0.0311706 | val_loss: 0.03118 | Time: 6982.11 ms
[2022-02-20 16:25:03 main:574] : INFO : Epoch 1810 | loss: 0.031173 | val_loss: 0.0311787 | Time: 7092.58 ms
[2022-02-20 16:25:10 main:574] : INFO : Epoch 1811 | loss: 0.0311733 | val_loss: 0.031178 | Time: 7005.67 ms
[2022-02-20 16:25:17 main:574] : INFO : Epoch 1812 | loss: 0.0311724 | val_loss: 0.0311755 | Time: 7126.26 ms
[2022-02-20 16:25:24 main:574] : INFO : Epoch 1813 | loss: 0.0311717 | val_loss: 0.0311759 | Time: 7097.15 ms
[2022-02-20 16:25:31 main:574] : INFO : Epoch 1814 | loss: 0.0311744 | val_loss: 0.0311791 | Time: 7013.93 ms
[2022-02-20 16:25:38 main:574] : INFO : Epoch 1815 | loss: 0.0311727 | val_loss: 0.0311761 | Time: 7001.06 ms
[2022-02-20 16:25:45 main:574] : INFO : Epoch 1816 | loss: 0.0311742 | val_loss: 0.0311765 | Time: 6854.92 ms
[2022-02-20 16:25:52 main:574] : INFO : Epoch 1817 | loss: 0.0311747 | val_loss: 0.0311792 | Time: 7121.81 ms
[2022-02-20 16:25:59 main:574] : INFO : Epoch 1818 | loss: 0.0311749 | val_loss: 0.0311746 | Time: 7034.5 ms
[2022-02-20 16:26:07 main:574] : INFO : Epoch 1819 | loss: 0.0311734 | val_loss: 0.0311774 | Time: 7035.71 ms
[2022-02-20 16:26:13 main:574] : INFO : Epoch 1820 | loss: 0.0311755 | val_loss: 0.0311773 | Time: 6819.94 ms
[2022-02-20 16:26:20 main:574] : INFO : Epoch 1821 | loss: 0.0311728 | val_loss: 0.0311748 | Time: 6963.05 ms
[2022-02-20 16:26:27 main:574] : INFO : Epoch 1822 | loss: 0.0311726 | val_loss: 0.0311759 | Time: 7006 ms
[2022-02-20 16:26:35 main:574] : INFO : Epoch 1823 | loss: 0.0311729 | val_loss: 0.0311736 | Time: 7056.12 ms
[2022-02-20 16:26:42 main:574] : INFO : Epoch 1824 | loss: 0.0311733 | val_loss: 0.0311732 | Time: 7096.94 ms
[2022-02-20 16:26:49 main:574] : INFO : Epoch 1825 | loss: 0.0311722 | val_loss: 0.0311747 | Time: 6962.18 ms
[2022-02-20 16:26:56 main:574] : INFO : Epoch 1826 | loss: 0.0311729 | val_loss: 0.0311762 | Time: 7080.5 ms
[2022-02-20 16:27:03 main:574] : INFO : Epoch 1827 | loss: 0.0311739 | val_loss: 0.0311743 | Time: 6990.78 ms
[2022-02-20 16:27:10 main:574] : INFO : Epoch 1828 | loss: 0.0311735 | val_loss: 0.0311734 | Time: 6967.29 ms
[2022-02-20 16:27:17 main:574] : INFO : Epoch 1829 | loss: 0.0311744 | val_loss: 0.0311747 | Time: 7023.87 ms
[2022-02-20 16:27:24 main:574] : INFO : Epoch 1830 | loss: 0.0311728 | val_loss: 0.0311815 | Time: 7055.63 ms
[2022-02-20 16:27:31 main:574] : INFO : Epoch 1831 | loss: 0.0311758 | val_loss: 0.0311761 | Time: 6941.09 ms
[2022-02-20 16:27:38 main:574] : INFO : Epoch 1832 | loss: 0.0311728 | val_loss: 0.0311722 | Time: 7099.28 ms
[2022-02-20 16:27:45 main:574] : INFO : Epoch 1833 | loss: 0.0311727 | val_loss: 0.0311784 | Time: 7126.25 ms
[2022-02-20 16:27:52 main:574] : INFO : Epoch 1834 | loss: 0.0311747 | val_loss: 0.0311803 | Time: 6970.23 ms
[2022-02-20 16:27:59 main:574] : INFO : Epoch 1835 | loss: 0.0311744 | val_loss: 0.0311739 | Time: 6962.16 ms
[2022-02-20 16:28:06 main:574] : INFO : Epoch 1836 | loss: 0.0311723 | val_loss: 0.0311734 | Time: 6955.25 ms
[2022-02-20 16:28:13 main:574] : INFO : Epoch 1837 | loss: 0.0311711 | val_loss: 0.0311731 | Time: 6950.39 ms
[2022-02-20 16:28:21 main:574] : INFO : Epoch 1838 | loss: 0.0311694 | val_loss: 0.0311717 | Time: 7044.36 ms
[2022-02-20 16:28:28 main:574] : INFO : Epoch 1839 | loss: 0.0311718 | val_loss: 0.0311744 | Time: 7039.21 ms
[2022-02-20 16:28:35 main:574] : INFO : Epoch 1840 | loss: 0.0311777 | val_loss: 0.031173 | Time: 7064.24 ms
[2022-02-20 16:28:42 main:574] : INFO : Epoch 1841 | loss: 0.0311727 | val_loss: 0.0311751 | Time: 7025.95 ms
[2022-02-20 16:28:49 main:574] : INFO : Epoch 1842 | loss: 0.0311724 | val_loss: 0.0311727 | Time: 6963.58 ms
[2022-02-20 16:28:56 main:574] : INFO : Epoch 1843 | loss: 0.0311749 | val_loss: 0.0311855 | Time: 7067.96 ms
[2022-02-20 16:29:03 main:574] : INFO : Epoch 1844 | loss: 0.0311753 | val_loss: 0.0311751 | Time: 6973.06 ms
[2022-02-20 16:29:10 main:574] : INFO : Epoch 1845 | loss: 0.0311774 | val_loss: 0.0311778 | Time: 7012.55 ms
[2022-02-20 16:29:17 main:574] : INFO : Epoch 1846 | loss: 0.0311737 | val_loss: 0.0311734 | Time: 6905.68 ms
[2022-02-20 16:29:24 main:574] : INFO : Epoch 1847 | loss: 0.0311726 | val_loss: 0.031173 | Time: 6981.25 ms
[2022-02-20 16:29:31 main:574] : INFO : Epoch 1848 | loss: 0.031172 | val_loss: 0.031176 | Time: 6943.59 ms
[2022-02-20 16:29:38 main:574] : INFO : Epoch 1849 | loss: 0.031175 | val_loss: 0.0311751 | Time: 6970.35 ms
[2022-02-20 16:29:45 main:574] : INFO : Epoch 1850 | loss: 0.0311755 | val_loss: 0.0311751 | Time: 6940.23 ms
[2022-02-20 16:29:52 main:574] : INFO : Epoch 1851 | loss: 0.0311768 | val_loss: 0.0311767 | Time: 6969 ms
[2022-02-20 16:29:59 main:574] : INFO : Epoch 1852 | loss: 0.031178 | val_loss: 0.031178 | Time: 6942.61 ms
[2022-02-20 16:30:06 main:574] : INFO : Epoch 1853 | loss: 0.0311773 | val_loss: 0.0311778 | Time: 7091.99 ms
[2022-02-20 16:30:13 main:574] : INFO : Epoch 1854 | loss: 0.0311768 | val_loss: 0.0311779 | Time: 6964.1 ms
[2022-02-20 16:30:20 main:574] : INFO : Epoch 1855 | loss: 0.0311767 | val_loss: 0.0311779 | Time: 7047.96 ms
[2022-02-20 16:30:27 main:574] : INFO : Epoch 1856 | loss: 0.031179 | val_loss: 0.0311808 | Time: 6979.87 ms
[2022-02-20 16:30:34 main:574] : INFO : Epoch 1857 | loss: 0.0311766 | val_loss: 0.0311811 | Time: 7053.73 ms
[2022-02-20 16:30:41 main:574] : INFO : Epoch 1858 | loss: 0.0311771 | val_loss: 0.0311814 | Time: 7036.57 ms
[2022-02-20 16:30:48 main:574] : INFO : Epoch 1859 | loss: 0.0311757 | val_loss: 0.0311808 | Time: 7066.37 ms
[2022-02-20 16:30:56 main:574] : INFO : Epoch 1860 | loss: 0.0311745 | val_loss: 0.0311796 | Time: 7075.45 ms
[2022-02-20 16:31:03 main:574] : INFO : Epoch 1861 | loss: 0.0311751 | val_loss: 0.0311781 | Time: 7152.05 ms
[2022-02-20 16:31:10 main:574] : INFO : Epoch 1862 | loss: 0.0311728 | val_loss: 0.0311831 | Time: 7112.62 ms
[2022-02-20 16:31:17 main:574] : INFO : Epoch 1863 | loss: 0.0311777 | val_loss: 0.0311804 | Time: 6977.62 ms
[2022-02-20 16:31:24 main:574] : INFO : Epoch 1864 | loss: 0.0311726 | val_loss: 0.0311781 | Time: 6829.78 ms
[2022-02-20 16:31:31 main:574] : INFO : Epoch 1865 | loss: 0.0311733 | val_loss: 0.0311759 | Time: 7079.49 ms
[2022-02-20 16:31:38 main:574] : INFO : Epoch 1866 | loss: 0.0311727 | val_loss: 0.0311771 | Time: 7046.81 ms
[2022-02-20 16:31:45 main:574] : INFO : Epoch 1867 | loss: 0.0311725 | val_loss: 0.031179 | Time: 6986.09 ms
[2022-02-20 16:31:52 main:574] : INFO : Epoch 1868 | loss: 0.0311739 | val_loss: 0.0311765 | Time: 7014.47 ms
[2022-02-20 16:31:59 main:574] : INFO : Epoch 1869 | loss: 0.0311755 | val_loss: 0.0311827 | Time: 6914.71 ms
[2022-02-20 16:32:06 main:574] : INFO : Epoch 1870 | loss: 0.0311768 | val_loss: 0.0311792 | Time: 6977.34 ms
[2022-02-20 16:32:13 main:574] : INFO : Epoch 1871 | loss: 0.0311741 | val_loss: 0.0311768 | Time: 7063.62 ms
[2022-02-20 16:32:20 main:574] : INFO : Epoch 1872 | loss: 0.0311727 | val_loss: 0.0311756 | Time: 6903.89 ms
[2022-02-20 16:32:27 main:574] : INFO : Epoch 1873 | loss: 0.031174 | val_loss: 0.0311771 | Time: 7113.8 ms
[2022-02-20 16:32:34 main:574] : INFO : Epoch 1874 | loss: 0.0311732 | val_loss: 0.0311765 | Time: 7002.49 ms
[2022-02-20 16:32:41 main:574] : INFO : Epoch 1875 | loss: 0.0311724 | val_loss: 0.0311748 | Time: 6932.1 ms
[2022-02-20 16:32:49 main:574] : INFO : Epoch 1876 | loss: 0.0311722 | val_loss: 0.0311751 | Time: 7080.34 ms
[2022-02-20 16:32:56 main:574] : INFO : Epoch 1877 | loss: 0.0311719 | val_loss: 0.0311735 | Time: 6978.77 ms
[2022-02-20 16:33:03 main:574] : INFO : Epoch 1878 | loss: 0.0311718 | val_loss: 0.0311734 | Time: 7000.91 ms
[2022-02-20 16:33:10 main:574] : INFO : Epoch 1879 | loss: 0.0311707 | val_loss: 0.0311731 | Time: 7036.21 ms
[2022-02-20 16:33:17 main:574] : INFO : Epoch 1880 | loss: 0.0311698 | val_loss: 0.0311727 | Time: 7092.21 ms
[2022-02-20 16:33:24 main:574] : INFO : Epoch 1881 | loss: 0.0311713 | val_loss: 0.031172 | Time: 7153.34 ms
[2022-02-20 16:33:31 main:574] : INFO : Epoch 1882 | loss: 0.031171 | val_loss: 0.0311718 | Time: 6925.52 ms
[2022-02-20 16:33:38 main:574] : INFO : Epoch 1883 | loss: 0.0311719 | val_loss: 0.0311732 | Time: 7046.62 ms
[2022-02-20 16:33:45 main:574] : INFO : Epoch 1884 | loss: 0.0311717 | val_loss: 0.0311727 | Time: 7067.12 ms
[2022-02-20 16:33:53 main:574] : INFO : Epoch 1885 | loss: 0.0311729 | val_loss: 0.0311764 | Time: 7107.3 ms
[2022-02-20 16:34:00 main:574] : INFO : Epoch 1886 | loss: 0.0311713 | val_loss: 0.0311768 | Time: 7326.41 ms
[2022-02-20 16:34:07 main:574] : INFO : Epoch 1887 | loss: 0.0311719 | val_loss: 0.0311739 | Time: 7017.76 ms
[2022-02-20 16:34:14 main:574] : INFO : Epoch 1888 | loss: 0.0311717 | val_loss: 0.0311745 | Time: 6995.13 ms
[2022-02-20 16:34:21 main:574] : INFO : Epoch 1889 | loss: 0.0311708 | val_loss: 0.0311775 | Time: 7023.41 ms
[2022-02-20 16:34:28 main:574] : INFO : Epoch 1890 | loss: 0.0311721 | val_loss: 0.0311767 | Time: 7050.31 ms
[2022-02-20 16:34:35 main:574] : INFO : Epoch 1891 | loss: 0.0311713 | val_loss: 0.0311745 | Time: 6931.4 ms
[2022-02-20 16:34:42 main:574] : INFO : Epoch 1892 | loss: 0.0311704 | val_loss: 0.0311761 | Time: 7069.78 ms
[2022-02-20 16:34:49 main:574] : INFO : Epoch 1893 | loss: 0.0311704 | val_loss: 0.0311745 | Time: 7041.86 ms
[2022-02-20 16:34:56 main:574] : INFO : Epoch 1894 | loss: 0.0311702 | val_loss: 0.031175 | Time: 6940.09 ms
[2022-02-20 16:35:04 main:574] : INFO : Epoch 1895 | loss: 0.0311721 | val_loss: 0.0311765 | Time: 7089.56 ms
[2022-02-20 16:35:11 main:574] : INFO : Epoch 1896 | loss: 0.0311714 | val_loss: 0.0311779 | Time: 6936.94 ms
[2022-02-20 16:35:18 main:574] : INFO : Epoch 1897 | loss: 0.0311733 | val_loss: 0.0311768 | Time: 7004.89 ms
[2022-02-20 16:35:25 main:574] : INFO : Epoch 1898 | loss: 0.031174 | val_loss: 0.0311759 | Time: 7026.52 ms
[2022-02-20 16:35:32 main:574] : INFO : Epoch 1899 | loss: 0.0311738 | val_loss: 0.031182 | Time: 6966.55 ms
[2022-02-20 16:35:39 main:574] : INFO : Epoch 1900 | loss: 0.0311757 | val_loss: 0.0311794 | Time: 7032.02 ms
[2022-02-20 16:35:46 main:574] : INFO : Epoch 1901 | loss: 0.0311731 | val_loss: 0.0311777 | Time: 6918.6 ms
[2022-02-20 16:35:53 main:574] : INFO : Epoch 1902 | loss: 0.0311714 | val_loss: 0.0311768 | Time: 7042.55 ms
[2022-02-20 16:36:00 main:574] : INFO : Epoch 1903 | loss: 0.0311732 | val_loss: 0.031175 | Time: 6961.1 ms
[2022-02-20 16:36:07 main:574] : INFO : Epoch 1904 | loss: 0.0311715 | val_loss: 0.0311773 | Time: 6950.42 ms
[2022-02-20 16:36:14 main:574] : INFO : Epoch 1905 | loss: 0.0311709 | val_loss: 0.0311759 | Time: 7035.24 ms
[2022-02-20 16:36:21 main:574] : INFO : Epoch 1906 | loss: 0.0311703 | val_loss: 0.0311732 | Time: 7106.41 ms
[2022-02-20 16:36:28 main:574] : INFO : Epoch 1907 | loss: 0.0311689 | val_loss: 0.031174 | Time: 7038.74 ms
[2022-02-20 16:36:35 main:574] : INFO : Epoch 1908 | loss: 0.0311701 | val_loss: 0.0311744 | Time: 6915.83 ms
[2022-02-20 16:36:42 main:574] : INFO : Epoch 1909 | loss: 0.031169 | val_loss: 0.0311741 | Time: 7049.07 ms
[2022-02-20 16:36:49 main:574] : INFO : Epoch 1910 | loss: 0.0311708 | val_loss: 0.0311776 | Time: 7054.56 ms
[2022-02-20 16:36:56 main:574] : INFO : Epoch 1911 | loss: 0.0311707 | val_loss: 0.0311782 | Time: 7012.28 ms
[2022-02-20 16:37:04 main:574] : INFO : Epoch 1912 | loss: 0.0311704 | val_loss: 0.0311785 | Time: 7010.04 ms
[2022-02-20 16:37:11 main:574] : INFO : Epoch 1913 | loss: 0.0311732 | val_loss: 0.0311773 | Time: 7089.86 ms
[2022-02-20 16:37:18 main:574] : INFO : Epoch 1914 | loss: 0.0311733 | val_loss: 0.03118 | Time: 7020.32 ms
[2022-02-20 16:37:25 main:574] : INFO : Epoch 1915 | loss: 0.0311725 | val_loss: 0.0311774 | Time: 6817.19 ms
[2022-02-20 16:37:32 main:574] : INFO : Epoch 1916 | loss: 0.0311695 | val_loss: 0.0311784 | Time: 7104.3 ms
[2022-02-20 16:37:39 main:574] : INFO : Epoch 1917 | loss: 0.0311706 | val_loss: 0.0311759 | Time: 7062.41 ms
[2022-02-20 16:37:46 main:574] : INFO : Epoch 1918 | loss: 0.0311711 | val_loss: 0.0311733 | Time: 7069.28 ms
[2022-02-20 16:37:53 main:574] : INFO : Epoch 1919 | loss: 0.0311703 | val_loss: 0.0311748 | Time: 6986.3 ms
[2022-02-20 16:38:00 main:574] : INFO : Epoch 1920 | loss: 0.0311722 | val_loss: 0.0311756 | Time: 6994.28 ms
[2022-02-20 16:38:07 main:574] : INFO : Epoch 1921 | loss: 0.0311728 | val_loss: 0.0311755 | Time: 7079.68 ms
[2022-02-20 16:38:14 main:574] : INFO : Epoch 1922 | loss: 0.0311718 | val_loss: 0.0311741 | Time: 7074.43 ms
[2022-02-20 16:38:22 main:574] : INFO : Epoch 1923 | loss: 0.0311717 | val_loss: 0.0311776 | Time: 7286.75 ms
[2022-02-20 16:38:29 main:574] : INFO : Epoch 1924 | loss: 0.031173 | val_loss: 0.0311761 | Time: 6989.13 ms
[2022-02-20 16:38:36 main:574] : INFO : Epoch 1925 | loss: 0.0311731 | val_loss: 0.0311779 | Time: 7105.32 ms
[2022-02-20 16:38:43 main:574] : INFO : Epoch 1926 | loss: 0.0311756 | val_loss: 0.031179 | Time: 7044.71 ms
[2022-02-20 16:38:50 main:574] : INFO : Epoch 1927 | loss: 0.0311747 | val_loss: 0.0311748 | Time: 6978.11 ms
[2022-02-20 16:38:57 main:574] : INFO : Epoch 1928 | loss: 0.0311726 | val_loss: 0.0311745 | Time: 7026.17 ms
[2022-02-20 16:39:04 main:574] : INFO : Epoch 1929 | loss: 0.0311722 | val_loss: 0.0311738 | Time: 7086.44 ms
[2022-02-20 16:39:11 main:574] : INFO : Epoch 1930 | loss: 0.0311718 | val_loss: 0.0311757 | Time: 6965.87 ms
[2022-02-20 16:39:18 main:574] : INFO : Epoch 1931 | loss: 0.0311732 | val_loss: 0.0311796 | Time: 6972.12 ms
[2022-02-20 16:39:25 main:574] : INFO : Epoch 1932 | loss: 0.0311717 | val_loss: 0.0311749 | Time: 7054.02 ms
[2022-02-20 16:39:32 main:574] : INFO : Epoch 1933 | loss: 0.0311702 | val_loss: 0.0311735 | Time: 7139.07 ms
[2022-02-20 16:39:39 main:574] : INFO : Epoch 1934 | loss: 0.031171 | val_loss: 0.0311732 | Time: 6983.61 ms
[2022-02-20 16:39:46 main:574] : INFO : Epoch 1935 | loss: 0.0311724 | val_loss: 0.0311852 | Time: 6965.36 ms
[2022-02-20 16:39:53 main:574] : INFO : Epoch 1936 | loss: 0.0311712 | val_loss: 0.0311761 | Time: 7005.07 ms
[2022-02-20 16:40:00 main:574] : INFO : Epoch 1937 | loss: 0.0311723 | val_loss: 0.0311759 | Time: 6949.64 ms
[2022-02-20 16:40:07 main:574] : INFO : Epoch 1938 | loss: 0.031172 | val_loss: 0.0311732 | Time: 6950.81 ms
[2022-02-20 16:40:15 main:574] : INFO : Epoch 1939 | loss: 0.0311712 | val_loss: 0.031176 | Time: 7075.42 ms
[2022-02-20 16:40:22 main:574] : INFO : Epoch 1940 | loss: 0.0311718 | val_loss: 0.0311722 | Time: 6914.96 ms
[2022-02-20 16:40:29 main:574] : INFO : Epoch 1941 | loss: 0.0311717 | val_loss: 0.0311746 | Time: 6983.1 ms
[2022-02-20 16:40:36 main:574] : INFO : Epoch 1942 | loss: 0.0311712 | val_loss: 0.0311719 | Time: 7068.18 ms
[2022-02-20 16:40:43 main:574] : INFO : Epoch 1943 | loss: 0.0311702 | val_loss: 0.0311769 | Time: 7017.37 ms
[2022-02-20 16:40:50 main:574] : INFO : Epoch 1944 | loss: 0.0311728 | val_loss: 0.0311772 | Time: 7086.42 ms
[2022-02-20 16:40:57 main:574] : INFO : Epoch 1945 | loss: 0.0311718 | val_loss: 0.0311734 | Time: 6870.07 ms
[2022-02-20 16:41:04 main:574] : INFO : Epoch 1946 | loss: 0.0311707 | val_loss: 0.031175 | Time: 7007.55 ms
[2022-02-20 16:41:11 main:574] : INFO : Epoch 1947 | loss: 0.0311709 | val_loss: 0.0311753 | Time: 6931.84 ms
[2022-02-20 16:41:18 main:574] : INFO : Epoch 1948 | loss: 0.0311758 | val_loss: 0.0311729 | Time: 7052.53 ms
[2022-02-20 16:41:25 main:574] : INFO : Epoch 1949 | loss: 0.0311738 | val_loss: 0.0311727 | Time: 7041.07 ms
[2022-02-20 16:41:32 main:574] : INFO : Epoch 1950 | loss: 0.031172 | val_loss: 0.0311724 | Time: 7095.77 ms
[2022-02-20 16:41:39 main:574] : INFO : Epoch 1951 | loss: 0.0311715 | val_loss: 0.0311725 | Time: 6960.41 ms
[2022-02-20 16:41:46 main:574] : INFO : Epoch 1952 | loss: 0.0311705 | val_loss: 0.0311752 | Time: 6865.2 ms
[2022-02-20 16:41:53 main:574] : INFO : Epoch 1953 | loss: 0.0311706 | val_loss: 0.0311741 | Time: 7112.68 ms
[2022-02-20 16:42:00 main:574] : INFO : Epoch 1954 | loss: 0.0311712 | val_loss: 0.031172 | Time: 7009.91 ms
[2022-02-20 16:42:07 main:574] : INFO : Epoch 1955 | loss: 0.0311714 | val_loss: 0.0311704 | Time: 6955.77 ms
[2022-02-20 16:42:15 main:574] : INFO : Epoch 1956 | loss: 0.0311697 | val_loss: 0.0311723 | Time: 7071.1 ms
[2022-02-20 16:42:22 main:574] : INFO : Epoch 1957 | loss: 0.0311712 | val_loss: 0.0311717 | Time: 7072.77 ms
[2022-02-20 16:42:29 main:574] : INFO : Epoch 1958 | loss: 0.0311686 | val_loss: 0.0311717 | Time: 6993.06 ms
[2022-02-20 16:42:36 main:574] : INFO : Epoch 1959 | loss: 0.0311684 | val_loss: 0.0311719 | Time: 7134.04 ms
[2022-02-20 16:42:43 main:574] : INFO : Epoch 1960 | loss: 0.0311671 | val_loss: 0.0311702 | Time: 7028.52 ms
[2022-02-20 16:42:50 main:574] : INFO : Epoch 1961 | loss: 0.0311683 | val_loss: 0.0311716 | Time: 7025.22 ms
[2022-02-20 16:42:57 main:574] : INFO : Epoch 1962 | loss: 0.0311697 | val_loss: 0.0311792 | Time: 6975.24 ms
[2022-02-20 16:43:04 main:574] : INFO : Epoch 1963 | loss: 0.0311718 | val_loss: 0.0311786 | Time: 6953.72 ms
[2022-02-20 16:43:11 main:574] : INFO : Epoch 1964 | loss: 0.0311689 | val_loss: 0.0311695 | Time: 6996.6 ms
[2022-02-20 16:43:18 main:574] : INFO : Epoch 1965 | loss: 0.0311688 | val_loss: 0.0311723 | Time: 7035.65 ms
[2022-02-20 16:43:25 main:574] : INFO : Epoch 1966 | loss: 0.0311686 | val_loss: 0.0311711 | Time: 6955.99 ms
[2022-02-20 16:43:32 main:574] : INFO : Epoch 1967 | loss: 0.0311692 | val_loss: 0.0311734 | Time: 6919.25 ms
[2022-02-20 16:43:39 main:574] : INFO : Epoch 1968 | loss: 0.0311685 | val_loss: 0.0311721 | Time: 7112.24 ms
[2022-02-20 16:43:46 main:574] : INFO : Epoch 1969 | loss: 0.0311702 | val_loss: 0.0311724 | Time: 6976 ms
[2022-02-20 16:43:53 main:574] : INFO : Epoch 1970 | loss: 0.0311704 | val_loss: 0.0311713 | Time: 6999.73 ms
[2022-02-20 16:44:00 main:574] : INFO : Epoch 1971 | loss: 0.0311703 | val_loss: 0.0311703 | Time: 7074.59 ms
[2022-02-20 16:44:08 main:574] : INFO : Epoch 1972 | loss: 0.0311692 | val_loss: 0.0311683 | Time: 7105.86 ms
[2022-02-20 16:44:15 main:574] : INFO : Epoch 1973 | loss: 0.0311702 | val_loss: 0.0311714 | Time: 6955.78 ms
[2022-02-20 16:44:22 main:574] : INFO : Epoch 1974 | loss: 0.031171 | val_loss: 0.0311745 | Time: 6941.93 ms
[2022-02-20 16:44:29 main:574] : INFO : Epoch 1975 | loss: 0.031172 | val_loss: 0.0311759 | Time: 7048.76 ms
[2022-02-20 16:44:36 main:574] : INFO : Epoch 1976 | loss: 0.0311737 | val_loss: 0.0311739 | Time: 7057.64 ms
[2022-02-20 16:44:44 main:574] : INFO : Epoch 1977 | loss: 0.0311746 | val_loss: 0.0311746 | Time: 7136.77 ms
[2022-02-20 16:44:51 main:574] : INFO : Epoch 1978 | loss: 0.0311739 | val_loss: 0.0311749 | Time: 6987.31 ms
[2022-02-20 16:44:58 main:574] : INFO : Epoch 1979 | loss: 0.0311717 | val_loss: 0.0311728 | Time: 7074.92 ms
[2022-02-20 16:45:05 main:574] : INFO : Epoch 1980 | loss: 0.0311718 | val_loss: 0.0311721 | Time: 7017.09 ms
[2022-02-20 16:45:12 main:574] : INFO : Epoch 1981 | loss: 0.0311719 | val_loss: 0.0311717 | Time: 6945.1 ms
[2022-02-20 16:45:19 main:574] : INFO : Epoch 1982 | loss: 0.0311698 | val_loss: 0.0311739 | Time: 7005.28 ms
[2022-02-20 16:45:26 main:574] : INFO : Epoch 1983 | loss: 0.0311738 | val_loss: 0.0311781 | Time: 7009.66 ms
[2022-02-20 16:45:33 main:574] : INFO : Epoch 1984 | loss: 0.0311746 | val_loss: 0.0311734 | Time: 7013.69 ms
[2022-02-20 16:45:40 main:574] : INFO : Epoch 1985 | loss: 0.0311723 | val_loss: 0.0311719 | Time: 7089.84 ms
[2022-02-20 16:45:47 main:574] : INFO : Epoch 1986 | loss: 0.0311739 | val_loss: 0.031175 | Time: 6822.23 ms
[2022-02-20 16:45:54 main:574] : INFO : Epoch 1987 | loss: 0.0311767 | val_loss: 0.0311751 | Time: 7005.25 ms
[2022-02-20 16:46:01 main:574] : INFO : Epoch 1988 | loss: 0.0311751 | val_loss: 0.0311745 | Time: 6981.82 ms
[2022-02-20 16:46:08 main:574] : INFO : Epoch 1989 | loss: 0.0311716 | val_loss: 0.0311723 | Time: 6938.03 ms
[2022-02-20 16:46:15 main:574] : INFO : Epoch 1990 | loss: 0.0311712 | val_loss: 0.0311699 | Time: 7019.68 ms
[2022-02-20 16:46:23 main:574] : INFO : Epoch 1991 | loss: 0.0311687 | val_loss: 0.0311684 | Time: 7082.11 ms
[2022-02-20 16:46:30 main:574] : INFO : Epoch 1992 | loss: 0.0311682 | val_loss: 0.0311722 | Time: 6913.48 ms
[2022-02-20 16:46:37 main:574] : INFO : Epoch 1993 | loss: 0.0311684 | val_loss: 0.0311709 | Time: 7007.04 ms
[2022-02-20 16:46:44 main:574] : INFO : Epoch 1994 | loss: 0.0311672 | val_loss: 0.0311712 | Time: 7055.55 ms
[2022-02-20 16:46:51 main:574] : INFO : Epoch 1995 | loss: 0.0311679 | val_loss: 0.0311715 | Time: 7099.73 ms
[2022-02-20 16:46:58 main:574] : INFO : Epoch 1996 | loss: 0.0311675 | val_loss: 0.0311703 | Time: 7195.78 ms
[2022-02-20 16:47:05 main:574] : INFO : Epoch 1997 | loss: 0.0311671 | val_loss: 0.0311707 | Time: 7073.86 ms
[2022-02-20 16:47:12 main:574] : INFO : Epoch 1998 | loss: 0.0311659 | val_loss: 0.0311715 | Time: 7005.66 ms
[2022-02-20 16:47:19 main:574] : INFO : Epoch 1999 | loss: 0.0311674 | val_loss: 0.0311734 | Time: 6880.93 ms
[2022-02-20 16:47:26 main:574] : INFO : Epoch 2000 | loss: 0.0311681 | val_loss: 0.0311732 | Time: 7108.27 ms
[2022-02-20 16:47:33 main:574] : INFO : Epoch 2001 | loss: 0.0311692 | val_loss: 0.0311715 | Time: 6976.42 ms
[2022-02-20 16:47:40 main:574] : INFO : Epoch 2002 | loss: 0.0311678 | val_loss: 0.0311733 | Time: 6976.56 ms
[2022-02-20 16:47:47 main:574] : INFO : Epoch 2003 | loss: 0.0311691 | val_loss: 0.0311739 | Time: 6917.82 ms
[2022-02-20 16:47:54 main:574] : INFO : Epoch 2004 | loss: 0.0311666 | val_loss: 0.0311703 | Time: 7086.37 ms
[2022-02-20 16:48:02 main:574] : INFO : Epoch 2005 | loss: 0.0311661 | val_loss: 0.0311696 | Time: 7064.7 ms
[2022-02-20 16:48:09 main:574] : INFO : Epoch 2006 | loss: 0.0311662 | val_loss: 0.0311706 | Time: 7087.11 ms
[2022-02-20 16:48:16 main:574] : INFO : Epoch 2007 | loss: 0.0311691 | val_loss: 0.0311709 | Time: 7005.72 ms
[2022-02-20 16:48:23 main:574] : INFO : Epoch 2008 | loss: 0.0311705 | val_loss: 0.0311753 | Time: 7123.04 ms
[2022-02-20 16:48:30 main:574] : INFO : Epoch 2009 | loss: 0.03117 | val_loss: 0.0311727 | Time: 7003.82 ms
[2022-02-20 16:48:37 main:574] : INFO : Epoch 2010 | loss: 0.0311698 | val_loss: 0.0311723 | Time: 6931.58 ms
[2022-02-20 16:48:44 main:574] : INFO : Epoch 2011 | loss: 0.0311716 | val_loss: 0.0311694 | Time: 7050.1 ms
[2022-02-20 16:48:51 main:574] : INFO : Epoch 2012 | loss: 0.0311671 | val_loss: 0.0311671 | Time: 7031.87 ms
[2022-02-20 16:48:58 main:574] : INFO : Epoch 2013 | loss: 0.0311651 | val_loss: 0.0311705 | Time: 6979.04 ms
[2022-02-20 16:49:05 main:574] : INFO : Epoch 2014 | loss: 0.0311663 | val_loss: 0.0311711 | Time: 6919.97 ms
[2022-02-20 16:49:12 main:574] : INFO : Epoch 2015 | loss: 0.031166 | val_loss: 0.0311693 | Time: 7043.59 ms
[2022-02-20 16:49:19 main:574] : INFO : Epoch 2016 | loss: 0.0311649 | val_loss: 0.0311687 | Time: 6987.72 ms
[2022-02-20 16:49:26 main:574] : INFO : Epoch 2017 | loss: 0.0311673 | val_loss: 0.0311725 | Time: 7090.95 ms
[2022-02-20 16:49:33 main:574] : INFO : Epoch 2018 | loss: 0.0311678 | val_loss: 0.031171 | Time: 7067.21 ms
[2022-02-20 16:49:41 main:574] : INFO : Epoch 2019 | loss: 0.0311674 | val_loss: 0.0311696 | Time: 7188.78 ms
[2022-02-20 16:49:48 main:574] : INFO : Epoch 2020 | loss: 0.0311681 | val_loss: 0.03117 | Time: 7082.74 ms
[2022-02-20 16:49:55 main:574] : INFO : Epoch 2021 | loss: 0.0311692 | val_loss: 0.0311725 | Time: 7025.97 ms
[2022-02-20 16:50:02 main:574] : INFO : Epoch 2022 | loss: 0.0311678 | val_loss: 0.0311712 | Time: 7117.78 ms
[2022-02-20 16:50:09 main:574] : INFO : Epoch 2023 | loss: 0.0311682 | val_loss: 0.0311711 | Time: 6994.34 ms
[2022-02-20 16:50:16 main:574] : INFO : Epoch 2024 | loss: 0.0311685 | val_loss: 0.0311705 | Time: 6995.24 ms
[2022-02-20 16:50:23 main:574] : INFO : Epoch 2025 | loss: 0.0311683 | val_loss: 0.0311719 | Time: 6996.69 ms
[2022-02-20 16:50:30 main:574] : INFO : Epoch 2026 | loss: 0.0311667 | val_loss: 0.0311701 | Time: 7002.29 ms
[2022-02-20 16:50:37 main:574] : INFO : Epoch 2027 | loss: 0.0311674 | val_loss: 0.0311713 | Time: 6987.49 ms
[2022-02-20 16:50:44 main:574] : INFO : Epoch 2028 | loss: 0.0311678 | val_loss: 0.0311706 | Time: 7163.58 ms
[2022-02-20 16:50:51 main:574] : INFO : Epoch 2029 | loss: 0.0311664 | val_loss: 0.0311696 | Time: 6954.81 ms
[2022-02-20 16:50:58 main:574] : INFO : Epoch 2030 | loss: 0.0311667 | val_loss: 0.0311774 | Time: 6854.59 ms
[2022-02-20 16:51:05 main:574] : INFO : Epoch 2031 | loss: 0.0311697 | val_loss: 0.0311755 | Time: 6990.21 ms
[2022-02-20 16:51:12 main:574] : INFO : Epoch 2032 | loss: 0.0311696 | val_loss: 0.0311716 | Time: 6944.5 ms
[2022-02-20 16:51:19 main:574] : INFO : Epoch 2033 | loss: 0.0311695 | val_loss: 0.03117 | Time: 7025.53 ms
[2022-02-20 16:51:26 main:574] : INFO : Epoch 2034 | loss: 0.0311675 | val_loss: 0.0311693 | Time: 7047.16 ms
[2022-02-20 16:51:34 main:574] : INFO : Epoch 2035 | loss: 0.031167 | val_loss: 0.0311705 | Time: 7022.21 ms
[2022-02-20 16:51:41 main:574] : INFO : Epoch 2036 | loss: 0.031167 | val_loss: 0.0311712 | Time: 7154.67 ms
[2022-02-20 16:51:48 main:574] : INFO : Epoch 2037 | loss: 0.031166 | val_loss: 0.031171 | Time: 7013.9 ms
[2022-02-20 16:51:55 main:574] : INFO : Epoch 2038 | loss: 0.0311651 | val_loss: 0.0311695 | Time: 7047.63 ms
[2022-02-20 16:52:02 main:574] : INFO : Epoch 2039 | loss: 0.0311645 | val_loss: 0.0311707 | Time: 6828.75 ms
[2022-02-20 16:52:09 main:574] : INFO : Epoch 2040 | loss: 0.0311649 | val_loss: 0.0311704 | Time: 7049.02 ms
[2022-02-20 16:52:16 main:574] : INFO : Epoch 2041 | loss: 0.0311664 | val_loss: 0.0311717 | Time: 7003.87 ms
[2022-02-20 16:52:24 main:574] : INFO : Epoch 2042 | loss: 0.0311679 | val_loss: 0.0311717 | Time: 7117.54 ms
[2022-02-20 16:52:31 main:574] : INFO : Epoch 2043 | loss: 0.031168 | val_loss: 0.0311722 | Time: 6944.69 ms
[2022-02-20 16:52:38 main:574] : INFO : Epoch 2044 | loss: 0.0311672 | val_loss: 0.0311698 | Time: 6987.22 ms
[2022-02-20 16:52:45 main:574] : INFO : Epoch 2045 | loss: 0.0311673 | val_loss: 0.0311706 | Time: 7014.17 ms
[2022-02-20 16:52:52 main:574] : INFO : Epoch 2046 | loss: 0.031167 | val_loss: 0.0311696 | Time: 6893.79 ms
[2022-02-20 16:52:59 main:574] : INFO : Epoch 2047 | loss: 0.031166 | val_loss: 0.0311704 | Time: 6900.99 ms
[2022-02-20 16:53:06 main:574] : INFO : Epoch 2048 | loss: 0.0311668 | val_loss: 0.0311701 | Time: 6994.04 ms
[2022-02-20 16:53:06 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311701
[2022-02-20 16:53:06 main:603] : INFO : Saving end state to config to file
[2022-02-20 16:53:06 main:608] : INFO : Success, exiting..
16:53:06 (29120): called boinc_finish(0)
</stderr_txt>
]]>
©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)