| Name | ParityModified-1638636433-19730-3-0_0 |
| Workunit | 7917986 |
| Created | 9 Jan 2022, 3:41:08 UTC |
| Sent | 25 Jan 2022, 19:42:58 UTC |
| Report deadline | 2 Feb 2022, 19:42:58 UTC |
| Received | 27 Jan 2022, 20:40:40 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 5890 |
| Run time | 2 hours 16 min 5 sec |
| CPU time | 2 hours 13 min 45 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,508.16 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.54 GB |
| Peak swap size | 3.44 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> -27 20:44:11 main:574] : INFO : Epoch 1571 | loss: 0.0312001 | val_loss: 0.0311989 | Time: 4874.91 ms [2022-01-27 20:44:16 main:574] : INFO : Epoch 1572 | loss: 0.0312 | val_loss: 0.0311983 | Time: 5067.21 ms [2022-01-27 20:44:21 main:574] : INFO : Epoch 1573 | loss: 0.0312004 | val_loss: 0.0311985 | Time: 4843.35 ms [2022-01-27 20:44:26 main:574] : INFO : Epoch 1574 | loss: 0.0311997 | val_loss: 0.031199 | Time: 4888.9 ms [2022-01-27 20:44:30 main:574] : INFO : Epoch 1575 | loss: 0.0312007 | val_loss: 0.0311995 | Time: 4780.66 ms [2022-01-27 20:44:36 main:574] : INFO : Epoch 1576 | loss: 0.0311995 | val_loss: 0.0311986 | Time: 5210.69 ms [2022-01-27 20:44:41 main:574] : INFO : Epoch 1577 | loss: 0.0311993 | val_loss: 0.0311985 | Time: 4859.13 ms [2022-01-27 20:44:45 main:574] : INFO : Epoch 1578 | loss: 0.0311996 | val_loss: 0.0311985 | Time: 4834.42 ms [2022-01-27 20:44:50 main:574] : INFO : Epoch 1579 | loss: 0.0312004 | val_loss: 0.0311984 | Time: 4955.81 ms [2022-01-27 20:44:56 main:574] : INFO : Epoch 1580 | loss: 0.0311999 | val_loss: 0.0311983 | Time: 5358.03 ms [2022-01-27 20:45:01 main:574] : INFO : Epoch 1581 | loss: 0.0311999 | val_loss: 0.0311999 | Time: 5229.54 ms [2022-01-27 20:45:06 main:574] : INFO : Epoch 1582 | loss: 0.0312003 | val_loss: 0.0312007 | Time: 5292.38 ms [2022-01-27 20:45:11 main:574] : INFO : Epoch 1583 | loss: 0.0311997 | val_loss: 0.0311978 | Time: 4981.06 ms [2022-01-27 20:45:17 main:574] : INFO : Epoch 1584 | loss: 0.0311993 | val_loss: 0.031198 | Time: 5264.94 ms [2022-01-27 20:45:22 main:574] : INFO : Epoch 1585 | loss: 0.0311995 | val_loss: 0.0311978 | Time: 5285.02 ms [2022-01-27 20:45:27 main:574] : INFO : Epoch 1586 | loss: 0.0311999 | val_loss: 0.0312005 | Time: 5285 ms [2022-01-27 20:45:33 main:574] : INFO : Epoch 1587 | loss: 0.0311991 | val_loss: 0.0311977 | Time: 5457.53 ms [2022-01-27 20:45:38 main:574] : INFO : Epoch 1588 | loss: 0.0311989 | val_loss: 0.0311978 | Time: 5377.03 ms [2022-01-27 20:45:43 main:574] : INFO : Epoch 1589 | loss: 0.0311986 | val_loss: 0.0311989 | Time: 5295.44 ms [2022-01-27 20:45:48 main:574] : INFO : Epoch 1590 | loss: 0.0311991 | val_loss: 0.0312002 | Time: 5026.15 ms [2022-01-27 20:45:53 main:574] : INFO : Epoch 1591 | loss: 0.0311994 | val_loss: 0.0311991 | Time: 5012.83 ms [2022-01-27 20:45:59 main:574] : INFO : Epoch 1592 | loss: 0.0311998 | val_loss: 0.0311999 | Time: 5343.98 ms [2022-01-27 20:46:04 main:574] : INFO : Epoch 1593 | loss: 0.0311996 | val_loss: 0.0312011 | Time: 4987.3 ms [2022-01-27 20:46:09 main:574] : INFO : Epoch 1594 | loss: 0.0311989 | val_loss: 0.0311976 | Time: 5168.81 ms [2022-01-27 20:46:14 main:574] : INFO : Epoch 1595 | loss: 0.0311997 | val_loss: 0.0311976 | Time: 4759.56 ms [2022-01-27 20:46:19 main:574] : INFO : Epoch 1596 | loss: 0.0311988 | val_loss: 0.0312001 | Time: 5236.51 ms [2022-01-27 20:46:24 main:574] : INFO : Epoch 1597 | loss: 0.0311988 | val_loss: 0.0311989 | Time: 4739.71 ms [2022-01-27 20:46:28 main:574] : INFO : Epoch 1598 | loss: 0.031199 | val_loss: 0.0311987 | Time: 4646.9 ms [2022-01-27 20:46:33 main:574] : INFO : Epoch 1599 | loss: 0.0311988 | val_loss: 0.0311981 | Time: 4631.28 ms [2022-01-27 20:46:38 main:574] : INFO : Epoch 1600 | loss: 0.0311992 | val_loss: 0.0311994 | Time: 4778.21 ms [2022-01-27 20:46:43 main:574] : INFO : Epoch 1601 | loss: 0.0312003 | val_loss: 0.0311991 | Time: 4920.29 ms [2022-01-27 20:46:47 main:574] : INFO : Epoch 1602 | loss: 0.0311986 | val_loss: 0.0311996 | Time: 4736.65 ms [2022-01-27 20:46:52 main:574] : INFO : Epoch 1603 | loss: 0.031199 | val_loss: 0.0311984 | Time: 4809.7 ms [2022-01-27 20:46:57 main:574] : INFO : Epoch 1604 | loss: 0.0311988 | val_loss: 0.0311986 | Time: 4795.78 ms [2022-01-27 20:47:02 main:574] : INFO : Epoch 1605 | loss: 0.0312 | val_loss: 0.0311983 | Time: 5038.19 ms [2022-01-27 20:47:07 main:574] : INFO : Epoch 1606 | loss: 0.0312 | val_loss: 0.0311986 | Time: 4793.82 ms [2022-01-27 20:47:12 main:574] : INFO : Epoch 1607 | loss: 0.0311987 | val_loss: 0.031199 | Time: 4904.04 ms [2022-01-27 20:47:16 main:574] : INFO : Epoch 1608 | loss: 0.0311986 | val_loss: 0.0311991 | Time: 4606.53 ms [2022-01-27 20:47:21 main:574] : INFO : Epoch 1609 | loss: 0.0312001 | val_loss: 0.0311994 | Time: 4893.64 ms [2022-01-27 20:47:26 main:574] : INFO : Epoch 1610 | loss: 0.0311994 | val_loss: 0.0311986 | Time: 4579.17 ms [2022-01-27 20:47:31 main:574] : INFO : Epoch 1611 | loss: 0.0311991 | val_loss: 0.0312057 | Time: 4795.65 ms [2022-01-27 20:47:35 main:574] : INFO : Epoch 1612 | loss: 0.0312015 | val_loss: 0.0311991 | Time: 4768.8 ms [2022-01-27 20:47:41 main:574] : INFO : Epoch 1613 | loss: 0.0311988 | val_loss: 0.0311981 | Time: 5369.04 ms [2022-01-27 20:47:47 main:574] : INFO : Epoch 1614 | loss: 0.0311982 | val_loss: 0.031199 | Time: 5957.69 ms [2022-01-27 20:48:01 main:574] : INFO : Epoch 1615 | loss: 0.0311981 | val_loss: 0.0312062 | Time: 14509.1 ms [2022-01-27 20:48:05 main:574] : INFO : Epoch 1616 | loss: 0.0311998 | val_loss: 0.0311991 | Time: 4141.96 ms [2022-01-27 20:48:10 main:574] : INFO : Epoch 1617 | loss: 0.0311982 | val_loss: 0.0311979 | Time: 4467.08 ms [2022-01-27 20:48:15 main:574] : INFO : Epoch 1618 | loss: 0.0311989 | val_loss: 0.0312001 | Time: 4700.89 ms [2022-01-27 20:48:19 main:574] : INFO : Epoch 1619 | loss: 0.0311982 | val_loss: 0.0311979 | Time: 4389.06 ms [2022-01-27 20:48:24 main:574] : INFO : Epoch 1620 | loss: 0.0311982 | val_loss: 0.031199 | Time: 4518.71 ms [2022-01-27 20:48:28 main:574] : INFO : Epoch 1621 | loss: 0.0311982 | val_loss: 0.0311979 | Time: 4695.57 ms [2022-01-27 20:48:33 main:574] : INFO : Epoch 1622 | loss: 0.0311989 | val_loss: 0.0312011 | Time: 4881.07 ms [2022-01-27 20:48:38 main:574] : INFO : Epoch 1623 | loss: 0.0312002 | val_loss: 0.0312 | Time: 4657.71 ms [2022-01-27 20:48:43 main:574] : INFO : Epoch 1624 | loss: 0.0312001 | val_loss: 0.0311993 | Time: 5034.64 ms [2022-01-27 20:48:48 main:574] : INFO : Epoch 1625 | loss: 0.0311989 | val_loss: 0.0311995 | Time: 4999.42 ms [2022-01-27 20:48:53 main:574] : INFO : Epoch 1626 | loss: 0.0312001 | val_loss: 0.0311997 | Time: 4917.59 ms [2022-01-27 20:48:58 main:574] : INFO : Epoch 1627 | loss: 0.0312024 | val_loss: 0.031202 | Time: 5232.54 ms [2022-01-27 20:49:03 main:574] : INFO : Epoch 1628 | loss: 0.0311999 | val_loss: 0.0311999 | Time: 5016.91 ms [2022-01-27 20:49:08 main:574] : INFO : Epoch 1629 | loss: 0.0311996 | val_loss: 0.0311994 | Time: 4757.56 ms [2022-01-27 20:49:13 main:574] : INFO : Epoch 1630 | loss: 0.0311989 | val_loss: 0.0311994 | Time: 4846.67 ms [2022-01-27 20:49:18 main:574] : INFO : Epoch 1631 | loss: 0.0311996 | val_loss: 0.0311999 | Time: 5164.08 ms [2022-01-27 20:49:23 main:574] : INFO : Epoch 1632 | loss: 0.0311986 | val_loss: 0.0311987 | Time: 4702.7 ms [2022-01-27 20:49:27 main:574] : INFO : Epoch 1633 | loss: 0.0311982 | val_loss: 0.0311993 | Time: 4716.03 ms [2022-01-27 20:49:32 main:574] : INFO : Epoch 1634 | loss: 0.0311991 | val_loss: 0.0312003 | Time: 4628.71 ms [2022-01-27 20:49:37 main:574] : INFO : Epoch 1635 | loss: 0.0311991 | val_loss: 0.0311986 | Time: 4644.72 ms [2022-01-27 20:49:41 main:574] : INFO : Epoch 1636 | loss: 0.0311981 | val_loss: 0.0311988 | Time: 4835.17 ms [2022-01-27 20:49:46 main:574] : INFO : Epoch 1637 | loss: 0.0311983 | val_loss: 0.0311992 | Time: 4688.13 ms [2022-01-27 20:49:51 main:574] : INFO : Epoch 1638 | loss: 0.0311996 | val_loss: 0.0311996 | Time: 4616.01 ms [2022-01-27 20:49:58 main:574] : INFO : Epoch 1639 | loss: 0.0311981 | val_loss: 0.0311986 | Time: 7617.69 ms [2022-01-27 20:50:23 main:574] : INFO : Epoch 1640 | loss: 0.0311984 | val_loss: 0.0311987 | Time: 24666.3 ms [2022-01-27 20:50:27 main:574] : INFO : Epoch 1641 | loss: 0.0311987 | val_loss: 0.0311982 | Time: 3915.36 ms [2022-01-27 20:50:31 main:574] : INFO : Epoch 1642 | loss: 0.0311978 | val_loss: 0.0311987 | Time: 4161.91 ms [2022-01-27 20:50:35 main:574] : INFO : Epoch 1643 | loss: 0.0311979 | val_loss: 0.0311995 | Time: 4289.42 ms [2022-01-27 20:50:40 main:574] : INFO : Epoch 1644 | loss: 0.0311973 | val_loss: 0.0311986 | Time: 4396.92 ms [2022-01-27 20:50:45 main:574] : INFO : Epoch 1645 | loss: 0.0311991 | val_loss: 0.0311996 | Time: 4858.21 ms [2022-01-27 20:50:49 main:574] : INFO : Epoch 1646 | loss: 0.0311973 | val_loss: 0.0312001 | Time: 4471.59 ms [2022-01-27 20:50:54 main:574] : INFO : Epoch 1647 | loss: 0.0311978 | val_loss: 0.0311986 | Time: 4534.81 ms [2022-01-27 20:50:58 main:574] : INFO : Epoch 1648 | loss: 0.0311973 | val_loss: 0.0311998 | Time: 4527.19 ms [2022-01-27 20:51:03 main:574] : INFO : Epoch 1649 | loss: 0.0311971 | val_loss: 0.0312008 | Time: 4621.76 ms [2022-01-27 20:51:08 main:574] : INFO : Epoch 1650 | loss: 0.0311976 | val_loss: 0.0311993 | Time: 4832.16 ms [2022-01-27 20:51:12 main:574] : INFO : Epoch 1651 | loss: 0.0311973 | val_loss: 0.0311989 | Time: 4445.22 ms [2022-01-27 20:51:17 main:574] : INFO : Epoch 1652 | loss: 0.0311976 | val_loss: 0.0311993 | Time: 4640.36 ms [2022-01-27 20:51:22 main:574] : INFO : Epoch 1653 | loss: 0.0312009 | val_loss: 0.0312013 | Time: 4789.65 ms [2022-01-27 20:51:26 main:574] : INFO : Epoch 1654 | loss: 0.0312028 | val_loss: 0.0312003 | Time: 4734.87 ms [2022-01-27 20:51:31 main:574] : INFO : Epoch 1655 | loss: 0.0312013 | val_loss: 0.0311996 | Time: 4843.51 ms [2022-01-27 20:51:36 main:574] : INFO : Epoch 1656 | loss: 0.0312002 | val_loss: 0.0312003 | Time: 4702.03 ms [2022-01-27 20:51:41 main:574] : INFO : Epoch 1657 | loss: 0.0311998 | val_loss: 0.0311997 | Time: 4710.72 ms [2022-01-27 20:51:46 main:574] : INFO : Epoch 1658 | loss: 0.0311997 | val_loss: 0.0312002 | Time: 4980.79 ms [2022-01-27 20:51:51 main:574] : INFO : Epoch 1659 | loss: 0.0312014 | val_loss: 0.0312047 | Time: 5208.42 ms [2022-01-27 20:51:56 main:574] : INFO : Epoch 1660 | loss: 0.0312018 | val_loss: 0.0312005 | Time: 4829.09 ms [2022-01-27 20:52:00 main:574] : INFO : Epoch 1661 | loss: 0.031201 | val_loss: 0.0311999 | Time: 4790.91 ms [2022-01-27 20:52:05 main:574] : INFO : Epoch 1662 | loss: 0.031199 | val_loss: 0.0311988 | Time: 4943.64 ms [2022-01-27 20:52:10 main:574] : INFO : Epoch 1663 | loss: 0.0311999 | val_loss: 0.0312113 | Time: 4947.41 ms [2022-01-27 20:52:15 main:574] : INFO : Epoch 1664 | loss: 0.0312053 | val_loss: 0.031199 | Time: 4985.44 ms [2022-01-27 20:52:20 main:574] : INFO : Epoch 1665 | loss: 0.0312004 | val_loss: 0.0311996 | Time: 5037.65 ms [2022-01-27 20:52:25 main:574] : INFO : Epoch 1666 | loss: 0.0311984 | val_loss: 0.0311986 | Time: 4980.51 ms [2022-01-27 20:52:30 main:574] : INFO : Epoch 1667 | loss: 0.0311985 | val_loss: 0.0311994 | Time: 4886.73 ms [2022-01-27 20:52:36 main:574] : INFO : Epoch 1668 | loss: 0.0311995 | val_loss: 0.0312005 | Time: 5274.78 ms [2022-01-27 20:52:41 main:574] : INFO : Epoch 1669 | loss: 0.0311981 | val_loss: 0.0312 | Time: 4958.04 ms [2022-01-27 20:52:46 main:574] : INFO : Epoch 1670 | loss: 0.0311983 | val_loss: 0.0311982 | Time: 4983.74 ms [2022-01-27 20:52:51 main:574] : INFO : Epoch 1671 | loss: 0.031198 | val_loss: 0.031199 | Time: 4986.18 ms [2022-01-27 20:52:56 main:574] : INFO : Epoch 1672 | loss: 0.0311981 | val_loss: 0.0312002 | Time: 5041.8 ms [2022-01-27 20:53:01 main:574] : INFO : Epoch 1673 | loss: 0.0311994 | val_loss: 0.0312061 | Time: 5325.14 ms [2022-01-27 20:53:06 main:574] : INFO : Epoch 1674 | loss: 0.0311997 | val_loss: 0.0312 | Time: 4821.04 ms [2022-01-27 20:53:11 main:574] : INFO : Epoch 1675 | loss: 0.0311977 | val_loss: 0.0311985 | Time: 5121.07 ms [2022-01-27 20:53:16 main:574] : INFO : Epoch 1676 | loss: 0.0311973 | val_loss: 0.0311988 | Time: 4754.21 ms [2022-01-27 20:53:21 main:574] : INFO : Epoch 1677 | loss: 0.0311985 | val_loss: 0.0312004 | Time: 5024.55 ms [2022-01-27 20:53:26 main:574] : INFO : Epoch 1678 | loss: 0.0311979 | val_loss: 0.0312065 | Time: 4976.19 ms [2022-01-27 20:53:30 main:574] : INFO : Epoch 1679 | loss: 0.0312002 | val_loss: 0.0312064 | Time: 4804.32 ms [2022-01-27 20:53:35 main:574] : INFO : Epoch 1680 | loss: 0.0312001 | val_loss: 0.031201 | Time: 4820.05 ms [2022-01-27 20:53:40 main:574] : INFO : Epoch 1681 | loss: 0.0311971 | val_loss: 0.0312009 | Time: 5035.73 ms [2022-01-27 20:53:45 main:574] : INFO : Epoch 1682 | loss: 0.0311979 | val_loss: 0.031198 | Time: 4972.21 ms [2022-01-27 20:53:50 main:574] : INFO : Epoch 1683 | loss: 0.0311983 | val_loss: 0.0311996 | Time: 5015.13 ms [2022-01-27 20:53:55 main:574] : INFO : Epoch 1684 | loss: 0.031199 | val_loss: 0.0312003 | Time: 4810.07 ms [2022-01-27 20:54:01 main:574] : INFO : Epoch 1685 | loss: 0.0311985 | val_loss: 0.0311982 | Time: 5490.82 ms [2022-01-27 20:54:06 main:574] : INFO : Epoch 1686 | loss: 0.0311987 | val_loss: 0.0312 | Time: 5059.38 ms [2022-01-27 20:54:11 main:574] : INFO : Epoch 1687 | loss: 0.0311986 | val_loss: 0.0312043 | Time: 4941.26 ms [2022-01-27 20:54:16 main:574] : INFO : Epoch 1688 | loss: 0.0311992 | val_loss: 0.0311985 | Time: 4919.54 ms [2022-01-27 20:54:20 main:574] : INFO : Epoch 1689 | loss: 0.0311974 | val_loss: 0.0311977 | Time: 4752.11 ms [2022-01-27 20:54:25 main:574] : INFO : Epoch 1690 | loss: 0.0311975 | val_loss: 0.0311989 | Time: 5039.59 ms [2022-01-27 20:54:30 main:574] : INFO : Epoch 1691 | loss: 0.0311991 | val_loss: 0.0311989 | Time: 5045.35 ms [2022-01-27 20:54:35 main:574] : INFO : Epoch 1692 | loss: 0.0312003 | val_loss: 0.0311994 | Time: 5037.73 ms [2022-01-27 20:54:40 main:574] : INFO : Epoch 1693 | loss: 0.0311988 | val_loss: 0.0312 | Time: 4955.55 ms [2022-01-27 20:54:46 main:574] : INFO : Epoch 1694 | loss: 0.0311986 | val_loss: 0.0312003 | Time: 5164.54 ms [2022-01-27 20:54:51 main:574] : INFO : Epoch 1695 | loss: 0.0312002 | val_loss: 0.031199 | Time: 4890.99 ms [2022-01-27 20:54:55 main:574] : INFO : Epoch 1696 | loss: 0.0311981 | val_loss: 0.0312008 | Time: 4920.77 ms [2022-01-27 20:55:01 main:574] : INFO : Epoch 1697 | loss: 0.0311972 | val_loss: 0.0311977 | Time: 5087.55 ms [2022-01-27 20:55:06 main:574] : INFO : Epoch 1698 | loss: 0.0311963 | val_loss: 0.0311979 | Time: 5325.28 ms [2022-01-27 20:55:11 main:574] : INFO : Epoch 1699 | loss: 0.031197 | val_loss: 0.0311989 | Time: 4787.28 ms [2022-01-27 20:55:15 main:574] : INFO : Epoch 1700 | loss: 0.0311984 | val_loss: 0.0312004 | Time: 4729.61 ms [2022-01-27 20:55:20 main:574] : INFO : Epoch 1701 | loss: 0.031203 | val_loss: 0.0311984 | Time: 4953.83 ms [2022-01-27 20:55:25 main:574] : INFO : Epoch 1702 | loss: 0.0312008 | val_loss: 0.0311997 | Time: 4820.7 ms [2022-01-27 20:55:30 main:574] : INFO : Epoch 1703 | loss: 0.0311983 | val_loss: 0.031206 | Time: 4709.57 ms [2022-01-27 20:55:35 main:574] : INFO : Epoch 1704 | loss: 0.0312023 | val_loss: 0.0311983 | Time: 5093.14 ms [2022-01-27 20:55:40 main:574] : INFO : Epoch 1705 | loss: 0.0311992 | val_loss: 0.0311995 | Time: 5022.19 ms [2022-01-27 20:55:45 main:574] : INFO : Epoch 1706 | loss: 0.0311975 | val_loss: 0.0311983 | Time: 5093.54 ms [2022-01-27 20:55:50 main:574] : INFO : Epoch 1707 | loss: 0.0311978 | val_loss: 0.0311985 | Time: 4965.46 ms [2022-01-27 20:55:55 main:574] : INFO : Epoch 1708 | loss: 0.0311967 | val_loss: 0.0311994 | Time: 4867.83 ms [2022-01-27 20:56:00 main:574] : INFO : Epoch 1709 | loss: 0.0311963 | val_loss: 0.0311979 | Time: 4723.27 ms [2022-01-27 20:56:05 main:574] : INFO : Epoch 1710 | loss: 0.0311962 | val_loss: 0.0311979 | Time: 4810.78 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 960M) [2022-01-27 21:12:56 main:435] : INFO : Set logging level to 1 [2022-01-27 21:12:56 main:441] : INFO : Running in BOINC Client mode [2022-01-27 21:12:56 main:444] : INFO : Resolving all filenames [2022-01-27 21:12:56 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-01-27 21:12:56 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-01-27 21:12:56 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-01-27 21:12:56 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-01-27 21:12:56 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-01-27 21:12:56 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-01-27 21:12:56 main:474] : INFO : Configuration: [2022-01-27 21:12:56 main:475] : INFO : Model type: GRU [2022-01-27 21:12:56 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-01-27 21:12:56 main:477] : INFO : Max Epochs: 2048 [2022-01-27 21:12:56 main:478] : INFO : Batch Size: 128 [2022-01-27 21:12:56 main:479] : INFO : Learning Rate: 0.01 [2022-01-27 21:12:56 main:480] : INFO : Patience: 10 [2022-01-27 21:12:56 main:481] : INFO : Hidden Width: 12 [2022-01-27 21:12:56 main:482] : INFO : # Recurrent Layers: 4 [2022-01-27 21:12:56 main:483] : INFO : # Backend Layers: 4 [2022-01-27 21:12:56 main:484] : INFO : # Threads: 1 [2022-01-27 21:12:56 main:486] : INFO : Preparing Dataset [2022-01-27 21:12:56 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-01-27 21:12:57 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-01-27 21:12:59 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-01-27 21:12:59 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-01-27 21:13:00 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-01-27 21:13:00 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-01-27 21:13:00 main:494] : INFO : Creating Model [2022-01-27 21:13:00 main:507] : INFO : Preparing config file [2022-01-27 21:13:00 main:511] : INFO : Found checkpoint, attempting to load... [2022-01-27 21:13:00 main:512] : INFO : Loading config [2022-01-27 21:13:00 main:514] : INFO : Loading state [2022-01-27 21:13:01 main:559] : INFO : Loading DataLoader into Memory [2022-01-27 21:13:01 main:562] : INFO : Starting Training [2022-01-27 21:13:04 main:574] : INFO : Epoch 1707 | loss: 0.0313012 | val_loss: 0.031236 | Time: 3310.53 ms [2022-01-27 21:13:07 main:574] : INFO : Epoch 1708 | loss: 0.0312177 | val_loss: 0.0312101 | Time: 3164.91 ms [2022-01-27 21:13:10 main:574] : INFO : Epoch 1709 | loss: 0.0312043 | val_loss: 0.0312008 | Time: 3081.68 ms [2022-01-27 21:13:13 main:574] : INFO : Epoch 1710 | loss: 0.0312011 | val_loss: 0.0312007 | Time: 3113.53 ms [2022-01-27 21:13:16 main:574] : INFO : Epoch 1711 | loss: 0.0312011 | val_loss: 0.0312012 | Time: 3146.97 ms [2022-01-27 21:13:20 main:574] : INFO : Epoch 1712 | loss: 0.0312005 | val_loss: 0.031201 | Time: 3166.79 ms [2022-01-27 21:13:23 main:574] : INFO : Epoch 1713 | loss: 0.0312009 | val_loss: 0.0312017 | Time: 3322.16 ms [2022-01-27 21:13:26 main:574] : INFO : Epoch 1714 | loss: 0.0312006 | val_loss: 0.0311999 | Time: 3272.76 ms [2022-01-27 21:13:30 main:574] : INFO : Epoch 1715 | loss: 0.0312003 | val_loss: 0.0312023 | Time: 3374.49 ms [2022-01-27 21:13:33 main:574] : INFO : Epoch 1716 | loss: 0.0312017 | val_loss: 0.0312026 | Time: 3403.55 ms [2022-01-27 21:13:36 main:574] : INFO : Epoch 1717 | loss: 0.0311992 | val_loss: 0.0311991 | Time: 3383.04 ms [2022-01-27 21:13:40 main:574] : INFO : Epoch 1718 | loss: 0.0311981 | val_loss: 0.0311996 | Time: 3597.04 ms [2022-01-27 21:13:43 main:574] : INFO : Epoch 1719 | loss: 0.0311981 | val_loss: 0.0311991 | Time: 3412.72 ms [2022-01-27 21:13:47 main:574] : INFO : Epoch 1720 | loss: 0.0311976 | val_loss: 0.0311988 | Time: 3554.9 ms [2022-01-27 21:13:51 main:574] : INFO : Epoch 1721 | loss: 0.0311975 | val_loss: 0.0312002 | Time: 3569.83 ms [2022-01-27 21:13:54 main:574] : INFO : Epoch 1722 | loss: 0.0311976 | val_loss: 0.0311982 | Time: 3512.95 ms [2022-01-27 21:13:59 main:574] : INFO : Epoch 1723 | loss: 0.0311982 | val_loss: 0.0311991 | Time: 4709.9 ms [2022-01-27 21:14:03 main:574] : INFO : Epoch 1724 | loss: 0.0311963 | val_loss: 0.0311976 | Time: 4185.83 ms [2022-01-27 21:14:07 main:574] : INFO : Epoch 1725 | loss: 0.0311961 | val_loss: 0.0311985 | Time: 4152.02 ms [2022-01-27 21:14:11 main:574] : INFO : Epoch 1726 | loss: 0.0311974 | val_loss: 0.0311975 | Time: 4231.46 ms [2022-01-27 21:14:16 main:574] : INFO : Epoch 1727 | loss: 0.0311965 | val_loss: 0.0311985 | Time: 4480.57 ms [2022-01-27 21:14:20 main:574] : INFO : Epoch 1728 | loss: 0.0311943 | val_loss: 0.0311991 | Time: 4365.55 ms [2022-01-27 21:14:25 main:574] : INFO : Epoch 1729 | loss: 0.0311951 | val_loss: 0.0311973 | Time: 4362.8 ms [2022-01-27 21:14:29 main:574] : INFO : Epoch 1730 | loss: 0.0311946 | val_loss: 0.0311993 | Time: 4323.35 ms [2022-01-27 21:14:33 main:574] : INFO : Epoch 1731 | loss: 0.031196 | val_loss: 0.0311994 | Time: 4320.39 ms [2022-01-27 21:14:38 main:574] : INFO : Epoch 1732 | loss: 0.0311979 | val_loss: 0.0311986 | Time: 4516.08 ms [2022-01-27 21:14:42 main:574] : INFO : Epoch 1733 | loss: 0.0311939 | val_loss: 0.031198 | Time: 4631.3 ms [2022-01-27 21:14:47 main:574] : INFO : Epoch 1734 | loss: 0.0311952 | val_loss: 0.0311969 | Time: 4554.09 ms [2022-01-27 21:14:52 main:574] : INFO : Epoch 1735 | loss: 0.0311963 | val_loss: 0.0311993 | Time: 4673.5 ms [2022-01-27 21:14:56 main:574] : INFO : Epoch 1736 | loss: 0.0311963 | val_loss: 0.0311971 | Time: 4712.28 ms [2022-01-27 21:15:01 main:574] : INFO : Epoch 1737 | loss: 0.0311958 | val_loss: 0.0311975 | Time: 4957.44 ms [2022-01-27 21:15:06 main:574] : INFO : Epoch 1738 | loss: 0.0311961 | val_loss: 0.0311991 | Time: 4738.63 ms [2022-01-27 21:15:11 main:574] : INFO : Epoch 1739 | loss: 0.0311967 | val_loss: 0.0311974 | Time: 4533.44 ms [2022-01-27 21:15:16 main:574] : INFO : Epoch 1740 | loss: 0.0311967 | val_loss: 0.0311966 | Time: 4853.17 ms [2022-01-27 21:15:20 main:574] : INFO : Epoch 1741 | loss: 0.0311952 | val_loss: 0.0311959 | Time: 4635.95 ms [2022-01-27 21:15:25 main:574] : INFO : Epoch 1742 | loss: 0.0311941 | val_loss: 0.0311977 | Time: 4736.13 ms [2022-01-27 21:15:30 main:574] : INFO : Epoch 1743 | loss: 0.0311936 | val_loss: 0.0311967 | Time: 4668.87 ms [2022-01-27 21:15:34 main:574] : INFO : Epoch 1744 | loss: 0.031193 | val_loss: 0.0311993 | Time: 4737.55 ms [2022-01-27 21:15:39 main:574] : INFO : Epoch 1745 | loss: 0.0311937 | val_loss: 0.031197 | Time: 4911.59 ms [2022-01-27 21:15:44 main:574] : INFO : Epoch 1746 | loss: 0.0311983 | val_loss: 0.0311987 | Time: 4976.21 ms [2022-01-27 21:15:49 main:574] : INFO : Epoch 1747 | loss: 0.0311985 | val_loss: 0.0312002 | Time: 4664.23 ms [2022-01-27 21:15:54 main:574] : INFO : Epoch 1748 | loss: 0.0311975 | val_loss: 0.0311994 | Time: 4659.99 ms [2022-01-27 21:15:58 main:574] : INFO : Epoch 1749 | loss: 0.0311965 | val_loss: 0.031201 | Time: 4677.97 ms [2022-01-27 21:16:03 main:574] : INFO : Epoch 1750 | loss: 0.0311976 | val_loss: 0.0311971 | Time: 4874.73 ms [2022-01-27 21:16:08 main:574] : INFO : Epoch 1751 | loss: 0.0311972 | val_loss: 0.0311999 | Time: 4551.71 ms [2022-01-27 21:16:12 main:574] : INFO : Epoch 1752 | loss: 0.0311998 | val_loss: 0.0312035 | Time: 4666.19 ms [2022-01-27 21:16:17 main:574] : INFO : Epoch 1753 | loss: 0.0312013 | val_loss: 0.0311961 | Time: 4735.12 ms [2022-01-27 21:16:22 main:574] : INFO : Epoch 1754 | loss: 0.0311977 | val_loss: 0.0311963 | Time: 4802.26 ms [2022-01-27 21:16:27 main:574] : INFO : Epoch 1755 | loss: 0.0311963 | val_loss: 0.0311978 | Time: 4790.95 ms [2022-01-27 21:16:31 main:574] : INFO : Epoch 1756 | loss: 0.0311942 | val_loss: 0.0311982 | Time: 4691.94 ms [2022-01-27 21:16:36 main:574] : INFO : Epoch 1757 | loss: 0.0311946 | val_loss: 0.0311969 | Time: 4832.14 ms [2022-01-27 21:16:41 main:574] : INFO : Epoch 1758 | loss: 0.0311955 | val_loss: 0.031197 | Time: 4750.88 ms [2022-01-27 21:16:46 main:574] : INFO : Epoch 1759 | loss: 0.031194 | val_loss: 0.0311952 | Time: 4880.33 ms [2022-01-27 21:16:51 main:574] : INFO : Epoch 1760 | loss: 0.0311963 | val_loss: 0.0311983 | Time: 4578.32 ms [2022-01-27 21:16:55 main:574] : INFO : Epoch 1761 | loss: 0.0312005 | val_loss: 0.031202 | Time: 4477.16 ms [2022-01-27 21:17:00 main:574] : INFO : Epoch 1762 | loss: 0.0312008 | val_loss: 0.0312038 | Time: 4573.16 ms [2022-01-27 21:17:04 main:574] : INFO : Epoch 1763 | loss: 0.0312057 | val_loss: 0.0312049 | Time: 4699.94 ms [2022-01-27 21:17:09 main:574] : INFO : Epoch 1764 | loss: 0.0312088 | val_loss: 0.0312088 | Time: 4910.09 ms [2022-01-27 21:17:14 main:574] : INFO : Epoch 1765 | loss: 0.0312098 | val_loss: 0.0312042 | Time: 4752.9 ms [2022-01-27 21:17:19 main:574] : INFO : Epoch 1766 | loss: 0.0312065 | val_loss: 0.0312012 | Time: 4766.19 ms [2022-01-27 21:17:23 main:574] : INFO : Epoch 1767 | loss: 0.0312038 | val_loss: 0.0312006 | Time: 4715.97 ms [2022-01-27 21:17:29 main:574] : INFO : Epoch 1768 | loss: 0.0312027 | val_loss: 0.0312021 | Time: 5014.28 ms [2022-01-27 21:17:34 main:574] : INFO : Epoch 1769 | loss: 0.0312023 | val_loss: 0.0311992 | Time: 5028.06 ms [2022-01-27 21:17:38 main:574] : INFO : Epoch 1770 | loss: 0.0312016 | val_loss: 0.0312006 | Time: 4904 ms [2022-01-27 21:17:44 main:574] : INFO : Epoch 1771 | loss: 0.0312036 | val_loss: 0.0312038 | Time: 5219.4 ms [2022-01-27 21:17:49 main:574] : INFO : Epoch 1772 | loss: 0.0312051 | val_loss: 0.0312033 | Time: 4902.43 ms [2022-01-27 21:17:54 main:574] : INFO : Epoch 1773 | loss: 0.0312043 | val_loss: 0.0312023 | Time: 5157.93 ms [2022-01-27 21:17:59 main:574] : INFO : Epoch 1774 | loss: 0.0312047 | val_loss: 0.0312045 | Time: 5108.9 ms [2022-01-27 21:18:04 main:574] : INFO : Epoch 1775 | loss: 0.0312057 | val_loss: 0.031206 | Time: 4814.83 ms [2022-01-27 21:18:08 main:574] : INFO : Epoch 1776 | loss: 0.0312051 | val_loss: 0.0312024 | Time: 4688.71 ms [2022-01-27 21:18:13 main:574] : INFO : Epoch 1777 | loss: 0.0312033 | val_loss: 0.0312024 | Time: 4759.55 ms [2022-01-27 21:18:18 main:574] : INFO : Epoch 1778 | loss: 0.0312049 | val_loss: 0.0312085 | Time: 4877.88 ms [2022-01-27 21:18:23 main:574] : INFO : Epoch 1779 | loss: 0.0312028 | val_loss: 0.0312011 | Time: 4815.74 ms [2022-01-27 21:18:28 main:574] : INFO : Epoch 1780 | loss: 0.0312011 | val_loss: 0.0312006 | Time: 4899.97 ms [2022-01-27 21:18:33 main:574] : INFO : Epoch 1781 | loss: 0.0312027 | val_loss: 0.0312012 | Time: 4749.25 ms [2022-01-27 21:18:37 main:574] : INFO : Epoch 1782 | loss: 0.031202 | val_loss: 0.0312046 | Time: 4645.99 ms [2022-01-27 21:18:42 main:574] : INFO : Epoch 1783 | loss: 0.0312021 | val_loss: 0.031201 | Time: 4814.41 ms [2022-01-27 21:18:47 main:574] : INFO : Epoch 1784 | loss: 0.031204 | val_loss: 0.0312006 | Time: 4685.01 ms [2022-01-27 21:18:51 main:574] : INFO : Epoch 1785 | loss: 0.0312001 | val_loss: 0.0311989 | Time: 4471.31 ms [2022-01-27 21:18:56 main:574] : INFO : Epoch 1786 | loss: 0.0312001 | val_loss: 0.0312004 | Time: 4550.75 ms [2022-01-27 21:19:00 main:574] : INFO : Epoch 1787 | loss: 0.0312004 | val_loss: 0.0312004 | Time: 4634.5 ms [2022-01-27 21:19:05 main:574] : INFO : Epoch 1788 | loss: 0.0312005 | val_loss: 0.0312021 | Time: 5062.51 ms [2022-01-27 21:19:10 main:574] : INFO : Epoch 1789 | loss: 0.0312008 | val_loss: 0.0312018 | Time: 4848.62 ms [2022-01-27 21:19:15 main:574] : INFO : Epoch 1790 | loss: 0.031202 | val_loss: 0.0312042 | Time: 4825.89 ms [2022-01-27 21:19:20 main:574] : INFO : Epoch 1791 | loss: 0.0312021 | val_loss: 0.0312023 | Time: 4853.05 ms [2022-01-27 21:19:25 main:574] : INFO : Epoch 1792 | loss: 0.0311992 | val_loss: 0.0312007 | Time: 4894.01 ms [2022-01-27 21:19:30 main:574] : INFO : Epoch 1793 | loss: 0.0312031 | val_loss: 0.0312154 | Time: 5017.09 ms [2022-01-27 21:19:35 main:574] : INFO : Epoch 1794 | loss: 0.0312068 | val_loss: 0.0312048 | Time: 5012.43 ms [2022-01-27 21:19:40 main:574] : INFO : Epoch 1795 | loss: 0.0312024 | val_loss: 0.0312026 | Time: 4947.44 ms [2022-01-27 21:19:45 main:574] : INFO : Epoch 1796 | loss: 0.0312013 | val_loss: 0.0312007 | Time: 4936.37 ms [2022-01-27 21:19:50 main:574] : INFO : Epoch 1797 | loss: 0.0312008 | val_loss: 0.0312012 | Time: 5048.64 ms [2022-01-27 21:19:55 main:574] : INFO : Epoch 1798 | loss: 0.0311988 | val_loss: 0.0312008 | Time: 4702.45 ms [2022-01-27 21:19:59 main:574] : INFO : Epoch 1799 | loss: 0.0311992 | val_loss: 0.0311996 | Time: 4514.93 ms [2022-01-27 21:20:04 main:574] : INFO : Epoch 1800 | loss: 0.0311984 | val_loss: 0.0312005 | Time: 4851.12 ms [2022-01-27 21:20:09 main:574] : INFO : Epoch 1801 | loss: 0.0311977 | val_loss: 0.0312055 | Time: 4866.87 ms [2022-01-27 21:20:14 main:574] : INFO : Epoch 1802 | loss: 0.0311975 | val_loss: 0.0311994 | Time: 4693.48 ms [2022-01-27 21:20:18 main:574] : INFO : Epoch 1803 | loss: 0.0311991 | val_loss: 0.0312035 | Time: 4535.01 ms [2022-01-27 21:20:23 main:574] : INFO : Epoch 1804 | loss: 0.0312025 | val_loss: 0.0311991 | Time: 4808.61 ms [2022-01-27 21:20:28 main:574] : INFO : Epoch 1805 | loss: 0.0312007 | val_loss: 0.0312008 | Time: 4705.32 ms [2022-01-27 21:20:33 main:574] : INFO : Epoch 1806 | loss: 0.0311985 | val_loss: 0.0312015 | Time: 5157.33 ms [2022-01-27 21:20:38 main:574] : INFO : Epoch 1807 | loss: 0.0311991 | val_loss: 0.0311987 | Time: 4869.89 ms [2022-01-27 21:20:43 main:574] : INFO : Epoch 1808 | loss: 0.0311973 | val_loss: 0.0311986 | Time: 5033.12 ms [2022-01-27 21:20:48 main:574] : INFO : Epoch 1809 | loss: 0.0311967 | val_loss: 0.0311986 | Time: 5045.08 ms [2022-01-27 21:20:53 main:574] : INFO : Epoch 1810 | loss: 0.0311966 | val_loss: 0.031199 | Time: 4908.34 ms [2022-01-27 21:20:58 main:574] : INFO : Epoch 1811 | loss: 0.0311967 | val_loss: 0.0311992 | Time: 4928.61 ms [2022-01-27 21:21:03 main:574] : INFO : Epoch 1812 | loss: 0.0311973 | val_loss: 0.0311999 | Time: 5171.9 ms [2022-01-27 21:21:08 main:574] : INFO : Epoch 1813 | loss: 0.0311968 | val_loss: 0.0311996 | Time: 4969.51 ms [2022-01-27 21:21:13 main:574] : INFO : Epoch 1814 | loss: 0.031197 | val_loss: 0.0312038 | Time: 5017.76 ms [2022-01-27 21:21:18 main:574] : INFO : Epoch 1815 | loss: 0.0311989 | val_loss: 0.0312002 | Time: 4822.15 ms [2022-01-27 21:21:22 main:574] : INFO : Epoch 1816 | loss: 0.0311965 | val_loss: 0.0311982 | Time: 4610.13 ms [2022-01-27 21:21:27 main:574] : INFO : Epoch 1817 | loss: 0.0311963 | val_loss: 0.031199 | Time: 4758.24 ms [2022-01-27 21:21:32 main:574] : INFO : Epoch 1818 | loss: 0.031196 | val_loss: 0.0312008 | Time: 5053.72 ms [2022-01-27 21:21:37 main:574] : INFO : Epoch 1819 | loss: 0.031202 | val_loss: 0.0312076 | Time: 4962.58 ms [2022-01-27 21:21:42 main:574] : INFO : Epoch 1820 | loss: 0.0312039 | val_loss: 0.0312035 | Time: 4987.02 ms [2022-01-27 21:21:47 main:574] : INFO : Epoch 1821 | loss: 0.0312034 | val_loss: 0.0312042 | Time: 4969.88 ms [2022-01-27 21:21:52 main:574] : INFO : Epoch 1822 | loss: 0.031202 | val_loss: 0.0312012 | Time: 5048.47 ms [2022-01-27 21:21:57 main:574] : INFO : Epoch 1823 | loss: 0.0312011 | val_loss: 0.0312 | Time: 4970.23 ms [2022-01-27 21:22:02 main:574] : INFO : Epoch 1824 | loss: 0.0312001 | val_loss: 0.031204 | Time: 4784.43 ms [2022-01-27 21:22:07 main:574] : INFO : Epoch 1825 | loss: 0.031204 | val_loss: 0.0312038 | Time: 4829.67 ms [2022-01-27 21:22:11 main:574] : INFO : Epoch 1826 | loss: 0.0312022 | val_loss: 0.0312026 | Time: 4677.9 ms [2022-01-27 21:22:16 main:574] : INFO : Epoch 1827 | loss: 0.0312002 | val_loss: 0.0312003 | Time: 4794.28 ms [2022-01-27 21:22:21 main:574] : INFO : Epoch 1828 | loss: 0.0311988 | val_loss: 0.0311995 | Time: 4774.33 ms [2022-01-27 21:22:26 main:574] : INFO : Epoch 1829 | loss: 0.031198 | val_loss: 0.0312007 | Time: 4799.59 ms [2022-01-27 21:22:31 main:574] : INFO : Epoch 1830 | loss: 0.0311978 | val_loss: 0.0311984 | Time: 4831.69 ms [2022-01-27 21:22:36 main:574] : INFO : Epoch 1831 | loss: 0.0311985 | val_loss: 0.0311983 | Time: 4968.34 ms [2022-01-27 21:22:41 main:574] : INFO : Epoch 1832 | loss: 0.0311988 | val_loss: 0.0312005 | Time: 5259.33 ms [2022-01-27 21:22:46 main:574] : INFO : Epoch 1833 | loss: 0.0311994 | val_loss: 0.0312013 | Time: 4961.4 ms [2022-01-27 21:22:51 main:574] : INFO : Epoch 1834 | loss: 0.0311974 | val_loss: 0.0312005 | Time: 4837.36 ms [2022-01-27 21:22:55 main:574] : INFO : Epoch 1835 | loss: 0.031197 | val_loss: 0.0311987 | Time: 4690.77 ms [2022-01-27 21:23:00 main:574] : INFO : Epoch 1836 | loss: 0.0311988 | val_loss: 0.0312018 | Time: 5034.15 ms [2022-01-27 21:23:05 main:574] : INFO : Epoch 1837 | loss: 0.0311976 | val_loss: 0.0311983 | Time: 4802.27 ms [2022-01-27 21:23:10 main:574] : INFO : Epoch 1838 | loss: 0.031197 | val_loss: 0.0312028 | Time: 4820.97 ms [2022-01-27 21:23:15 main:574] : INFO : Epoch 1839 | loss: 0.0311987 | val_loss: 0.0312034 | Time: 4916.27 ms [2022-01-27 21:23:20 main:574] : INFO : Epoch 1840 | loss: 0.0311982 | val_loss: 0.0311987 | Time: 5148.78 ms [2022-01-27 21:23:25 main:574] : INFO : Epoch 1841 | loss: 0.0311962 | val_loss: 0.031198 | Time: 4820.52 ms [2022-01-27 21:23:30 main:574] : INFO : Epoch 1842 | loss: 0.0311951 | val_loss: 0.0311985 | Time: 4815.01 ms [2022-01-27 21:23:35 main:574] : INFO : Epoch 1843 | loss: 0.0311958 | val_loss: 0.0311984 | Time: 4797.65 ms [2022-01-27 21:23:39 main:574] : INFO : Epoch 1844 | loss: 0.031196 | val_loss: 0.0312005 | Time: 4870.76 ms [2022-01-27 21:23:44 main:574] : INFO : Epoch 1845 | loss: 0.0311963 | val_loss: 0.0312004 | Time: 4994.4 ms [2022-01-27 21:23:49 main:574] : INFO : Epoch 1846 | loss: 0.031196 | val_loss: 0.0311993 | Time: 4723.08 ms [2022-01-27 21:23:54 main:574] : INFO : Epoch 1847 | loss: 0.0311957 | val_loss: 0.0311985 | Time: 4772.75 ms [2022-01-27 21:23:59 main:574] : INFO : Epoch 1848 | loss: 0.0311962 | val_loss: 0.0311992 | Time: 5200.47 ms [2022-01-27 21:24:04 main:574] : INFO : Epoch 1849 | loss: 0.0311952 | val_loss: 0.0311975 | Time: 5019.98 ms [2022-01-27 21:24:09 main:574] : INFO : Epoch 1850 | loss: 0.0311979 | val_loss: 0.031201 | Time: 4737.06 ms [2022-01-27 21:24:14 main:574] : INFO : Epoch 1851 | loss: 0.0311954 | val_loss: 0.0311984 | Time: 4854.12 ms [2022-01-27 21:24:19 main:574] : INFO : Epoch 1852 | loss: 0.0311951 | val_loss: 0.0312021 | Time: 4842.46 ms [2022-01-27 21:24:24 main:574] : INFO : Epoch 1853 | loss: 0.0311967 | val_loss: 0.0311983 | Time: 5063.6 ms [2022-01-27 21:24:29 main:574] : INFO : Epoch 1854 | loss: 0.0311952 | val_loss: 0.0311982 | Time: 5134.13 ms [2022-01-27 21:24:34 main:574] : INFO : Epoch 1855 | loss: 0.0311957 | val_loss: 0.0312004 | Time: 5001.33 ms [2022-01-27 21:24:39 main:574] : INFO : Epoch 1856 | loss: 0.0311946 | val_loss: 0.0311976 | Time: 5157.61 ms [2022-01-27 21:24:44 main:574] : INFO : Epoch 1857 | loss: 0.0311947 | val_loss: 0.0311992 | Time: 5187.99 ms [2022-01-27 21:24:49 main:574] : INFO : Epoch 1858 | loss: 0.0311956 | val_loss: 0.0311982 | Time: 5171.06 ms [2022-01-27 21:24:55 main:574] : INFO : Epoch 1859 | loss: 0.0311953 | val_loss: 0.0311984 | Time: 5181.6 ms [2022-01-27 21:25:00 main:574] : INFO : Epoch 1860 | loss: 0.0311959 | val_loss: 0.0312012 | Time: 5169.86 ms [2022-01-27 21:25:05 main:574] : INFO : Epoch 1861 | loss: 0.0311941 | val_loss: 0.0311979 | Time: 5189.6 ms [2022-01-27 21:25:10 main:574] : INFO : Epoch 1862 | loss: 0.0311928 | val_loss: 0.0311975 | Time: 5364.23 ms [2022-01-27 21:25:15 main:574] : INFO : Epoch 1863 | loss: 0.0311972 | val_loss: 0.0312004 | Time: 4665.26 ms [2022-01-27 21:25:20 main:574] : INFO : Epoch 1864 | loss: 0.0311967 | val_loss: 0.0311985 | Time: 4721.85 ms [2022-01-27 21:25:25 main:574] : INFO : Epoch 1865 | loss: 0.0311967 | val_loss: 0.0311993 | Time: 4786.79 ms [2022-01-27 21:25:30 main:574] : INFO : Epoch 1866 | loss: 0.0311968 | val_loss: 0.0312022 | Time: 5160.8 ms [2022-01-27 21:25:35 main:574] : INFO : Epoch 1867 | loss: 0.0311975 | val_loss: 0.0312017 | Time: 4773.83 ms [2022-01-27 21:25:39 main:574] : INFO : Epoch 1868 | loss: 0.0311992 | val_loss: 0.0311996 | Time: 4739.67 ms [2022-01-27 21:25:44 main:574] : INFO : Epoch 1869 | loss: 0.0311976 | val_loss: 0.0312005 | Time: 4922.07 ms [2022-01-27 21:25:49 main:574] : INFO : Epoch 1870 | loss: 0.0311976 | val_loss: 0.0311998 | Time: 4815.06 ms [2022-01-27 21:25:54 main:574] : INFO : Epoch 1871 | loss: 0.031202 | val_loss: 0.0312024 | Time: 4986.48 ms [2022-01-27 21:25:59 main:574] : INFO : Epoch 1872 | loss: 0.0312046 | val_loss: 0.031204 | Time: 4786.54 ms [2022-01-27 21:26:04 main:574] : INFO : Epoch 1873 | loss: 0.0312008 | val_loss: 0.0312004 | Time: 4722.44 ms [2022-01-27 21:26:08 main:574] : INFO : Epoch 1874 | loss: 0.0311963 | val_loss: 0.0311999 | Time: 4719.13 ms [2022-01-27 21:26:13 main:574] : INFO : Epoch 1875 | loss: 0.0311976 | val_loss: 0.0311995 | Time: 4856.27 ms [2022-01-27 21:26:18 main:574] : INFO : Epoch 1876 | loss: 0.0312001 | val_loss: 0.0312057 | Time: 4500.35 ms [2022-01-27 21:26:22 main:574] : INFO : Epoch 1877 | loss: 0.0311991 | val_loss: 0.0312005 | Time: 4599.15 ms [2022-01-27 21:26:27 main:574] : INFO : Epoch 1878 | loss: 0.0311982 | val_loss: 0.0312036 | Time: 4369.49 ms [2022-01-27 21:26:31 main:574] : INFO : Epoch 1879 | loss: 0.0311974 | val_loss: 0.0311995 | Time: 4562.12 ms [2022-01-27 21:26:36 main:574] : INFO : Epoch 1880 | loss: 0.0311964 | val_loss: 0.0311987 | Time: 4957.24 ms [2022-01-27 21:26:41 main:574] : INFO : Epoch 1881 | loss: 0.0311965 | val_loss: 0.0312007 | Time: 4640.93 ms [2022-01-27 21:26:46 main:574] : INFO : Epoch 1882 | loss: 0.0311964 | val_loss: 0.0311998 | Time: 4788.72 ms [2022-01-27 21:26:50 main:574] : INFO : Epoch 1883 | loss: 0.0311952 | val_loss: 0.0312007 | Time: 4789.89 ms [2022-01-27 21:26:55 main:574] : INFO : Epoch 1884 | loss: 0.0311963 | val_loss: 0.0312025 | Time: 4796.97 ms [2022-01-27 21:27:00 main:574] : INFO : Epoch 1885 | loss: 0.0311959 | val_loss: 0.0312017 | Time: 4900.94 ms [2022-01-27 21:27:05 main:574] : INFO : Epoch 1886 | loss: 0.0311961 | val_loss: 0.031201 | Time: 4686.78 ms [2022-01-27 21:27:10 main:574] : INFO : Epoch 1887 | loss: 0.0311946 | val_loss: 0.0312011 | Time: 4975.76 ms [2022-01-27 21:27:15 main:574] : INFO : Epoch 1888 | loss: 0.0311961 | val_loss: 0.0312021 | Time: 4806.68 ms [2022-01-27 21:27:19 main:574] : INFO : Epoch 1889 | loss: 0.0311981 | val_loss: 0.0311994 | Time: 4748.86 ms [2022-01-27 21:27:24 main:574] : INFO : Epoch 1890 | loss: 0.0311945 | val_loss: 0.0311985 | Time: 5009.46 ms [2022-01-27 21:27:29 main:574] : INFO : Epoch 1891 | loss: 0.0311945 | val_loss: 0.0311986 | Time: 4978.57 ms [2022-01-27 21:27:34 main:574] : INFO : Epoch 1892 | loss: 0.0311949 | val_loss: 0.0312017 | Time: 5045.24 ms [2022-01-27 21:27:39 main:574] : INFO : Epoch 1893 | loss: 0.0311959 | val_loss: 0.0312009 | Time: 5027.18 ms [2022-01-27 21:27:45 main:574] : INFO : Epoch 1894 | loss: 0.0311941 | val_loss: 0.0312006 | Time: 5147.45 ms [2022-01-27 21:27:50 main:574] : INFO : Epoch 1895 | loss: 0.0311942 | val_loss: 0.0311992 | Time: 4973.14 ms [2022-01-27 21:27:54 main:574] : INFO : Epoch 1896 | loss: 0.0311952 | val_loss: 0.031198 | Time: 4763.81 ms [2022-01-27 21:27:59 main:574] : INFO : Epoch 1897 | loss: 0.0311997 | val_loss: 0.0312006 | Time: 4770.85 ms [2022-01-27 21:28:04 main:574] : INFO : Epoch 1898 | loss: 0.0311972 | val_loss: 0.0311974 | Time: 4845.43 ms [2022-01-27 21:28:09 main:574] : INFO : Epoch 1899 | loss: 0.0311954 | val_loss: 0.0311995 | Time: 4863.96 ms [2022-01-27 21:28:14 main:574] : INFO : Epoch 1900 | loss: 0.0311938 | val_loss: 0.0311988 | Time: 4902.06 ms [2022-01-27 21:28:19 main:574] : INFO : Epoch 1901 | loss: 0.031194 | val_loss: 0.0311992 | Time: 4889.41 ms [2022-01-27 21:28:23 main:574] : INFO : Epoch 1902 | loss: 0.031194 | val_loss: 0.031201 | Time: 4753.5 ms [2022-01-27 21:28:28 main:574] : INFO : Epoch 1903 | loss: 0.0311995 | val_loss: 0.0312005 | Time: 4751.69 ms [2022-01-27 21:28:33 main:574] : INFO : Epoch 1904 | loss: 0.0311991 | val_loss: 0.0312009 | Time: 4877.18 ms [2022-01-27 21:28:38 main:574] : INFO : Epoch 1905 | loss: 0.0311996 | val_loss: 0.0311989 | Time: 4618.08 ms [2022-01-27 21:28:42 main:574] : INFO : Epoch 1906 | loss: 0.0311999 | val_loss: 0.0311993 | Time: 4666.21 ms [2022-01-27 21:28:47 main:574] : INFO : Epoch 1907 | loss: 0.0311985 | val_loss: 0.0311989 | Time: 4856.3 ms [2022-01-27 21:28:52 main:574] : INFO : Epoch 1908 | loss: 0.0311961 | val_loss: 0.0311993 | Time: 4818.93 ms [2022-01-27 21:28:57 main:574] : INFO : Epoch 1909 | loss: 0.0311968 | val_loss: 0.0312 | Time: 4915.89 ms [2022-01-27 21:29:02 main:574] : INFO : Epoch 1910 | loss: 0.0311972 | val_loss: 0.0311996 | Time: 4796.33 ms [2022-01-27 21:29:07 main:574] : INFO : Epoch 1911 | loss: 0.0311971 | val_loss: 0.0312031 | Time: 5020.8 ms [2022-01-27 21:29:12 main:574] : INFO : Epoch 1912 | loss: 0.0312012 | val_loss: 0.0311981 | Time: 4869.55 ms [2022-01-27 21:29:17 main:574] : INFO : Epoch 1913 | loss: 0.0311972 | val_loss: 0.0311981 | Time: 5049.74 ms [2022-01-27 21:29:21 main:574] : INFO : Epoch 1914 | loss: 0.0311949 | val_loss: 0.0311977 | Time: 4707.93 ms [2022-01-27 21:29:26 main:574] : INFO : Epoch 1915 | loss: 0.031199 | val_loss: 0.031207 | Time: 4680.48 ms [2022-01-27 21:29:31 main:574] : INFO : Epoch 1916 | loss: 0.0311984 | val_loss: 0.0311966 | Time: 4697.38 ms [2022-01-27 21:29:36 main:574] : INFO : Epoch 1917 | loss: 0.031195 | val_loss: 0.0311977 | Time: 4988.01 ms [2022-01-27 21:29:41 main:574] : INFO : Epoch 1918 | loss: 0.0311954 | val_loss: 0.0311965 | Time: 5101.51 ms [2022-01-27 21:29:46 main:574] : INFO : Epoch 1919 | loss: 0.0311956 | val_loss: 0.031198 | Time: 4770.18 ms [2022-01-27 21:29:51 main:574] : INFO : Epoch 1920 | loss: 0.0311979 | val_loss: 0.0311971 | Time: 5170.89 ms [2022-01-27 21:29:57 main:574] : INFO : Epoch 1921 | loss: 0.0312053 | val_loss: 0.0312201 | Time: 6111.76 ms [2022-01-27 21:30:02 main:574] : INFO : Epoch 1922 | loss: 0.0312184 | val_loss: 0.0312168 | Time: 5411.14 ms [2022-01-27 21:30:17 main:574] : INFO : Epoch 1923 | loss: 0.0312174 | val_loss: 0.0312149 | Time: 14406.1 ms [2022-01-27 21:30:21 main:574] : INFO : Epoch 1924 | loss: 0.0312177 | val_loss: 0.0312179 | Time: 4298.85 ms [2022-01-27 21:30:26 main:574] : INFO : Epoch 1925 | loss: 0.0312165 | val_loss: 0.0312142 | Time: 4467.94 ms [2022-01-27 21:30:30 main:574] : INFO : Epoch 1926 | loss: 0.0312157 | val_loss: 0.0312135 | Time: 4589.73 ms [2022-01-27 21:30:35 main:574] : INFO : Epoch 1927 | loss: 0.0312162 | val_loss: 0.0312173 | Time: 4991.39 ms [2022-01-27 21:30:40 main:574] : INFO : Epoch 1928 | loss: 0.0312181 | val_loss: 0.0312171 | Time: 5100.47 ms [2022-01-27 21:30:46 main:574] : INFO : Epoch 1929 | loss: 0.0312178 | val_loss: 0.0312166 | Time: 5922.75 ms [2022-01-27 21:30:52 main:574] : INFO : Epoch 1930 | loss: 0.0312156 | val_loss: 0.0312158 | Time: 5173.61 ms [2022-01-27 21:30:57 main:574] : INFO : Epoch 1931 | loss: 0.0312131 | val_loss: 0.0312154 | Time: 5209.64 ms [2022-01-27 21:31:02 main:574] : INFO : Epoch 1932 | loss: 0.0312127 | val_loss: 0.0312144 | Time: 4983.6 ms [2022-01-27 21:31:07 main:574] : INFO : Epoch 1933 | loss: 0.0312129 | val_loss: 0.0312114 | Time: 5068.59 ms [2022-01-27 21:31:11 main:574] : INFO : Epoch 1934 | loss: 0.031209 | val_loss: 0.0312117 | Time: 4666.24 ms [2022-01-27 21:31:16 main:574] : INFO : Epoch 1935 | loss: 0.0312107 | val_loss: 0.0312145 | Time: 4944.4 ms [2022-01-27 21:31:21 main:574] : INFO : Epoch 1936 | loss: 0.0312106 | val_loss: 0.0312136 | Time: 4494.72 ms [2022-01-27 21:31:26 main:574] : INFO : Epoch 1937 | loss: 0.0312095 | val_loss: 0.0312108 | Time: 4841.47 ms [2022-01-27 21:31:31 main:574] : INFO : Epoch 1938 | loss: 0.0312106 | val_loss: 0.0312131 | Time: 4765.54 ms [2022-01-27 21:31:35 main:574] : INFO : Epoch 1939 | loss: 0.0312112 | val_loss: 0.0312111 | Time: 4910.04 ms [2022-01-27 21:31:41 main:574] : INFO : Epoch 1940 | loss: 0.0312084 | val_loss: 0.0312096 | Time: 5072.29 ms [2022-01-27 21:31:45 main:574] : INFO : Epoch 1941 | loss: 0.0312086 | val_loss: 0.031213 | Time: 4638.75 ms [2022-01-27 21:31:50 main:574] : INFO : Epoch 1942 | loss: 0.0312077 | val_loss: 0.0312101 | Time: 4702.92 ms [2022-01-27 21:31:55 main:574] : INFO : Epoch 1943 | loss: 0.0312073 | val_loss: 0.0312116 | Time: 4762.65 ms [2022-01-27 21:32:00 main:574] : INFO : Epoch 1944 | loss: 0.0312079 | val_loss: 0.0312122 | Time: 4885.4 ms [2022-01-27 21:32:05 main:574] : INFO : Epoch 1945 | loss: 0.0312097 | val_loss: 0.0312162 | Time: 5040.19 ms [2022-01-27 21:32:10 main:574] : INFO : Epoch 1946 | loss: 0.031214 | val_loss: 0.0312116 | Time: 5163.66 ms [2022-01-27 21:32:15 main:574] : INFO : Epoch 1947 | loss: 0.0312097 | val_loss: 0.0312115 | Time: 5125.11 ms [2022-01-27 21:32:20 main:574] : INFO : Epoch 1948 | loss: 0.0312086 | val_loss: 0.0312104 | Time: 5201.64 ms [2022-01-27 21:32:25 main:574] : INFO : Epoch 1949 | loss: 0.0312077 | val_loss: 0.0312101 | Time: 5103.83 ms [2022-01-27 21:32:30 main:574] : INFO : Epoch 1950 | loss: 0.0312089 | val_loss: 0.031213 | Time: 4856.36 ms [2022-01-27 21:32:35 main:574] : INFO : Epoch 1951 | loss: 0.0312099 | val_loss: 0.0312154 | Time: 4669.81 ms [2022-01-27 21:32:40 main:574] : INFO : Epoch 1952 | loss: 0.0312099 | val_loss: 0.0312115 | Time: 4872.62 ms [2022-01-27 21:32:45 main:574] : INFO : Epoch 1953 | loss: 0.0312131 | val_loss: 0.0312193 | Time: 5106.08 ms [2022-01-27 21:32:50 main:574] : INFO : Epoch 1954 | loss: 0.0312139 | val_loss: 0.0312151 | Time: 4987.91 ms [2022-01-27 21:32:55 main:574] : INFO : Epoch 1955 | loss: 0.031215 | val_loss: 0.0312148 | Time: 4906.35 ms [2022-01-27 21:33:00 main:574] : INFO : Epoch 1956 | loss: 0.0312131 | val_loss: 0.0312197 | Time: 4894.04 ms [2022-01-27 21:33:05 main:574] : INFO : Epoch 1957 | loss: 0.0312121 | val_loss: 0.0312141 | Time: 5274.86 ms [2022-01-27 21:33:10 main:574] : INFO : Epoch 1958 | loss: 0.0312113 | val_loss: 0.0312192 | Time: 5093.26 ms [2022-01-27 21:33:15 main:574] : INFO : Epoch 1959 | loss: 0.0312112 | val_loss: 0.0312153 | Time: 4951.97 ms [2022-01-27 21:33:20 main:574] : INFO : Epoch 1960 | loss: 0.0312098 | val_loss: 0.0312152 | Time: 4980.79 ms [2022-01-27 21:33:25 main:574] : INFO : Epoch 1961 | loss: 0.0312112 | val_loss: 0.0312131 | Time: 5118.97 ms [2022-01-27 21:33:30 main:574] : INFO : Epoch 1962 | loss: 0.0312149 | val_loss: 0.0312149 | Time: 4815.6 ms [2022-01-27 21:33:35 main:574] : INFO : Epoch 1963 | loss: 0.0312099 | val_loss: 0.0312129 | Time: 5049.83 ms [2022-01-27 21:33:40 main:574] : INFO : Epoch 1964 | loss: 0.0312104 | val_loss: 0.0312204 | Time: 4801.8 ms [2022-01-27 21:33:45 main:574] : INFO : Epoch 1965 | loss: 0.0312135 | val_loss: 0.0312148 | Time: 5141.41 ms [2022-01-27 21:33:50 main:574] : INFO : Epoch 1966 | loss: 0.0312107 | val_loss: 0.031214 | Time: 4951.74 ms [2022-01-27 21:33:55 main:574] : INFO : Epoch 1967 | loss: 0.0312094 | val_loss: 0.031212 | Time: 4845.23 ms [2022-01-27 21:34:00 main:574] : INFO : Epoch 1968 | loss: 0.0312081 | val_loss: 0.0312146 | Time: 5070.76 ms [2022-01-27 21:34:05 main:574] : INFO : Epoch 1969 | loss: 0.0312168 | val_loss: 0.0312204 | Time: 4834.16 ms [2022-01-27 21:34:10 main:574] : INFO : Epoch 1970 | loss: 0.0312177 | val_loss: 0.0312178 | Time: 4997.87 ms [2022-01-27 21:34:15 main:574] : INFO : Epoch 1971 | loss: 0.0312166 | val_loss: 0.0312183 | Time: 4847.82 ms [2022-01-27 21:34:20 main:574] : INFO : Epoch 1972 | loss: 0.0312163 | val_loss: 0.0312188 | Time: 4966.7 ms [2022-01-27 21:34:24 main:574] : INFO : Epoch 1973 | loss: 0.0312152 | val_loss: 0.0312164 | Time: 4712.95 ms [2022-01-27 21:34:30 main:574] : INFO : Epoch 1974 | loss: 0.0312161 | val_loss: 0.031218 | Time: 5219.42 ms [2022-01-27 21:34:34 main:574] : INFO : Epoch 1975 | loss: 0.0312146 | val_loss: 0.0312167 | Time: 4896.87 ms [2022-01-27 21:34:40 main:574] : INFO : Epoch 1976 | loss: 0.0312141 | val_loss: 0.0312162 | Time: 4952.19 ms [2022-01-27 21:34:44 main:574] : INFO : Epoch 1977 | loss: 0.0312137 | val_loss: 0.031217 | Time: 4893.77 ms [2022-01-27 21:34:50 main:574] : INFO : Epoch 1978 | loss: 0.0312125 | val_loss: 0.0312155 | Time: 5134.94 ms [2022-01-27 21:34:55 main:574] : INFO : Epoch 1979 | loss: 0.031213 | val_loss: 0.031215 | Time: 4919.84 ms [2022-01-27 21:34:59 main:574] : INFO : Epoch 1980 | loss: 0.0312127 | val_loss: 0.0312167 | Time: 4808.16 ms [2022-01-27 21:35:04 main:574] : INFO : Epoch 1981 | loss: 0.0312127 | val_loss: 0.0312169 | Time: 4881.32 ms [2022-01-27 21:35:09 main:574] : INFO : Epoch 1982 | loss: 0.0312124 | val_loss: 0.0312148 | Time: 4960.23 ms [2022-01-27 21:35:14 main:574] : INFO : Epoch 1983 | loss: 0.0312118 | val_loss: 0.0312166 | Time: 4926.76 ms [2022-01-27 21:35:19 main:574] : INFO : Epoch 1984 | loss: 0.031212 | val_loss: 0.031215 | Time: 4765.51 ms [2022-01-27 21:35:23 main:574] : INFO : Epoch 1985 | loss: 0.0312118 | val_loss: 0.0312168 | Time: 4502.27 ms [2022-01-27 21:35:28 main:574] : INFO : Epoch 1986 | loss: 0.031212 | val_loss: 0.0312155 | Time: 4627.02 ms [2022-01-27 21:35:33 main:574] : INFO : Epoch 1987 | loss: 0.0312117 | val_loss: 0.0312153 | Time: 4922.55 ms [2022-01-27 21:35:38 main:574] : INFO : Epoch 1988 | loss: 0.0312113 | val_loss: 0.031214 | Time: 4611 ms [2022-01-27 21:35:43 main:574] : INFO : Epoch 1989 | loss: 0.0312107 | val_loss: 0.0312186 | Time: 4899.78 ms [2022-01-27 21:35:47 main:574] : INFO : Epoch 1990 | loss: 0.0312112 | val_loss: 0.0312161 | Time: 4768.41 ms [2022-01-27 21:35:52 main:574] : INFO : Epoch 1991 | loss: 0.0312115 | val_loss: 0.031214 | Time: 4742.38 ms [2022-01-27 21:35:57 main:574] : INFO : Epoch 1992 | loss: 0.0312103 | val_loss: 0.0312149 | Time: 4875.93 ms [2022-01-27 21:36:02 main:574] : INFO : Epoch 1993 | loss: 0.0312099 | val_loss: 0.0312142 | Time: 4890.56 ms [2022-01-27 21:36:07 main:574] : INFO : Epoch 1994 | loss: 0.0312099 | val_loss: 0.0312144 | Time: 4657.76 ms [2022-01-27 21:36:11 main:574] : INFO : Epoch 1995 | loss: 0.0312098 | val_loss: 0.0312157 | Time: 4626.69 ms [2022-01-27 21:36:16 main:574] : INFO : Epoch 1996 | loss: 0.0312093 | val_loss: 0.0312143 | Time: 4821.39 ms [2022-01-27 21:36:21 main:574] : INFO : Epoch 1997 | loss: 0.03121 | val_loss: 0.0312149 | Time: 4929.18 ms [2022-01-27 21:36:26 main:574] : INFO : Epoch 1998 | loss: 0.0312112 | val_loss: 0.0312151 | Time: 4619.21 ms [2022-01-27 21:36:30 main:574] : INFO : Epoch 1999 | loss: 0.0312118 | val_loss: 0.0312143 | Time: 4661.52 ms [2022-01-27 21:36:35 main:574] : INFO : Epoch 2000 | loss: 0.0312103 | val_loss: 0.0312141 | Time: 4626.36 ms [2022-01-27 21:36:40 main:574] : INFO : Epoch 2001 | loss: 0.0312088 | val_loss: 0.0312132 | Time: 4803.48 ms [2022-01-27 21:36:45 main:574] : INFO : Epoch 2002 | loss: 0.031211 | val_loss: 0.031213 | Time: 4836.17 ms [2022-01-27 21:36:49 main:574] : INFO : Epoch 2003 | loss: 0.0312119 | val_loss: 0.0312133 | Time: 4510.33 ms [2022-01-27 21:36:54 main:574] : INFO : Epoch 2004 | loss: 0.0312103 | val_loss: 0.0312154 | Time: 4830.06 ms [2022-01-27 21:36:59 main:574] : INFO : Epoch 2005 | loss: 0.03121 | val_loss: 0.0312136 | Time: 4947.8 ms [2022-01-27 21:37:04 main:574] : INFO : Epoch 2006 | loss: 0.0312084 | val_loss: 0.0312135 | Time: 5465.34 ms [2022-01-27 21:37:10 main:574] : INFO : Epoch 2007 | loss: 0.0312088 | val_loss: 0.0312128 | Time: 5322.46 ms [2022-01-27 21:37:15 main:574] : INFO : Epoch 2008 | loss: 0.031208 | val_loss: 0.0312127 | Time: 5402.74 ms [2022-01-27 21:37:20 main:574] : INFO : Epoch 2009 | loss: 0.031208 | val_loss: 0.0312121 | Time: 5025.8 ms [2022-01-27 21:37:25 main:574] : INFO : Epoch 2010 | loss: 0.031208 | val_loss: 0.0312132 | Time: 4669.28 ms [2022-01-27 21:37:30 main:574] : INFO : Epoch 2011 | loss: 0.031208 | val_loss: 0.0312117 | Time: 4833.44 ms [2022-01-27 21:37:34 main:574] : INFO : Epoch 2012 | loss: 0.0312073 | val_loss: 0.031212 | Time: 4537.69 ms [2022-01-27 21:37:39 main:574] : INFO : Epoch 2013 | loss: 0.0312069 | val_loss: 0.0312117 | Time: 4654.83 ms [2022-01-27 21:37:44 main:574] : INFO : Epoch 2014 | loss: 0.0312075 | val_loss: 0.0312119 | Time: 4851.09 ms [2022-01-27 21:37:49 main:574] : INFO : Epoch 2015 | loss: 0.0312072 | val_loss: 0.0312118 | Time: 4891.63 ms [2022-01-27 21:37:53 main:574] : INFO : Epoch 2016 | loss: 0.031208 | val_loss: 0.0312156 | Time: 4782.06 ms [2022-01-27 21:37:58 main:574] : INFO : Epoch 2017 | loss: 0.0312095 | val_loss: 0.0312141 | Time: 4811.2 ms [2022-01-27 21:38:03 main:574] : INFO : Epoch 2018 | loss: 0.0312072 | val_loss: 0.0312127 | Time: 4633.45 ms [2022-01-27 21:38:08 main:574] : INFO : Epoch 2019 | loss: 0.0312071 | val_loss: 0.0312117 | Time: 4559.96 ms [2022-01-27 21:38:12 main:574] : INFO : Epoch 2020 | loss: 0.0312068 | val_loss: 0.0312126 | Time: 4864.77 ms [2022-01-27 21:38:17 main:574] : INFO : Epoch 2021 | loss: 0.0312079 | val_loss: 0.0312128 | Time: 4816.17 ms [2022-01-27 21:38:22 main:574] : INFO : Epoch 2022 | loss: 0.0312085 | val_loss: 0.0312125 | Time: 4994.93 ms [2022-01-27 21:38:27 main:574] : INFO : Epoch 2023 | loss: 0.0312103 | val_loss: 0.0312127 | Time: 4951.8 ms [2022-01-27 21:38:32 main:574] : INFO : Epoch 2024 | loss: 0.0312092 | val_loss: 0.0312124 | Time: 4838.8 ms [2022-01-27 21:38:37 main:574] : INFO : Epoch 2025 | loss: 0.0312095 | val_loss: 0.0312131 | Time: 5292.46 ms [2022-01-27 21:38:42 main:574] : INFO : Epoch 2026 | loss: 0.0312119 | val_loss: 0.0312168 | Time: 5119.58 ms [2022-01-27 21:38:47 main:574] : INFO : Epoch 2027 | loss: 0.0312135 | val_loss: 0.031215 | Time: 4826.8 ms [2022-01-27 21:38:52 main:574] : INFO : Epoch 2028 | loss: 0.0312097 | val_loss: 0.0312123 | Time: 4687.7 ms [2022-01-27 21:38:57 main:574] : INFO : Epoch 2029 | loss: 0.0312081 | val_loss: 0.031212 | Time: 4955.07 ms [2022-01-27 21:39:02 main:574] : INFO : Epoch 2030 | loss: 0.0312072 | val_loss: 0.0312119 | Time: 5162.53 ms [2022-01-27 21:39:07 main:574] : INFO : Epoch 2031 | loss: 0.0312083 | val_loss: 0.0312125 | Time: 4899.34 ms [2022-01-27 21:39:12 main:574] : INFO : Epoch 2032 | loss: 0.0312083 | val_loss: 0.031211 | Time: 4827.27 ms [2022-01-27 21:39:17 main:574] : INFO : Epoch 2033 | loss: 0.0312075 | val_loss: 0.0312137 | Time: 4785.9 ms [2022-01-27 21:39:21 main:574] : INFO : Epoch 2034 | loss: 0.0312088 | val_loss: 0.0312112 | Time: 4771.23 ms [2022-01-27 21:39:26 main:574] : INFO : Epoch 2035 | loss: 0.0312072 | val_loss: 0.0312139 | Time: 4687.49 ms [2022-01-27 21:39:31 main:574] : INFO : Epoch 2036 | loss: 0.0312094 | val_loss: 0.0312155 | Time: 4682.02 ms [2022-01-27 21:39:36 main:574] : INFO : Epoch 2037 | loss: 0.0312084 | val_loss: 0.0312126 | Time: 4697.81 ms [2022-01-27 21:39:40 main:574] : INFO : Epoch 2038 | loss: 0.0312078 | val_loss: 0.0312131 | Time: 4803.25 ms [2022-01-27 21:39:45 main:574] : INFO : Epoch 2039 | loss: 0.031209 | val_loss: 0.0312161 | Time: 4732.98 ms [2022-01-27 21:39:50 main:574] : INFO : Epoch 2040 | loss: 0.0312098 | val_loss: 0.0312131 | Time: 4693.51 ms [2022-01-27 21:39:55 main:574] : INFO : Epoch 2041 | loss: 0.0312092 | val_loss: 0.0312127 | Time: 4752.1 ms [2022-01-27 21:40:00 main:574] : INFO : Epoch 2042 | loss: 0.0312093 | val_loss: 0.0312124 | Time: 5033.57 ms [2022-01-27 21:40:05 main:574] : INFO : Epoch 2043 | loss: 0.0312097 | val_loss: 0.0312132 | Time: 4918.63 ms [2022-01-27 21:40:10 main:574] : INFO : Epoch 2044 | loss: 0.0312092 | val_loss: 0.0312132 | Time: 5103.09 ms [2022-01-27 21:40:15 main:574] : INFO : Epoch 2045 | loss: 0.0312104 | val_loss: 0.031213 | Time: 5020.23 ms [2022-01-27 21:40:20 main:574] : INFO : Epoch 2046 | loss: 0.0312099 | val_loss: 0.0312123 | Time: 5126.92 ms [2022-01-27 21:40:25 main:574] : INFO : Epoch 2047 | loss: 0.0312084 | val_loss: 0.0312126 | Time: 5218.08 ms [2022-01-27 21:40:30 main:574] : INFO : Epoch 2048 | loss: 0.03121 | val_loss: 0.0312123 | Time: 5122.87 ms [2022-01-27 21:40:30 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312123 [2022-01-27 21:40:30 main:603] : INFO : Saving end state to config to file [2022-01-27 21:40:30 main:608] : INFO : Success, exiting.. 21:40:30 (7568): 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)