Task 10938678
| Name | ParityModified-1639958356-19484-2-0_0 |
| Workunit | 8233927 |
| Created | 21 Jan 2022, 10:56:52 UTC |
| Sent | 6 Feb 2022, 3:18:42 UTC |
| Report deadline | 14 Feb 2022, 3:18:42 UTC |
| Received | 10 Feb 2022, 4:38:51 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 6020 |
| Run time | 8 hours 43 min 50 sec |
| CPU time | 8 hours 14 min 15 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,880.96 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.64 GB |
| Peak swap size | 3.60 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 1 | Time: 10120.9 ms [2022-02-07 19:24:10 main:574] : INFO : Epoch 1600 | loss: 0.0312028 | val_loss: 0.0312087 | Time: 9364.77 ms [2022-02-07 19:24:19 main:574] : INFO : Epoch 1601 | loss: 0.0312017 | val_loss: 0.0312078 | Time: 9583.12 ms [2022-02-07 19:24:28 main:574] : INFO : Epoch 1602 | loss: 0.0312006 | val_loss: 0.0312089 | Time: 9235.79 ms [2022-02-07 19:24:38 main:574] : INFO : Epoch 1603 | loss: 0.0312002 | val_loss: 0.0312081 | Time: 9867.68 ms [2022-02-07 19:24:47 main:574] : INFO : Epoch 1604 | loss: 0.0311996 | val_loss: 0.0312078 | Time: 9158.23 ms [2022-02-07 19:24:57 main:574] : INFO : Epoch 1605 | loss: 0.0311993 | val_loss: 0.0312081 | Time: 9390.11 ms [2022-02-07 19:25:06 main:574] : INFO : Epoch 1606 | loss: 0.0311992 | val_loss: 0.0312078 | Time: 9606.9 ms [2022-02-07 19:25:16 main:574] : INFO : Epoch 1607 | loss: 0.0311992 | val_loss: 0.031207 | Time: 9535.73 ms [2022-02-07 19:25:25 main:574] : INFO : Epoch 1608 | loss: 0.0311984 | val_loss: 0.0312077 | Time: 8504.13 ms [2022-02-07 19:25:35 main:574] : INFO : Epoch 1609 | loss: 0.0311981 | val_loss: 0.0312077 | Time: 9952.49 ms [2022-02-07 19:25:44 main:574] : INFO : Epoch 1610 | loss: 0.0311982 | val_loss: 0.0312071 | Time: 9510.21 ms [2022-02-07 19:25:54 main:574] : INFO : Epoch 1611 | loss: 0.0311994 | val_loss: 0.0312092 | Time: 9466.77 ms [2022-02-07 19:26:03 main:574] : INFO : Epoch 1612 | loss: 0.0311983 | val_loss: 0.0312079 | Time: 9738.14 ms [2022-02-07 19:26:13 main:574] : INFO : Epoch 1613 | loss: 0.0311978 | val_loss: 0.0312079 | Time: 9750.25 ms [2022-02-07 19:26:23 main:574] : INFO : Epoch 1614 | loss: 0.0311976 | val_loss: 0.0312077 | Time: 9446.69 ms [2022-02-07 19:26:32 main:574] : INFO : Epoch 1615 | loss: 0.0311977 | val_loss: 0.0312074 | Time: 9512.35 ms [2022-02-07 19:26:42 main:574] : INFO : Epoch 1616 | loss: 0.0311975 | val_loss: 0.0312074 | Time: 9747.8 ms [2022-02-07 19:26:51 main:574] : INFO : Epoch 1617 | loss: 0.0311974 | val_loss: 0.0312065 | Time: 9197.97 ms [2022-02-07 19:27:01 main:574] : INFO : Epoch 1618 | loss: 0.0311975 | val_loss: 0.0312064 | Time: 9787.67 ms [2022-02-07 19:27:10 main:574] : INFO : Epoch 1619 | loss: 0.0311977 | val_loss: 0.0312074 | Time: 9472.63 ms [2022-02-07 19:27:20 main:574] : INFO : Epoch 1620 | loss: 0.0311977 | val_loss: 0.0312067 | Time: 9436.17 ms [2022-02-07 19:27:30 main:574] : INFO : Epoch 1621 | loss: 0.0311977 | val_loss: 0.0312088 | Time: 9984.63 ms [2022-02-07 19:27:40 main:574] : INFO : Epoch 1622 | loss: 0.0311967 | val_loss: 0.0312078 | Time: 9870.64 ms [2022-02-07 19:27:50 main:574] : INFO : Epoch 1623 | loss: 0.0311968 | val_loss: 0.0312076 | Time: 9902.15 ms [2022-02-07 19:27:59 main:574] : INFO : Epoch 1624 | loss: 0.0311966 | val_loss: 0.0312063 | Time: 9355.25 ms [2022-02-07 19:28:09 main:574] : INFO : Epoch 1625 | loss: 0.0311965 | val_loss: 0.0312063 | Time: 9664.63 ms [2022-02-07 19:28:18 main:574] : INFO : Epoch 1626 | loss: 0.0311959 | val_loss: 0.0312069 | Time: 9362.17 ms [2022-02-07 19:28:28 main:574] : INFO : Epoch 1627 | loss: 0.031196 | val_loss: 0.0312083 | Time: 9708.02 ms [2022-02-07 19:28:38 main:574] : INFO : Epoch 1628 | loss: 0.0311958 | val_loss: 0.0312078 | Time: 9818.51 ms [2022-02-07 19:28:47 main:574] : INFO : Epoch 1629 | loss: 0.0311959 | val_loss: 0.0312079 | Time: 9552.26 ms [2022-02-07 19:28:57 main:574] : INFO : Epoch 1630 | loss: 0.0311963 | val_loss: 0.0312069 | Time: 9414.24 ms [2022-02-07 19:29:06 main:574] : INFO : Epoch 1631 | loss: 0.0311963 | val_loss: 0.0312082 | Time: 9658.86 ms [2022-02-07 19:29:16 main:574] : INFO : Epoch 1632 | loss: 0.0311958 | val_loss: 0.0312074 | Time: 9969.22 ms [2022-02-07 19:29:26 main:574] : INFO : Epoch 1633 | loss: 0.0311959 | val_loss: 0.0312062 | Time: 9650.57 ms [2022-02-07 19:29:35 main:574] : INFO : Epoch 1634 | loss: 0.0311957 | val_loss: 0.0312072 | Time: 9395.03 ms [2022-02-07 19:29:45 main:574] : INFO : Epoch 1635 | loss: 0.0311957 | val_loss: 0.0312061 | Time: 9869.8 ms [2022-02-07 19:29:55 main:574] : INFO : Epoch 1636 | loss: 0.0311953 | val_loss: 0.0312069 | Time: 9785.88 ms [2022-02-07 19:30:04 main:574] : INFO : Epoch 1637 | loss: 0.0311958 | val_loss: 0.031208 | Time: 9542.35 ms [2022-02-07 19:30:14 main:574] : INFO : Epoch 1638 | loss: 0.0311952 | val_loss: 0.031207 | Time: 9225.47 ms [2022-02-07 19:30:24 main:574] : INFO : Epoch 1639 | loss: 0.0311951 | val_loss: 0.0312081 | Time: 9760.73 ms [2022-02-07 19:30:33 main:574] : INFO : Epoch 1640 | loss: 0.031195 | val_loss: 0.0312082 | Time: 9419.04 ms [2022-02-07 19:30:45 main:574] : INFO : Epoch 1641 | loss: 0.031195 | val_loss: 0.0312077 | Time: 11669.9 ms [2022-02-07 19:31:10 main:574] : INFO : Epoch 1642 | loss: 0.0311949 | val_loss: 0.031207 | Time: 25604.4 ms [2022-02-07 19:31:35 main:574] : INFO : Epoch 1643 | loss: 0.0311943 | val_loss: 0.0312072 | Time: 25163.3 ms [2022-02-07 19:32:01 main:574] : INFO : Epoch 1644 | loss: 0.0311944 | val_loss: 0.0312076 | Time: 25468.2 ms [2022-02-07 19:32:27 main:574] : INFO : Epoch 1645 | loss: 0.0311954 | val_loss: 0.0312081 | Time: 25887.1 ms [2022-02-07 19:32:53 main:574] : INFO : Epoch 1646 | loss: 0.0311953 | val_loss: 0.0312084 | Time: 25976.5 ms [2022-02-07 19:33:18 main:574] : INFO : Epoch 1647 | loss: 0.0311952 | val_loss: 0.031208 | Time: 25438 ms [2022-02-07 19:33:45 main:574] : INFO : Epoch 1648 | loss: 0.0311951 | val_loss: 0.0312077 | Time: 26795.7 ms [2022-02-07 19:34:20 main:574] : INFO : Epoch 1649 | loss: 0.0311945 | val_loss: 0.0312075 | Time: 34378.3 ms [2022-02-07 19:34:45 main:574] : INFO : Epoch 1650 | loss: 0.0311944 | val_loss: 0.0312073 | Time: 25479.6 ms [2022-02-07 19:35:10 main:574] : INFO : Epoch 1651 | loss: 0.031194 | val_loss: 0.0312069 | Time: 25126.7 ms [2022-02-07 19:35:36 main:574] : INFO : Epoch 1652 | loss: 0.0311938 | val_loss: 0.0312067 | Time: 25865.3 ms [2022-02-07 19:36:00 main:574] : INFO : Epoch 1653 | loss: 0.031194 | val_loss: 0.0312066 | Time: 24143.2 ms [2022-02-07 19:36:25 main:574] : INFO : Epoch 1654 | loss: 0.0311944 | val_loss: 0.0312082 | Time: 25047.7 ms [2022-02-07 19:36:50 main:574] : INFO : Epoch 1655 | loss: 0.0311943 | val_loss: 0.0312092 | Time: 25073.9 ms [2022-02-07 19:37:16 main:574] : INFO : Epoch 1656 | loss: 0.0311942 | val_loss: 0.0312075 | Time: 25591.7 ms [2022-02-07 19:37:40 main:574] : INFO : Epoch 1657 | loss: 0.031194 | val_loss: 0.0312059 | Time: 24209.2 ms [2022-02-07 19:38:06 main:574] : INFO : Epoch 1658 | loss: 0.0311996 | val_loss: 0.0312093 | Time: 25497.9 ms [2022-02-07 19:38:32 main:574] : INFO : Epoch 1659 | loss: 0.0311991 | val_loss: 0.0312078 | Time: 25732 ms [2022-02-07 19:38:56 main:574] : INFO : Epoch 1660 | loss: 0.031197 | val_loss: 0.0312092 | Time: 24913.4 ms [2022-02-07 19:39:22 main:574] : INFO : Epoch 1661 | loss: 0.0311971 | val_loss: 0.0312071 | Time: 25614.2 ms [2022-02-07 19:39:47 main:574] : INFO : Epoch 1662 | loss: 0.0311955 | val_loss: 0.0312076 | Time: 25026.1 ms [2022-02-07 19:40:12 main:574] : INFO : Epoch 1663 | loss: 0.0311957 | val_loss: 0.0312085 | Time: 24569.8 ms [2022-02-07 19:40:37 main:574] : INFO : Epoch 1664 | loss: 0.0311951 | val_loss: 0.0312063 | Time: 25413.1 ms [2022-02-07 19:41:02 main:574] : INFO : Epoch 1665 | loss: 0.0311954 | val_loss: 0.0312078 | Time: 25119.9 ms [2022-02-07 19:41:28 main:574] : INFO : Epoch 1666 | loss: 0.0311954 | val_loss: 0.0312056 | Time: 25271.2 ms [2022-02-07 19:41:54 main:574] : INFO : Epoch 1667 | loss: 0.031195 | val_loss: 0.0312073 | Time: 26278.4 ms [2022-02-07 19:42:19 main:574] : INFO : Epoch 1668 | loss: 0.0311955 | val_loss: 0.031206 | Time: 24896.8 ms [2022-02-07 19:42:45 main:574] : INFO : Epoch 1669 | loss: 0.0311952 | val_loss: 0.031207 | Time: 26000.3 ms [2022-02-07 19:43:10 main:574] : INFO : Epoch 1670 | loss: 0.0311948 | val_loss: 0.0312054 | Time: 25550.8 ms [2022-02-07 19:43:36 main:574] : INFO : Epoch 1671 | loss: 0.0311948 | val_loss: 0.0312062 | Time: 26040.2 ms [2022-02-07 19:44:03 main:574] : INFO : Epoch 1672 | loss: 0.0311945 | val_loss: 0.0312064 | Time: 26274.4 ms [2022-02-07 19:44:29 main:574] : INFO : Epoch 1673 | loss: 0.0311954 | val_loss: 0.0312074 | Time: 26502.6 ms [2022-02-07 19:44:55 main:574] : INFO : Epoch 1674 | loss: 0.0311976 | val_loss: 0.0312117 | Time: 25250.8 ms [2022-02-07 19:45:23 main:574] : INFO : Epoch 1675 | loss: 0.0311973 | val_loss: 0.0312069 | Time: 28863.6 ms [2022-02-07 19:45:49 main:574] : INFO : Epoch 1676 | loss: 0.0311955 | val_loss: 0.031207 | Time: 25788.6 ms [2022-02-07 19:46:15 main:574] : INFO : Epoch 1677 | loss: 0.0311963 | val_loss: 0.0312063 | Time: 25752.9 ms [2022-02-07 19:46:40 main:574] : INFO : Epoch 1678 | loss: 0.0311946 | val_loss: 0.0312062 | Time: 25204.5 ms [2022-02-07 19:47:08 main:574] : INFO : Epoch 1679 | loss: 0.0311954 | val_loss: 0.0312068 | Time: 28075.5 ms [2022-02-07 19:47:34 main:574] : INFO : Epoch 1680 | loss: 0.0311957 | val_loss: 0.0312064 | Time: 25808 ms [2022-02-07 19:48:00 main:574] : INFO : Epoch 1681 | loss: 0.0311946 | val_loss: 0.0312063 | Time: 26118.3 ms [2022-02-07 19:48:26 main:574] : INFO : Epoch 1682 | loss: 0.0311956 | val_loss: 0.0312082 | Time: 25830 ms [2022-02-07 19:48:52 main:574] : INFO : Epoch 1683 | loss: 0.0311945 | val_loss: 0.031206 | Time: 25736 ms [2022-02-07 19:49:16 main:574] : INFO : Epoch 1684 | loss: 0.0311944 | val_loss: 0.031207 | Time: 24474.7 ms [2022-02-07 19:49:42 main:574] : INFO : Epoch 1685 | loss: 0.0311951 | val_loss: 0.0312061 | Time: 25709.4 ms [2022-02-07 19:50:08 main:574] : INFO : Epoch 1686 | loss: 0.0311944 | val_loss: 0.0312077 | Time: 25822.8 ms [2022-02-07 19:50:35 main:574] : INFO : Epoch 1687 | loss: 0.0311952 | val_loss: 0.0312062 | Time: 26749.3 ms [2022-02-07 19:51:01 main:574] : INFO : Epoch 1688 | loss: 0.0311953 | val_loss: 0.031205 | Time: 26313.4 ms [2022-02-07 19:51:27 main:574] : INFO : Epoch 1689 | loss: 0.0311956 | val_loss: 0.0312057 | Time: 25693.7 ms [2022-02-07 19:51:52 main:574] : INFO : Epoch 1690 | loss: 0.0311955 | val_loss: 0.0312068 | Time: 25047.1 ms [2022-02-07 19:52:18 main:574] : INFO : Epoch 1691 | loss: 0.0311956 | val_loss: 0.0312056 | Time: 26185.4 ms [2022-02-07 19:52:44 main:574] : INFO : Epoch 1692 | loss: 0.0311948 | val_loss: 0.0312061 | Time: 25382.8 ms [2022-02-07 19:53:10 main:574] : INFO : Epoch 1693 | loss: 0.0311943 | val_loss: 0.0312075 | Time: 26403.3 ms [2022-02-07 19:53:35 main:574] : INFO : Epoch 1694 | loss: 0.0311941 | val_loss: 0.0312046 | Time: 25385.1 ms [2022-02-07 19:54:02 main:574] : INFO : Epoch 1695 | loss: 0.0311939 | val_loss: 0.0312054 | Time: 26629.1 ms [2022-02-07 19:54:28 main:574] : INFO : Epoch 1696 | loss: 0.0311941 | val_loss: 0.0312058 | Time: 25880.8 ms [2022-02-07 19:54:54 main:574] : INFO : Epoch 1697 | loss: 0.0311977 | val_loss: 0.0312049 | Time: 26047.2 ms [2022-02-07 19:55:20 main:574] : INFO : Epoch 1698 | loss: 0.0311958 | val_loss: 0.0312056 | Time: 25637.2 ms [2022-02-07 19:55:46 main:574] : INFO : Epoch 1699 | loss: 0.0311943 | val_loss: 0.0312041 | Time: 25923.1 ms [2022-02-07 19:56:12 main:574] : INFO : Epoch 1700 | loss: 0.0311941 | val_loss: 0.0312041 | Time: 25857.3 ms [2022-02-07 19:56:38 main:574] : INFO : Epoch 1701 | loss: 0.0311931 | val_loss: 0.031204 | Time: 26030 ms [2022-02-07 19:57:03 main:574] : INFO : Epoch 1702 | loss: 0.0311934 | val_loss: 0.0312041 | Time: 25839.6 ms [2022-02-07 19:57:29 main:574] : INFO : Epoch 1703 | loss: 0.0311933 | val_loss: 0.0312048 | Time: 25842.1 ms [2022-02-07 19:57:55 main:574] : INFO : Epoch 1704 | loss: 0.0311929 | val_loss: 0.0312043 | Time: 25509.4 ms [2022-02-07 19:58:20 main:574] : INFO : Epoch 1705 | loss: 0.0311926 | val_loss: 0.0312047 | Time: 25284.9 ms [2022-02-07 19:58:45 main:574] : INFO : Epoch 1706 | loss: 0.0311927 | val_loss: 0.0312047 | Time: 25294.3 ms [2022-02-07 19:59:11 main:574] : INFO : Epoch 1707 | loss: 0.0311931 | val_loss: 0.0312046 | Time: 25622 ms [2022-02-07 19:59:38 main:574] : INFO : Epoch 1708 | loss: 0.0311927 | val_loss: 0.0312045 | Time: 26460.7 ms [2022-02-07 20:00:04 main:574] : INFO : Epoch 1709 | loss: 0.0311928 | val_loss: 0.0312059 | Time: 26044.6 ms [2022-02-07 20:00:31 main:574] : INFO : Epoch 1710 | loss: 0.0311931 | val_loss: 0.0312046 | Time: 26856.6 ms [2022-02-07 20:00:56 main:574] : INFO : Epoch 1711 | loss: 0.0311931 | val_loss: 0.0312047 | Time: 25524.2 ms [2022-02-07 20:01:21 main:574] : INFO : Epoch 1712 | loss: 0.0311925 | val_loss: 0.0312087 | Time: 25258.9 ms [2022-02-07 20:01:46 main:574] : INFO : Epoch 1713 | loss: 0.0311937 | val_loss: 0.0312057 | Time: 25018 ms [2022-02-07 20:02:12 main:574] : INFO : Epoch 1714 | loss: 0.0311943 | val_loss: 0.0312058 | Time: 25521.6 ms [2022-02-07 20:02:37 main:574] : INFO : Epoch 1715 | loss: 0.0311926 | val_loss: 0.0312049 | Time: 25439 ms [2022-02-07 20:03:04 main:574] : INFO : Epoch 1716 | loss: 0.0311922 | val_loss: 0.0312052 | Time: 26199.9 ms [2022-02-07 20:03:29 main:574] : INFO : Epoch 1717 | loss: 0.031192 | val_loss: 0.0312037 | Time: 25605.8 ms [2022-02-07 20:03:55 main:574] : INFO : Epoch 1718 | loss: 0.0311932 | val_loss: 0.0312048 | Time: 25488.7 ms [2022-02-07 20:04:21 main:574] : INFO : Epoch 1719 | loss: 0.0311923 | val_loss: 0.0312056 | Time: 26117.9 ms [2022-02-07 20:04:47 main:574] : INFO : Epoch 1720 | loss: 0.0311929 | val_loss: 0.0312055 | Time: 25863.5 ms [2022-02-07 20:05:12 main:574] : INFO : Epoch 1721 | loss: 0.031193 | val_loss: 0.0312054 | Time: 25465.9 ms [2022-02-07 20:05:37 main:574] : INFO : Epoch 1722 | loss: 0.0311922 | val_loss: 0.0312064 | Time: 24509.4 ms [2022-02-07 20:06:03 main:574] : INFO : Epoch 1723 | loss: 0.0311932 | val_loss: 0.031205 | Time: 26505.9 ms [2022-02-07 20:06:29 main:574] : INFO : Epoch 1724 | loss: 0.0311927 | val_loss: 0.0312127 | Time: 25772.3 ms [2022-02-07 20:06:55 main:574] : INFO : Epoch 1725 | loss: 0.0311938 | val_loss: 0.0312053 | Time: 26087.9 ms [2022-02-07 20:07:21 main:574] : INFO : Epoch 1726 | loss: 0.0311928 | val_loss: 0.0312067 | Time: 25948.8 ms [2022-02-07 20:07:46 main:574] : INFO : Epoch 1727 | loss: 0.0311929 | val_loss: 0.0312062 | Time: 25022.5 ms [2022-02-07 20:08:12 main:574] : INFO : Epoch 1728 | loss: 0.0311942 | val_loss: 0.0312128 | Time: 25856.2 ms [2022-02-07 20:08:38 main:574] : INFO : Epoch 1729 | loss: 0.031196 | val_loss: 0.0312071 | Time: 26326.8 ms [2022-02-07 20:09:05 main:574] : INFO : Epoch 1730 | loss: 0.031194 | val_loss: 0.0312068 | Time: 26174.5 ms [2022-02-07 20:09:31 main:574] : INFO : Epoch 1731 | loss: 0.0311945 | val_loss: 0.0312081 | Time: 25972.7 ms [2022-02-07 20:09:56 main:574] : INFO : Epoch 1732 | loss: 0.0311936 | val_loss: 0.0312063 | Time: 25244.1 ms [2022-02-07 20:10:22 main:574] : INFO : Epoch 1733 | loss: 0.0311932 | val_loss: 0.0312054 | Time: 26326.4 ms [2022-02-07 20:10:48 main:574] : INFO : Epoch 1734 | loss: 0.0311922 | val_loss: 0.0312072 | Time: 25944.5 ms [2022-02-07 20:11:14 main:574] : INFO : Epoch 1735 | loss: 0.031194 | val_loss: 0.0312114 | Time: 25722.6 ms [2022-02-07 20:11:40 main:574] : INFO : Epoch 1736 | loss: 0.0311936 | val_loss: 0.0312052 | Time: 25717.7 ms [2022-02-07 20:12:06 main:574] : INFO : Epoch 1737 | loss: 0.0311928 | val_loss: 0.0312064 | Time: 25841.5 ms [2022-02-07 20:12:31 main:574] : INFO : Epoch 1738 | loss: 0.0311925 | val_loss: 0.0312069 | Time: 25743 ms [2022-02-07 20:12:57 main:574] : INFO : Epoch 1739 | loss: 0.0311925 | val_loss: 0.0312056 | Time: 25980.7 ms [2022-02-07 20:13:22 main:574] : INFO : Epoch 1740 | loss: 0.0311936 | val_loss: 0.0312047 | Time: 24693 ms [2022-02-07 20:13:48 main:574] : INFO : Epoch 1741 | loss: 0.0311921 | val_loss: 0.031205 | Time: 26246.3 ms [2022-02-07 20:14:14 main:574] : INFO : Epoch 1742 | loss: 0.0311917 | val_loss: 0.0312055 | Time: 25245.7 ms [2022-02-07 20:14:40 main:574] : INFO : Epoch 1743 | loss: 0.0311916 | val_loss: 0.0312058 | Time: 25966 ms [2022-02-07 20:15:05 main:574] : INFO : Epoch 1744 | loss: 0.0311918 | val_loss: 0.0312049 | Time: 25473.1 ms [2022-02-07 20:15:30 main:574] : INFO : Epoch 1745 | loss: 0.0311922 | val_loss: 0.0312043 | Time: 24563.7 ms [2022-02-07 20:15:56 main:574] : INFO : Epoch 1746 | loss: 0.0311934 | val_loss: 0.0312049 | Time: 25839 ms [2022-02-07 20:16:21 main:574] : INFO : Epoch 1747 | loss: 0.0311922 | val_loss: 0.0312049 | Time: 25695.7 ms [2022-02-07 20:16:47 main:574] : INFO : Epoch 1748 | loss: 0.0311932 | val_loss: 0.0312035 | Time: 25992.1 ms [2022-02-07 20:17:13 main:574] : INFO : Epoch 1749 | loss: 0.0311931 | val_loss: 0.0312039 | Time: 25215.2 ms [2022-02-07 20:17:38 main:574] : INFO : Epoch 1750 | loss: 0.031192 | val_loss: 0.0312061 | Time: 25275.2 ms [2022-02-07 20:18:04 main:574] : INFO : Epoch 1751 | loss: 0.0311977 | val_loss: 0.0312048 | Time: 25958.7 ms [2022-02-07 20:18:30 main:574] : INFO : Epoch 1752 | loss: 0.0311987 | val_loss: 0.0312073 | Time: 26472.9 ms [2022-02-07 20:18:57 main:574] : INFO : Epoch 1753 | loss: 0.0311978 | val_loss: 0.0312067 | Time: 26504.5 ms [2022-02-07 20:19:22 main:574] : INFO : Epoch 1754 | loss: 0.0311977 | val_loss: 0.0312073 | Time: 25230.3 ms [2022-02-07 20:19:48 main:574] : INFO : Epoch 1755 | loss: 0.031199 | val_loss: 0.0312096 | Time: 25481.2 ms [2022-02-07 20:20:13 main:574] : INFO : Epoch 1756 | loss: 0.031198 | val_loss: 0.0312079 | Time: 25767 ms [2022-02-07 20:20:40 main:574] : INFO : Epoch 1757 | loss: 0.0311977 | val_loss: 0.031207 | Time: 26440.5 ms [2022-02-07 20:21:05 main:574] : INFO : Epoch 1758 | loss: 0.0311976 | val_loss: 0.031208 | Time: 25577.7 ms [2022-02-07 20:21:31 main:574] : INFO : Epoch 1759 | loss: 0.0311978 | val_loss: 0.0312058 | Time: 25346.6 ms [2022-02-07 20:21:56 main:574] : INFO : Epoch 1760 | loss: 0.0311968 | val_loss: 0.0312055 | Time: 25661.2 ms [2022-02-07 20:22:22 main:574] : INFO : Epoch 1761 | loss: 0.0311964 | val_loss: 0.0312065 | Time: 25286.1 ms [2022-02-07 20:22:47 main:574] : INFO : Epoch 1762 | loss: 0.0311965 | val_loss: 0.0312069 | Time: 25323.9 ms [2022-02-07 20:23:13 main:574] : INFO : Epoch 1763 | loss: 0.0311957 | val_loss: 0.0312052 | Time: 25548 ms [2022-02-07 20:23:39 main:574] : INFO : Epoch 1764 | loss: 0.0311954 | val_loss: 0.0312127 | Time: 25811.9 ms [2022-02-07 20:24:05 main:574] : INFO : Epoch 1765 | loss: 0.0311988 | val_loss: 0.0312082 | Time: 25958 ms [2022-02-07 20:24:30 main:574] : INFO : Epoch 1766 | loss: 0.0311957 | val_loss: 0.031205 | Time: 25243.1 ms [2022-02-07 20:24:56 main:574] : INFO : Epoch 1767 | loss: 0.0312003 | val_loss: 0.0312147 | Time: 26228.4 ms [2022-02-07 20:25:22 main:574] : INFO : Epoch 1768 | loss: 0.0312099 | val_loss: 0.0312178 | Time: 26210.3 ms [2022-02-07 20:25:48 main:574] : INFO : Epoch 1769 | loss: 0.0312083 | val_loss: 0.0312111 | Time: 25903.9 ms [2022-02-07 20:26:14 main:574] : INFO : Epoch 1770 | loss: 0.0312043 | val_loss: 0.0312107 | Time: 25690.1 ms [2022-02-07 20:26:40 main:574] : INFO : Epoch 1771 | loss: 0.031203 | val_loss: 0.0312093 | Time: 26288.7 ms [2022-02-07 20:27:05 main:574] : INFO : Epoch 1772 | loss: 0.0312033 | val_loss: 0.0312097 | Time: 24954.6 ms [2022-02-07 20:27:31 main:574] : INFO : Epoch 1773 | loss: 0.0312038 | val_loss: 0.0312141 | Time: 25630.2 ms [2022-02-07 20:27:58 main:574] : INFO : Epoch 1774 | loss: 0.0312031 | val_loss: 0.0312119 | Time: 27481 ms [2022-02-07 20:28:25 main:574] : INFO : Epoch 1775 | loss: 0.0312025 | val_loss: 0.0312094 | Time: 26205.6 ms [2022-02-07 20:28:51 main:574] : INFO : Epoch 1776 | loss: 0.0312024 | val_loss: 0.0312116 | Time: 26050.1 ms [2022-02-07 20:29:17 main:574] : INFO : Epoch 1777 | loss: 0.0312025 | val_loss: 0.0312185 | Time: 26308.1 ms [2022-02-07 20:29:43 main:574] : INFO : Epoch 1778 | loss: 0.0312075 | val_loss: 0.0312122 | Time: 25948.1 ms [2022-02-07 20:30:09 main:574] : INFO : Epoch 1779 | loss: 0.0312056 | val_loss: 0.0312114 | Time: 25686.3 ms [2022-02-07 20:30:35 main:574] : INFO : Epoch 1780 | loss: 0.0312034 | val_loss: 0.0312103 | Time: 26221.2 ms [2022-02-07 20:31:01 main:574] : INFO : Epoch 1781 | loss: 0.031202 | val_loss: 0.0312086 | Time: 25694.9 ms [2022-02-07 20:31:27 main:574] : INFO : Epoch 1782 | loss: 0.0312034 | val_loss: 0.0312087 | Time: 26104.8 ms [2022-02-07 20:31:51 main:574] : INFO : Epoch 1783 | loss: 0.0312027 | val_loss: 0.0312079 | Time: 24441.4 ms [2022-02-07 20:32:18 main:574] : INFO : Epoch 1784 | loss: 0.0312017 | val_loss: 0.0312065 | Time: 26521.3 ms [2022-02-07 20:32:44 main:574] : INFO : Epoch 1785 | loss: 0.0312018 | val_loss: 0.031208 | Time: 26024.8 ms [2022-02-07 20:33:10 main:574] : INFO : Epoch 1786 | loss: 0.0312018 | val_loss: 0.031209 | Time: 25825.2 ms [2022-02-07 20:33:36 main:574] : INFO : Epoch 1787 | loss: 0.0312013 | val_loss: 0.031206 | Time: 26672.1 ms [2022-02-07 20:34:04 main:574] : INFO : Epoch 1788 | loss: 0.0312022 | val_loss: 0.0312064 | Time: 27360.5 ms [2022-02-07 20:34:39 main:574] : INFO : Epoch 1789 | loss: 0.0311993 | val_loss: 0.0312048 | Time: 35401.1 ms [2022-02-07 20:35:04 main:574] : INFO : Epoch 1790 | loss: 0.0311992 | val_loss: 0.0312048 | Time: 25144.8 ms [2022-02-07 20:35:29 main:574] : INFO : Epoch 1791 | loss: 0.0311991 | val_loss: 0.0312083 | Time: 24277 ms [2022-02-07 20:35:55 main:574] : INFO : Epoch 1792 | loss: 0.0312 | val_loss: 0.0312059 | Time: 26184.7 ms [2022-02-07 20:36:21 main:574] : INFO : Epoch 1793 | loss: 0.0312009 | val_loss: 0.0312046 | Time: 25968.8 ms [2022-02-07 20:36:47 main:574] : INFO : Epoch 1794 | loss: 0.031199 | val_loss: 0.0312063 | Time: 25669.7 ms [2022-02-07 20:37:12 main:574] : INFO : Epoch 1795 | loss: 0.0312 | val_loss: 0.0312059 | Time: 25783.3 ms [2022-02-07 20:37:39 main:574] : INFO : Epoch 1796 | loss: 0.0312001 | val_loss: 0.0312041 | Time: 26379.5 ms [2022-02-07 20:38:05 main:574] : INFO : Epoch 1797 | loss: 0.0311989 | val_loss: 0.0312061 | Time: 25991.3 ms [2022-02-07 20:38:30 main:574] : INFO : Epoch 1798 | loss: 0.0311999 | val_loss: 0.0312047 | Time: 25636.3 ms [2022-02-07 20:38:56 main:574] : INFO : Epoch 1799 | loss: 0.0311984 | val_loss: 0.0312041 | Time: 25327.8 ms [2022-02-07 20:39:21 main:574] : INFO : Epoch 1800 | loss: 0.0311983 | val_loss: 0.0312046 | Time: 25542.2 ms [2022-02-07 20:39:46 main:574] : INFO : Epoch 1801 | loss: 0.0311983 | val_loss: 0.0312033 | Time: 24747 ms [2022-02-07 20:40:13 main:574] : INFO : Epoch 1802 | loss: 0.0312004 | val_loss: 0.031203 | Time: 26768.8 ms [2022-02-07 20:40:38 main:574] : INFO : Epoch 1803 | loss: 0.0311965 | val_loss: 0.0312009 | Time: 25418.3 ms [2022-02-07 20:41:04 main:574] : INFO : Epoch 1804 | loss: 0.0311961 | val_loss: 0.0312003 | Time: 25721.7 ms [2022-02-07 20:41:30 main:574] : INFO : Epoch 1805 | loss: 0.0311987 | val_loss: 0.0312059 | Time: 25877.5 ms [2022-02-07 20:41:55 main:574] : INFO : Epoch 1806 | loss: 0.0311974 | val_loss: 0.0312033 | Time: 25358.5 ms [2022-02-07 20:42:23 main:574] : INFO : Epoch 1807 | loss: 0.0311966 | val_loss: 0.0312022 | Time: 27476.1 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce MX350) [2022-02-09 09:53:38 main:435] : INFO : Set logging level to 1 [2022-02-09 09:53:38 main:441] : INFO : Running in BOINC Client mode [2022-02-09 09:53:39 main:444] : INFO : Resolving all filenames [2022-02-09 09:53:39 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-09 09:53:39 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-09 09:53:39 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-09 09:53:39 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-09 09:53:39 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-09 09:53:39 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-09 09:53:39 main:474] : INFO : Configuration: [2022-02-09 09:53:39 main:475] : INFO : Model type: GRU [2022-02-09 09:53:39 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-09 09:53:39 main:477] : INFO : Max Epochs: 2048 [2022-02-09 09:53:39 main:478] : INFO : Batch Size: 128 [2022-02-09 09:53:39 main:479] : INFO : Learning Rate: 0.01 [2022-02-09 09:53:39 main:480] : INFO : Patience: 10 [2022-02-09 09:53:39 main:481] : INFO : Hidden Width: 12 [2022-02-09 09:53:39 main:482] : INFO : # Recurrent Layers: 4 [2022-02-09 09:53:39 main:483] : INFO : # Backend Layers: 4 [2022-02-09 09:53:39 main:484] : INFO : # Threads: 1 [2022-02-09 09:53:39 main:486] : INFO : Preparing Dataset [2022-02-09 09:53:39 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-09 09:53:39 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-09 09:53:43 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-09 09:53:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-09 09:53:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-09 09:53:43 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-09 09:53:43 main:494] : INFO : Creating Model [2022-02-09 09:53:43 main:507] : INFO : Preparing config file [2022-02-09 09:53:43 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-09 09:53:43 main:512] : INFO : Loading config [2022-02-09 09:53:43 main:514] : INFO : Loading state [2022-02-09 09:53:45 main:559] : INFO : Loading DataLoader into Memory [2022-02-09 09:53:46 main:562] : INFO : Starting Training [2022-02-09 09:53:58 main:574] : INFO : Epoch 1801 | loss: 0.0314015 | val_loss: 0.0312748 | Time: 12068.4 ms [2022-02-09 09:54:33 main:574] : INFO : Epoch 1802 | loss: 0.0312416 | val_loss: 0.0312293 | Time: 35447.6 ms [2022-02-09 09:55:12 main:574] : INFO : Epoch 1803 | loss: 0.0312143 | val_loss: 0.0312124 | Time: 39060.1 ms [2022-02-09 09:55:48 main:574] : INFO : Epoch 1804 | loss: 0.031204 | val_loss: 0.0312051 | Time: 35921.3 ms [2022-02-09 09:56:42 main:574] : INFO : Epoch 1805 | loss: 0.0312008 | val_loss: 0.0312048 | Time: 53848.1 ms [2022-02-09 09:57:10 main:574] : INFO : Epoch 1806 | loss: 0.0312014 | val_loss: 0.0312011 | Time: 27713 ms [2022-02-09 09:57:47 main:574] : INFO : Epoch 1807 | loss: 0.0311996 | val_loss: 0.0311998 | Time: 37064.9 ms [2022-02-09 09:58:16 main:574] : INFO : Epoch 1808 | loss: 0.0311986 | val_loss: 0.0312058 | Time: 28618.1 ms [2022-02-09 09:58:44 main:574] : INFO : Epoch 1809 | loss: 0.0311975 | val_loss: 0.0312019 | Time: 27499.4 ms [2022-02-09 09:59:12 main:574] : INFO : Epoch 1810 | loss: 0.0312004 | val_loss: 0.0312066 | Time: 27963 ms [2022-02-09 09:59:49 main:574] : INFO : Epoch 1811 | loss: 0.0312007 | val_loss: 0.0312067 | Time: 37719.7 ms [2022-02-09 10:00:16 main:574] : INFO : Epoch 1812 | loss: 0.0312002 | val_loss: 0.0312022 | Time: 26114.4 ms [2022-02-09 10:00:41 main:574] : INFO : Epoch 1813 | loss: 0.0311981 | val_loss: 0.0312044 | Time: 25406.6 ms [2022-02-09 10:01:09 main:574] : INFO : Epoch 1814 | loss: 0.0311988 | val_loss: 0.0312022 | Time: 28044.3 ms [2022-02-09 10:02:28 main:574] : INFO : Epoch 1815 | loss: 0.0311968 | val_loss: 0.0312076 | Time: 78954.5 ms [2022-02-09 10:03:06 main:574] : INFO : Epoch 1816 | loss: 0.031197 | val_loss: 0.0312021 | Time: 37701.3 ms [2022-02-09 10:03:33 main:574] : INFO : Epoch 1817 | loss: 0.0311976 | val_loss: 0.0312027 | Time: 27215.9 ms [2022-02-09 10:04:02 main:574] : INFO : Epoch 1818 | loss: 0.0311955 | val_loss: 0.0312049 | Time: 28621 ms [2022-02-09 10:04:55 main:574] : INFO : Epoch 1819 | loss: 0.0311951 | val_loss: 0.0312082 | Time: 52847 ms [2022-02-09 10:05:23 main:574] : INFO : Epoch 1820 | loss: 0.0311941 | val_loss: 0.0312022 | Time: 28234.5 ms [2022-02-09 10:05:51 main:574] : INFO : Epoch 1821 | loss: 0.0311919 | val_loss: 0.0312025 | Time: 27671.7 ms [2022-02-09 10:06:17 main:574] : INFO : Epoch 1822 | loss: 0.0311936 | val_loss: 0.0312016 | Time: 26399.8 ms [2022-02-09 10:06:43 main:574] : INFO : Epoch 1823 | loss: 0.0311944 | val_loss: 0.0312076 | Time: 26083 ms [2022-02-09 10:07:10 main:574] : INFO : Epoch 1824 | loss: 0.0311939 | val_loss: 0.0312059 | Time: 26626.6 ms [2022-02-09 10:07:36 main:574] : INFO : Epoch 1825 | loss: 0.0311936 | val_loss: 0.0312021 | Time: 25593.5 ms [2022-02-09 10:08:01 main:574] : INFO : Epoch 1826 | loss: 0.0311932 | val_loss: 0.0312028 | Time: 25282.2 ms [2022-02-09 10:08:27 main:574] : INFO : Epoch 1827 | loss: 0.031196 | val_loss: 0.0312063 | Time: 25933.1 ms [2022-02-09 10:09:33 main:574] : INFO : Epoch 1828 | loss: 0.0311919 | val_loss: 0.0312019 | Time: 66036.6 ms [2022-02-09 10:10:01 main:574] : INFO : Epoch 1829 | loss: 0.0311913 | val_loss: 0.0312034 | Time: 28347.3 ms [2022-02-09 10:11:08 main:574] : INFO : Epoch 1830 | loss: 0.0311917 | val_loss: 0.0312004 | Time: 66520.6 ms [2022-02-09 10:11:32 main:574] : INFO : Epoch 1831 | loss: 0.0311914 | val_loss: 0.0312006 | Time: 24445.1 ms [2022-02-09 10:11:57 main:574] : INFO : Epoch 1832 | loss: 0.0311921 | val_loss: 0.0312043 | Time: 24309.3 ms [2022-02-09 10:12:21 main:574] : INFO : Epoch 1833 | loss: 0.0311924 | val_loss: 0.0312003 | Time: 24832.5 ms [2022-02-09 10:12:48 main:574] : INFO : Epoch 1834 | loss: 0.0311942 | val_loss: 0.0312012 | Time: 26319.7 ms [2022-02-09 10:13:14 main:574] : INFO : Epoch 1835 | loss: 0.0311939 | val_loss: 0.0312021 | Time: 25862.7 ms [2022-02-09 10:13:39 main:574] : INFO : Epoch 1836 | loss: 0.0311939 | val_loss: 0.0312051 | Time: 24958.4 ms [2022-02-09 10:14:02 main:574] : INFO : Epoch 1837 | loss: 0.0311952 | val_loss: 0.0312052 | Time: 23745.3 ms [2022-02-09 10:14:27 main:574] : INFO : Epoch 1838 | loss: 0.0311947 | val_loss: 0.0312057 | Time: 24981.5 ms [2022-02-09 10:14:53 main:574] : INFO : Epoch 1839 | loss: 0.031195 | val_loss: 0.0312034 | Time: 25602.2 ms [2022-02-09 10:15:18 main:574] : INFO : Epoch 1840 | loss: 0.0311931 | val_loss: 0.0312035 | Time: 24947.6 ms [2022-02-09 10:15:43 main:574] : INFO : Epoch 1841 | loss: 0.0311937 | val_loss: 0.0312093 | Time: 25014.8 ms [2022-02-09 10:16:09 main:574] : INFO : Epoch 1842 | loss: 0.031196 | val_loss: 0.0312073 | Time: 25727.4 ms [2022-02-09 10:16:34 main:574] : INFO : Epoch 1843 | loss: 0.0311936 | val_loss: 0.0312052 | Time: 25034.5 ms [2022-02-09 10:17:14 main:574] : INFO : Epoch 1844 | loss: 0.0311984 | val_loss: 0.0312084 | Time: 40159.1 ms [2022-02-09 10:17:40 main:574] : INFO : Epoch 1845 | loss: 0.0311954 | val_loss: 0.0312029 | Time: 25603.3 ms [2022-02-09 10:18:04 main:574] : INFO : Epoch 1846 | loss: 0.0311936 | val_loss: 0.0312034 | Time: 24432 ms [2022-02-09 10:18:30 main:574] : INFO : Epoch 1847 | loss: 0.0311936 | val_loss: 0.0312015 | Time: 25572.2 ms [2022-02-09 10:18:55 main:574] : INFO : Epoch 1848 | loss: 0.0311917 | val_loss: 0.0312019 | Time: 25665.9 ms [2022-02-09 10:19:21 main:574] : INFO : Epoch 1849 | loss: 0.0311915 | val_loss: 0.0312052 | Time: 25657.9 ms [2022-02-09 10:19:47 main:574] : INFO : Epoch 1850 | loss: 0.0311927 | val_loss: 0.0312076 | Time: 25696.4 ms [2022-02-09 10:20:12 main:574] : INFO : Epoch 1851 | loss: 0.0311917 | val_loss: 0.031206 | Time: 25171.7 ms [2022-02-09 10:20:37 main:574] : INFO : Epoch 1852 | loss: 0.0311942 | val_loss: 0.0312064 | Time: 25400 ms [2022-02-09 10:21:02 main:574] : INFO : Epoch 1853 | loss: 0.031195 | val_loss: 0.0312076 | Time: 24499.7 ms [2022-02-09 10:21:27 main:574] : INFO : Epoch 1854 | loss: 0.0311924 | val_loss: 0.0312064 | Time: 24637 ms [2022-02-09 10:21:51 main:574] : INFO : Epoch 1855 | loss: 0.0311915 | val_loss: 0.031211 | Time: 24228.8 ms [2022-02-09 10:22:16 main:574] : INFO : Epoch 1856 | loss: 0.0311914 | val_loss: 0.0312051 | Time: 24794.6 ms [2022-02-09 10:22:41 main:574] : INFO : Epoch 1857 | loss: 0.0311909 | val_loss: 0.0312046 | Time: 25083.5 ms [2022-02-09 10:23:07 main:574] : INFO : Epoch 1858 | loss: 0.0311905 | val_loss: 0.0312051 | Time: 26348.4 ms [2022-02-09 10:23:34 main:574] : INFO : Epoch 1859 | loss: 0.0311905 | val_loss: 0.0312041 | Time: 26466.9 ms [2022-02-09 10:23:59 main:574] : INFO : Epoch 1860 | loss: 0.0311911 | val_loss: 0.0312062 | Time: 25002.5 ms [2022-02-09 10:24:23 main:574] : INFO : Epoch 1861 | loss: 0.0311899 | val_loss: 0.0312034 | Time: 24847.9 ms [2022-02-09 10:24:49 main:574] : INFO : Epoch 1862 | loss: 0.0311932 | val_loss: 0.0312127 | Time: 25041.1 ms [2022-02-09 10:25:13 main:574] : INFO : Epoch 1863 | loss: 0.0311953 | val_loss: 0.0312083 | Time: 24233.9 ms [2022-02-09 10:25:38 main:574] : INFO : Epoch 1864 | loss: 0.0311956 | val_loss: 0.0312136 | Time: 25454.6 ms [2022-02-09 10:26:04 main:574] : INFO : Epoch 1865 | loss: 0.0311942 | val_loss: 0.0312053 | Time: 25865.1 ms [2022-02-09 10:26:29 main:574] : INFO : Epoch 1866 | loss: 0.0311949 | val_loss: 0.0312064 | Time: 25210.5 ms [2022-02-09 10:26:55 main:574] : INFO : Epoch 1867 | loss: 0.0311937 | val_loss: 0.0312092 | Time: 25218 ms [2022-02-09 10:27:21 main:574] : INFO : Epoch 1868 | loss: 0.0312014 | val_loss: 0.0312069 | Time: 26033.2 ms [2022-02-09 10:27:46 main:574] : INFO : Epoch 1869 | loss: 0.0311916 | val_loss: 0.0312078 | Time: 25335.7 ms [2022-02-09 10:28:11 main:574] : INFO : Epoch 1870 | loss: 0.031191 | val_loss: 0.0312103 | Time: 25018.3 ms [2022-02-09 10:28:35 main:574] : INFO : Epoch 1871 | loss: 0.0311913 | val_loss: 0.0312104 | Time: 23854.4 ms [2022-02-09 10:29:00 main:574] : INFO : Epoch 1872 | loss: 0.0311926 | val_loss: 0.031208 | Time: 25326.3 ms [2022-02-09 10:29:26 main:574] : INFO : Epoch 1873 | loss: 0.0311948 | val_loss: 0.031203 | Time: 25290.6 ms [2022-02-09 10:29:51 main:574] : INFO : Epoch 1874 | loss: 0.0311942 | val_loss: 0.0312074 | Time: 25574.3 ms [2022-02-09 10:30:16 main:574] : INFO : Epoch 1875 | loss: 0.0311921 | val_loss: 0.0312037 | Time: 24347.4 ms [2022-02-09 10:30:40 main:574] : INFO : Epoch 1876 | loss: 0.0311927 | val_loss: 0.0312033 | Time: 24710.1 ms [2022-02-09 10:31:04 main:574] : INFO : Epoch 1877 | loss: 0.0311978 | val_loss: 0.0312083 | Time: 23770.7 ms [2022-02-09 10:31:30 main:574] : INFO : Epoch 1878 | loss: 0.0312002 | val_loss: 0.0312069 | Time: 26042.9 ms [2022-02-09 10:31:52 main:574] : INFO : Epoch 1879 | loss: 0.0311974 | val_loss: 0.031207 | Time: 21966.1 ms [2022-02-09 10:32:01 main:574] : INFO : Epoch 1880 | loss: 0.0311977 | val_loss: 0.0312052 | Time: 8530.35 ms [2022-02-09 10:32:10 main:574] : INFO : Epoch 1881 | loss: 0.0311985 | val_loss: 0.0312057 | Time: 8725.26 ms [2022-02-09 10:32:18 main:574] : INFO : Epoch 1882 | loss: 0.0311983 | val_loss: 0.0312027 | Time: 8322.82 ms [2022-02-09 10:32:27 main:574] : INFO : Epoch 1883 | loss: 0.0311981 | val_loss: 0.0312036 | Time: 8961.83 ms [2022-02-09 10:32:35 main:574] : INFO : Epoch 1884 | loss: 0.0311966 | val_loss: 0.0312041 | Time: 8442.31 ms [2022-02-09 10:32:44 main:574] : INFO : Epoch 1885 | loss: 0.0311966 | val_loss: 0.0312057 | Time: 8959.96 ms [2022-02-09 10:32:53 main:574] : INFO : Epoch 1886 | loss: 0.0311957 | val_loss: 0.0312042 | Time: 8822.18 ms [2022-02-09 10:33:02 main:574] : INFO : Epoch 1887 | loss: 0.0311946 | val_loss: 0.0312037 | Time: 8934.15 ms [2022-02-09 10:33:11 main:574] : INFO : Epoch 1888 | loss: 0.0311958 | val_loss: 0.0312036 | Time: 9143.85 ms [2022-02-09 10:33:20 main:574] : INFO : Epoch 1889 | loss: 0.0311977 | val_loss: 0.0312082 | Time: 8735.96 ms [2022-02-09 10:33:29 main:574] : INFO : Epoch 1890 | loss: 0.0311996 | val_loss: 0.0312119 | Time: 8849.32 ms [2022-02-09 10:33:38 main:574] : INFO : Epoch 1891 | loss: 0.0312005 | val_loss: 0.031207 | Time: 8867.27 ms [2022-02-09 10:33:46 main:574] : INFO : Epoch 1892 | loss: 0.0312003 | val_loss: 0.0312058 | Time: 8502.28 ms [2022-02-09 10:33:55 main:574] : INFO : Epoch 1893 | loss: 0.0312014 | val_loss: 0.0312091 | Time: 8574.16 ms [2022-02-09 10:34:04 main:574] : INFO : Epoch 1894 | loss: 0.0312058 | val_loss: 0.0312098 | Time: 8732.61 ms [2022-02-09 10:34:12 main:574] : INFO : Epoch 1895 | loss: 0.0312023 | val_loss: 0.0312034 | Time: 8568.03 ms [2022-02-09 10:34:21 main:574] : INFO : Epoch 1896 | loss: 0.0312027 | val_loss: 0.0312027 | Time: 8617.71 ms [2022-02-09 10:34:30 main:574] : INFO : Epoch 1897 | loss: 0.0312071 | val_loss: 0.0312068 | Time: 9001.47 ms [2022-02-09 10:34:38 main:574] : INFO : Epoch 1898 | loss: 0.0312065 | val_loss: 0.0312102 | Time: 8431.33 ms [2022-02-09 10:34:47 main:574] : INFO : Epoch 1899 | loss: 0.0312119 | val_loss: 0.0312153 | Time: 8276.35 ms [2022-02-09 10:34:55 main:574] : INFO : Epoch 1900 | loss: 0.0312124 | val_loss: 0.0312113 | Time: 8833.53 ms [2022-02-09 10:35:04 main:574] : INFO : Epoch 1901 | loss: 0.0312108 | val_loss: 0.03121 | Time: 8476.11 ms [2022-02-09 10:35:12 main:574] : INFO : Epoch 1902 | loss: 0.0312092 | val_loss: 0.03121 | Time: 8241.27 ms [2022-02-09 10:35:21 main:574] : INFO : Epoch 1903 | loss: 0.0312083 | val_loss: 0.0312111 | Time: 8755.78 ms [2022-02-09 10:35:30 main:574] : INFO : Epoch 1904 | loss: 0.0312085 | val_loss: 0.0312112 | Time: 8781.7 ms [2022-02-09 10:35:39 main:574] : INFO : Epoch 1905 | loss: 0.0312073 | val_loss: 0.0312089 | Time: 9005.63 ms [2022-02-09 10:35:48 main:574] : INFO : Epoch 1906 | loss: 0.0312049 | val_loss: 0.0312089 | Time: 8910.98 ms [2022-02-09 10:35:56 main:574] : INFO : Epoch 1907 | loss: 0.0312049 | val_loss: 0.0312081 | Time: 8595.51 ms [2022-02-09 10:36:05 main:574] : INFO : Epoch 1908 | loss: 0.0312049 | val_loss: 0.0312114 | Time: 8742.45 ms [2022-02-09 10:36:14 main:574] : INFO : Epoch 1909 | loss: 0.0312068 | val_loss: 0.0312104 | Time: 8747.1 ms [2022-02-09 10:36:22 main:574] : INFO : Epoch 1910 | loss: 0.0312054 | val_loss: 0.0312148 | Time: 8624.16 ms [2022-02-09 10:36:31 main:574] : INFO : Epoch 1911 | loss: 0.0312075 | val_loss: 0.0312094 | Time: 8483.81 ms [2022-02-09 10:36:40 main:574] : INFO : Epoch 1912 | loss: 0.0312045 | val_loss: 0.0312082 | Time: 8731.17 ms [2022-02-09 10:36:48 main:574] : INFO : Epoch 1913 | loss: 0.0312036 | val_loss: 0.0312071 | Time: 8663.76 ms [2022-02-09 10:36:57 main:574] : INFO : Epoch 1914 | loss: 0.0312028 | val_loss: 0.0312063 | Time: 8590.54 ms [2022-02-09 10:37:05 main:574] : INFO : Epoch 1915 | loss: 0.0312025 | val_loss: 0.0312134 | Time: 8291.79 ms [2022-02-09 10:37:14 main:574] : INFO : Epoch 1916 | loss: 0.0312044 | val_loss: 0.0312089 | Time: 8493.35 ms [2022-02-09 10:37:22 main:574] : INFO : Epoch 1917 | loss: 0.0312052 | val_loss: 0.0312087 | Time: 8375.07 ms [2022-02-09 10:37:31 main:574] : INFO : Epoch 1918 | loss: 0.0312043 | val_loss: 0.0312096 | Time: 8723.28 ms [2022-02-09 10:37:39 main:574] : INFO : Epoch 1919 | loss: 0.0312015 | val_loss: 0.031206 | Time: 8443.84 ms [2022-02-09 10:37:48 main:574] : INFO : Epoch 1920 | loss: 0.0312015 | val_loss: 0.0312052 | Time: 8411.98 ms [2022-02-09 10:37:56 main:574] : INFO : Epoch 1921 | loss: 0.0312019 | val_loss: 0.0312065 | Time: 8366.47 ms [2022-02-09 10:38:05 main:574] : INFO : Epoch 1922 | loss: 0.0312015 | val_loss: 0.0312075 | Time: 8690.56 ms [2022-02-09 10:38:13 main:574] : INFO : Epoch 1923 | loss: 0.0312014 | val_loss: 0.0312043 | Time: 8513.66 ms [2022-02-09 10:38:22 main:574] : INFO : Epoch 1924 | loss: 0.0311996 | val_loss: 0.0312037 | Time: 8586.45 ms [2022-02-09 10:38:31 main:574] : INFO : Epoch 1925 | loss: 0.0311997 | val_loss: 0.0312033 | Time: 8655.09 ms [2022-02-09 10:38:39 main:574] : INFO : Epoch 1926 | loss: 0.0311983 | val_loss: 0.0312033 | Time: 8709.11 ms [2022-02-09 10:38:48 main:574] : INFO : Epoch 1927 | loss: 0.0311981 | val_loss: 0.0312035 | Time: 8949.54 ms [2022-02-09 10:38:57 main:574] : INFO : Epoch 1928 | loss: 0.0311981 | val_loss: 0.0312029 | Time: 8790.94 ms [2022-02-09 10:39:06 main:574] : INFO : Epoch 1929 | loss: 0.0311977 | val_loss: 0.0312031 | Time: 8901.68 ms [2022-02-09 10:39:15 main:574] : INFO : Epoch 1930 | loss: 0.0311987 | val_loss: 0.0312045 | Time: 8677.09 ms [2022-02-09 10:39:23 main:574] : INFO : Epoch 1931 | loss: 0.0312022 | val_loss: 0.0312074 | Time: 8301.23 ms [2022-02-09 10:39:31 main:574] : INFO : Epoch 1932 | loss: 0.0312055 | val_loss: 0.0312102 | Time: 8169.78 ms [2022-02-09 10:39:39 main:574] : INFO : Epoch 1933 | loss: 0.0312039 | val_loss: 0.031207 | Time: 8124.92 ms [2022-02-09 10:39:48 main:574] : INFO : Epoch 1934 | loss: 0.0312026 | val_loss: 0.0312065 | Time: 8564.3 ms [2022-02-09 10:39:57 main:574] : INFO : Epoch 1935 | loss: 0.0312046 | val_loss: 0.0312121 | Time: 8755.6 ms [2022-02-09 10:40:06 main:574] : INFO : Epoch 1936 | loss: 0.0312065 | val_loss: 0.0312103 | Time: 8814.78 ms [2022-02-09 10:40:14 main:574] : INFO : Epoch 1937 | loss: 0.0312055 | val_loss: 0.0312043 | Time: 8820.81 ms [2022-02-09 10:40:23 main:574] : INFO : Epoch 1938 | loss: 0.0312039 | val_loss: 0.031205 | Time: 8720.22 ms [2022-02-09 10:40:32 main:574] : INFO : Epoch 1939 | loss: 0.0312015 | val_loss: 0.0312045 | Time: 8798.24 ms [2022-02-09 10:40:41 main:574] : INFO : Epoch 1940 | loss: 0.0312025 | val_loss: 0.0312036 | Time: 8678.74 ms [2022-02-09 10:40:49 main:574] : INFO : Epoch 1941 | loss: 0.0312 | val_loss: 0.0312036 | Time: 8679.86 ms [2022-02-09 10:40:58 main:574] : INFO : Epoch 1942 | loss: 0.0312006 | val_loss: 0.0312043 | Time: 8738.49 ms [2022-02-09 10:41:07 main:574] : INFO : Epoch 1943 | loss: 0.031199 | val_loss: 0.0312026 | Time: 8549.94 ms [2022-02-09 10:41:15 main:574] : INFO : Epoch 1944 | loss: 0.0311984 | val_loss: 0.0312017 | Time: 8072.84 ms [2022-02-09 10:41:24 main:574] : INFO : Epoch 1945 | loss: 0.0311996 | val_loss: 0.0312025 | Time: 9133.27 ms [2022-02-09 10:41:33 main:574] : INFO : Epoch 1946 | loss: 0.0311993 | val_loss: 0.0312065 | Time: 9251.05 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce MX350) [2022-02-09 22:52:53 main:435] : INFO : Set logging level to 1 [2022-02-09 22:52:53 main:441] : INFO : Running in BOINC Client mode [2022-02-09 22:52:53 main:444] : INFO : Resolving all filenames [2022-02-09 22:52:53 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-09 22:52:53 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-09 22:52:53 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-09 22:52:53 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-09 22:52:53 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-09 22:52:53 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-09 22:52:53 main:474] : INFO : Configuration: [2022-02-09 22:52:53 main:475] : INFO : Model type: GRU [2022-02-09 22:52:53 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-09 22:52:53 main:477] : INFO : Max Epochs: 2048 [2022-02-09 22:52:53 main:478] : INFO : Batch Size: 128 [2022-02-09 22:52:53 main:479] : INFO : Learning Rate: 0.01 [2022-02-09 22:52:53 main:480] : INFO : Patience: 10 [2022-02-09 22:52:53 main:481] : INFO : Hidden Width: 12 [2022-02-09 22:52:53 main:482] : INFO : # Recurrent Layers: 4 [2022-02-09 22:52:53 main:483] : INFO : # Backend Layers: 4 [2022-02-09 22:52:53 main:484] : INFO : # Threads: 1 [2022-02-09 22:52:53 main:486] : INFO : Preparing Dataset [2022-02-09 22:52:53 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-09 22:52:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-09 22:53:03 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-09 22:53:03 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-09 22:53:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-09 22:53:04 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-09 22:53:04 main:494] : INFO : Creating Model [2022-02-09 22:53:04 main:507] : INFO : Preparing config file [2022-02-09 22:53:04 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-09 22:53:04 main:512] : INFO : Loading config [2022-02-09 22:53:04 main:514] : INFO : Loading state [2022-02-09 22:53:11 main:559] : INFO : Loading DataLoader into Memory [2022-02-09 22:53:11 main:562] : INFO : Starting Training [2022-02-09 22:53:41 main:574] : INFO : Epoch 1946 | loss: 0.0312873 | val_loss: 0.031239 | Time: 29418.9 ms [2022-02-09 22:54:07 main:574] : INFO : Epoch 1947 | loss: 0.0312181 | val_loss: 0.0312066 | Time: 26087.9 ms [2022-02-09 22:54:33 main:574] : INFO : Epoch 1948 | loss: 0.0312018 | val_loss: 0.0312018 | Time: 26239.9 ms [2022-02-09 22:54:58 main:574] : INFO : Epoch 1949 | loss: 0.0311995 | val_loss: 0.0312032 | Time: 25470.3 ms [2022-02-09 22:55:25 main:574] : INFO : Epoch 1950 | loss: 0.0311983 | val_loss: 0.0312003 | Time: 26670.5 ms [2022-02-09 22:56:02 main:574] : INFO : Epoch 1951 | loss: 0.0311981 | val_loss: 0.0312042 | Time: 36389.4 ms [2022-02-09 22:56:27 main:574] : INFO : Epoch 1952 | loss: 0.0311995 | val_loss: 0.0312034 | Time: 25752.8 ms [2022-02-09 22:56:53 main:574] : INFO : Epoch 1953 | loss: 0.0311965 | val_loss: 0.0311996 | Time: 25985.6 ms [2022-02-09 22:57:20 main:574] : INFO : Epoch 1954 | loss: 0.0311983 | val_loss: 0.0312048 | Time: 26924.2 ms [2022-02-09 22:57:47 main:574] : INFO : Epoch 1955 | loss: 0.0312005 | val_loss: 0.0312026 | Time: 26451.2 ms [2022-02-09 22:58:13 main:574] : INFO : Epoch 1956 | loss: 0.031199 | val_loss: 0.0312021 | Time: 26140.7 ms [2022-02-09 22:58:40 main:574] : INFO : Epoch 1957 | loss: 0.0311982 | val_loss: 0.0312005 | Time: 27377.1 ms [2022-02-09 22:59:05 main:574] : INFO : Epoch 1958 | loss: 0.0311979 | val_loss: 0.031202 | Time: 24838.1 ms [2022-02-09 22:59:32 main:574] : INFO : Epoch 1959 | loss: 0.0311982 | val_loss: 0.0312003 | Time: 26324.3 ms [2022-02-09 22:59:58 main:574] : INFO : Epoch 1960 | loss: 0.0311966 | val_loss: 0.0312009 | Time: 26387.9 ms [2022-02-09 23:00:25 main:574] : INFO : Epoch 1961 | loss: 0.0311951 | val_loss: 0.0311994 | Time: 26786.8 ms [2022-02-09 23:00:51 main:574] : INFO : Epoch 1962 | loss: 0.0311959 | val_loss: 0.0312002 | Time: 26422.2 ms [2022-02-09 23:01:18 main:574] : INFO : Epoch 1963 | loss: 0.0312001 | val_loss: 0.0312013 | Time: 26769.5 ms [2022-02-09 23:01:45 main:574] : INFO : Epoch 1964 | loss: 0.0312014 | val_loss: 0.0312016 | Time: 26974.9 ms [2022-02-09 23:02:12 main:574] : INFO : Epoch 1965 | loss: 0.0311983 | val_loss: 0.0311999 | Time: 26540.2 ms [2022-02-09 23:02:38 main:574] : INFO : Epoch 1966 | loss: 0.0311964 | val_loss: 0.0312008 | Time: 26666.8 ms [2022-02-09 23:03:05 main:574] : INFO : Epoch 1967 | loss: 0.0311996 | val_loss: 0.0312023 | Time: 26330 ms [2022-02-09 23:03:31 main:574] : INFO : Epoch 1968 | loss: 0.0311979 | val_loss: 0.0312016 | Time: 26632.7 ms [2022-02-09 23:03:57 main:574] : INFO : Epoch 1969 | loss: 0.0311968 | val_loss: 0.0312013 | Time: 25935.7 ms [2022-02-09 23:04:23 main:574] : INFO : Epoch 1970 | loss: 0.0311971 | val_loss: 0.0312032 | Time: 26081.6 ms [2022-02-09 23:04:50 main:574] : INFO : Epoch 1971 | loss: 0.0312036 | val_loss: 0.0312071 | Time: 26650.9 ms [2022-02-09 23:05:16 main:574] : INFO : Epoch 1972 | loss: 0.0312029 | val_loss: 0.0312046 | Time: 25955.8 ms [2022-02-09 23:05:42 main:574] : INFO : Epoch 1973 | loss: 0.0312024 | val_loss: 0.0312027 | Time: 25894.5 ms [2022-02-09 23:06:08 main:574] : INFO : Epoch 1974 | loss: 0.0312006 | val_loss: 0.0312042 | Time: 26452 ms [2022-02-09 23:06:35 main:574] : INFO : Epoch 1975 | loss: 0.0312018 | val_loss: 0.0312044 | Time: 26938.1 ms [2022-02-09 23:07:01 main:574] : INFO : Epoch 1976 | loss: 0.0312004 | val_loss: 0.031204 | Time: 25656.1 ms [2022-02-09 23:07:28 main:574] : INFO : Epoch 1977 | loss: 0.0312012 | val_loss: 0.0312061 | Time: 27124.4 ms [2022-02-09 23:07:54 main:574] : INFO : Epoch 1978 | loss: 0.0312023 | val_loss: 0.0312069 | Time: 25378 ms [2022-02-09 23:08:20 main:574] : INFO : Epoch 1979 | loss: 0.031203 | val_loss: 0.0312097 | Time: 26297.4 ms [2022-02-09 23:08:46 main:574] : INFO : Epoch 1980 | loss: 0.031202 | val_loss: 0.0312065 | Time: 26531 ms [2022-02-09 23:09:13 main:574] : INFO : Epoch 1981 | loss: 0.0311997 | val_loss: 0.031206 | Time: 26130.2 ms [2022-02-09 23:09:39 main:574] : INFO : Epoch 1982 | loss: 0.0312016 | val_loss: 0.0312067 | Time: 26442.2 ms [2022-02-09 23:10:06 main:574] : INFO : Epoch 1983 | loss: 0.0312009 | val_loss: 0.0312068 | Time: 26448.5 ms [2022-02-09 23:10:33 main:574] : INFO : Epoch 1984 | loss: 0.0311998 | val_loss: 0.0312052 | Time: 27225 ms [2022-02-09 23:10:59 main:574] : INFO : Epoch 1985 | loss: 0.0311986 | val_loss: 0.0312043 | Time: 26288.6 ms [2022-02-09 23:11:25 main:574] : INFO : Epoch 1986 | loss: 0.0312008 | val_loss: 0.0312065 | Time: 25845.3 ms [2022-02-09 23:11:51 main:574] : INFO : Epoch 1987 | loss: 0.0311986 | val_loss: 0.0312037 | Time: 25930.8 ms [2022-02-09 23:12:17 main:574] : INFO : Epoch 1988 | loss: 0.0311986 | val_loss: 0.0312048 | Time: 26535.7 ms [2022-02-09 23:12:43 main:574] : INFO : Epoch 1989 | loss: 0.0311977 | val_loss: 0.0312054 | Time: 25511.2 ms [2022-02-09 23:13:09 main:574] : INFO : Epoch 1990 | loss: 0.031198 | val_loss: 0.0312089 | Time: 26310 ms [2022-02-09 23:13:35 main:574] : INFO : Epoch 1991 | loss: 0.0311983 | val_loss: 0.0312065 | Time: 25791.2 ms [2022-02-09 23:14:01 main:574] : INFO : Epoch 1992 | loss: 0.031198 | val_loss: 0.0312038 | Time: 25691.6 ms [2022-02-09 23:14:28 main:574] : INFO : Epoch 1993 | loss: 0.0311964 | val_loss: 0.0312042 | Time: 27007 ms [2022-02-09 23:14:54 main:574] : INFO : Epoch 1994 | loss: 0.0311966 | val_loss: 0.0312048 | Time: 26504.8 ms [2022-02-09 23:15:21 main:574] : INFO : Epoch 1995 | loss: 0.0311981 | val_loss: 0.0312045 | Time: 26666.6 ms [2022-02-09 23:15:49 main:574] : INFO : Epoch 1996 | loss: 0.0312001 | val_loss: 0.031208 | Time: 27950.3 ms [2022-02-09 23:16:14 main:574] : INFO : Epoch 1997 | loss: 0.0312014 | val_loss: 0.0312069 | Time: 24972.3 ms [2022-02-09 23:16:41 main:574] : INFO : Epoch 1998 | loss: 0.0312007 | val_loss: 0.0312064 | Time: 27063.4 ms [2022-02-09 23:17:08 main:574] : INFO : Epoch 1999 | loss: 0.0311998 | val_loss: 0.0312043 | Time: 26741.9 ms [2022-02-09 23:17:34 main:574] : INFO : Epoch 2000 | loss: 0.0311983 | val_loss: 0.0312045 | Time: 26097.3 ms [2022-02-09 23:18:00 main:574] : INFO : Epoch 2001 | loss: 0.0311978 | val_loss: 0.0312039 | Time: 25866.9 ms [2022-02-09 23:18:26 main:574] : INFO : Epoch 2002 | loss: 0.0312008 | val_loss: 0.0312097 | Time: 25979.4 ms [2022-02-09 23:18:52 main:574] : INFO : Epoch 2003 | loss: 0.0312035 | val_loss: 0.0312041 | Time: 26349.6 ms [2022-02-09 23:19:18 main:574] : INFO : Epoch 2004 | loss: 0.0311982 | val_loss: 0.0312088 | Time: 26124.2 ms [2022-02-09 23:19:45 main:574] : INFO : Epoch 2005 | loss: 0.0311998 | val_loss: 0.0312094 | Time: 26464.9 ms [2022-02-09 23:20:13 main:574] : INFO : Epoch 2006 | loss: 0.0311998 | val_loss: 0.0312081 | Time: 28189.6 ms [2022-02-09 23:20:39 main:574] : INFO : Epoch 2007 | loss: 0.0311982 | val_loss: 0.0312043 | Time: 26165.5 ms [2022-02-09 23:21:06 main:574] : INFO : Epoch 2008 | loss: 0.0311964 | val_loss: 0.0312086 | Time: 26264.3 ms [2022-02-09 23:21:32 main:574] : INFO : Epoch 2009 | loss: 0.0312071 | val_loss: 0.0312133 | Time: 26397.6 ms [2022-02-09 23:21:58 main:574] : INFO : Epoch 2010 | loss: 0.031212 | val_loss: 0.0312139 | Time: 26257.7 ms [2022-02-09 23:22:25 main:574] : INFO : Epoch 2011 | loss: 0.031213 | val_loss: 0.0312135 | Time: 26696.1 ms [2022-02-09 23:22:51 main:574] : INFO : Epoch 2012 | loss: 0.0312107 | val_loss: 0.0312112 | Time: 26309.1 ms [2022-02-09 23:23:18 main:574] : INFO : Epoch 2013 | loss: 0.0312092 | val_loss: 0.0312111 | Time: 26317.4 ms [2022-02-09 23:23:44 main:574] : INFO : Epoch 2014 | loss: 0.0312103 | val_loss: 0.0312125 | Time: 25943.1 ms [2022-02-09 23:24:10 main:574] : INFO : Epoch 2015 | loss: 0.0312088 | val_loss: 0.031209 | Time: 26433.2 ms [2022-02-09 23:24:36 main:574] : INFO : Epoch 2016 | loss: 0.031207 | val_loss: 0.0312106 | Time: 25973.9 ms [2022-02-09 23:25:04 main:574] : INFO : Epoch 2017 | loss: 0.0312062 | val_loss: 0.031208 | Time: 28111.2 ms [2022-02-09 23:25:30 main:574] : INFO : Epoch 2018 | loss: 0.0312049 | val_loss: 0.0312129 | Time: 25743.1 ms [2022-02-09 23:25:56 main:574] : INFO : Epoch 2019 | loss: 0.0312092 | val_loss: 0.0312086 | Time: 26018 ms [2022-02-09 23:26:22 main:574] : INFO : Epoch 2020 | loss: 0.0312066 | val_loss: 0.0312073 | Time: 26343.1 ms [2022-02-09 23:26:49 main:574] : INFO : Epoch 2021 | loss: 0.0312054 | val_loss: 0.031207 | Time: 26260.6 ms [2022-02-09 23:27:16 main:574] : INFO : Epoch 2022 | loss: 0.0312046 | val_loss: 0.0312079 | Time: 26977.1 ms [2022-02-09 23:27:42 main:574] : INFO : Epoch 2023 | loss: 0.0312051 | val_loss: 0.0312084 | Time: 26431.8 ms [2022-02-09 23:28:08 main:574] : INFO : Epoch 2024 | loss: 0.0312046 | val_loss: 0.0312056 | Time: 26363.2 ms [2022-02-09 23:28:35 main:574] : INFO : Epoch 2025 | loss: 0.0312035 | val_loss: 0.0312077 | Time: 26253.1 ms [2022-02-09 23:29:01 main:574] : INFO : Epoch 2026 | loss: 0.0312102 | val_loss: 0.0312125 | Time: 26217.9 ms [2022-02-09 23:29:27 main:574] : INFO : Epoch 2027 | loss: 0.0312139 | val_loss: 0.0312144 | Time: 26141.1 ms [2022-02-09 23:29:55 main:574] : INFO : Epoch 2028 | loss: 0.0312117 | val_loss: 0.0312136 | Time: 27389.9 ms [2022-02-09 23:30:21 main:574] : INFO : Epoch 2029 | loss: 0.031211 | val_loss: 0.031212 | Time: 26041.9 ms [2022-02-09 23:30:48 main:574] : INFO : Epoch 2030 | loss: 0.0312103 | val_loss: 0.0312122 | Time: 27764.6 ms [2022-02-09 23:31:13 main:574] : INFO : Epoch 2031 | loss: 0.0312097 | val_loss: 0.0312113 | Time: 24877.9 ms [2022-02-09 23:31:40 main:574] : INFO : Epoch 2032 | loss: 0.0312095 | val_loss: 0.0312117 | Time: 26846.1 ms [2022-02-09 23:32:06 main:574] : INFO : Epoch 2033 | loss: 0.031207 | val_loss: 0.0312099 | Time: 26212.7 ms [2022-02-09 23:32:33 main:574] : INFO : Epoch 2034 | loss: 0.0312063 | val_loss: 0.0312092 | Time: 26573.7 ms [2022-02-09 23:32:59 main:574] : INFO : Epoch 2035 | loss: 0.0312062 | val_loss: 0.0312111 | Time: 26061.7 ms [2022-02-09 23:33:25 main:574] : INFO : Epoch 2036 | loss: 0.031205 | val_loss: 0.0312107 | Time: 25684.2 ms [2022-02-09 23:33:51 main:574] : INFO : Epoch 2037 | loss: 0.0312045 | val_loss: 0.0312078 | Time: 26149.3 ms [2022-02-09 23:34:17 main:574] : INFO : Epoch 2038 | loss: 0.0312042 | val_loss: 0.0312076 | Time: 26302.9 ms [2022-02-09 23:34:43 main:574] : INFO : Epoch 2039 | loss: 0.0312031 | val_loss: 0.0312076 | Time: 25971.9 ms [2022-02-09 23:35:10 main:574] : INFO : Epoch 2040 | loss: 0.0312023 | val_loss: 0.0312074 | Time: 26510.8 ms [2022-02-09 23:35:36 main:574] : INFO : Epoch 2041 | loss: 0.0312018 | val_loss: 0.0312075 | Time: 26249.6 ms [2022-02-09 23:36:02 main:574] : INFO : Epoch 2042 | loss: 0.0312046 | val_loss: 0.031206 | Time: 25827.3 ms [2022-02-09 23:36:28 main:574] : INFO : Epoch 2043 | loss: 0.0312031 | val_loss: 0.0312083 | Time: 26347 ms [2022-02-09 23:36:55 main:574] : INFO : Epoch 2044 | loss: 0.0312035 | val_loss: 0.0312085 | Time: 26297.1 ms [2022-02-09 23:37:21 main:574] : INFO : Epoch 2045 | loss: 0.0312039 | val_loss: 0.0312085 | Time: 26228.2 ms [2022-02-09 23:37:47 main:574] : INFO : Epoch 2046 | loss: 0.031204 | val_loss: 0.0312096 | Time: 25864.7 ms [2022-02-09 23:38:13 main:574] : INFO : Epoch 2047 | loss: 0.0312066 | val_loss: 0.0312109 | Time: 26099.7 ms [2022-02-09 23:38:39 main:574] : INFO : Epoch 2048 | loss: 0.0312092 | val_loss: 0.0312141 | Time: 26511.6 ms [2022-02-09 23:38:39 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312141 [2022-02-09 23:38:40 main:603] : INFO : Saving end state to config to file [2022-02-09 23:38:40 main:608] : INFO : Success, exiting.. 23:38:40 (16640): 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)