Task 11681022
| Name | ParityModified-1639962129-18538-3-0_0 |
| Workunit | 8895364 |
| Created | 18 Feb 2022, 0:37:48 UTC |
| Sent | 27 Feb 2022, 14:29:12 UTC |
| Report deadline | 7 Mar 2022, 14:29:12 UTC |
| Received | 1 Mar 2022, 18:45:42 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 8158 |
| Run time | 4 hours 32 min 44 sec |
| CPU time | 4 hours 21 min 56 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 13,453.09 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.08 GB |
| Peak swap size | 4.42 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> main:574] : INFO : Epoch 1567 | loss: 0.0312289 | val_loss: 0.0312332 | Time: 3523.29 ms [2022-03-01 18:16:57 main:574] : INFO : Epoch 1568 | loss: 0.0312244 | val_loss: 0.0312287 | Time: 3594.64 ms [2022-03-01 18:17:01 main:574] : INFO : Epoch 1569 | loss: 0.0312223 | val_loss: 0.0312216 | Time: 3645.76 ms [2022-03-01 18:17:05 main:574] : INFO : Epoch 1570 | loss: 0.0312225 | val_loss: 0.0312209 | Time: 3525.07 ms [2022-03-01 18:17:08 main:574] : INFO : Epoch 1571 | loss: 0.0312219 | val_loss: 0.0312241 | Time: 3693.71 ms [2022-03-01 18:17:12 main:574] : INFO : Epoch 1572 | loss: 0.031219 | val_loss: 0.0312273 | Time: 3582.96 ms [2022-03-01 18:17:16 main:574] : INFO : Epoch 1573 | loss: 0.0312211 | val_loss: 0.0312265 | Time: 3637.72 ms [2022-03-01 18:17:19 main:574] : INFO : Epoch 1574 | loss: 0.0312202 | val_loss: 0.0312147 | Time: 3536.14 ms [2022-03-01 18:17:23 main:574] : INFO : Epoch 1575 | loss: 0.0312174 | val_loss: 0.0312182 | Time: 3485.28 ms [2022-03-01 18:17:26 main:574] : INFO : Epoch 1576 | loss: 0.0312227 | val_loss: 0.0312217 | Time: 3564.54 ms [2022-03-01 18:17:30 main:574] : INFO : Epoch 1577 | loss: 0.031217 | val_loss: 0.0312217 | Time: 3635.66 ms [2022-03-01 18:17:34 main:574] : INFO : Epoch 1578 | loss: 0.031214 | val_loss: 0.0312085 | Time: 3548.12 ms [2022-03-01 18:17:37 main:574] : INFO : Epoch 1579 | loss: 0.0312161 | val_loss: 0.0312106 | Time: 3529.26 ms [2022-03-01 18:17:41 main:574] : INFO : Epoch 1580 | loss: 0.0312113 | val_loss: 0.0312088 | Time: 3538.13 ms [2022-03-01 18:17:44 main:574] : INFO : Epoch 1581 | loss: 0.0312101 | val_loss: 0.0312084 | Time: 3464.22 ms [2022-03-01 18:17:48 main:574] : INFO : Epoch 1582 | loss: 0.0312167 | val_loss: 0.0312124 | Time: 3638.26 ms [2022-03-01 18:17:52 main:574] : INFO : Epoch 1583 | loss: 0.031217 | val_loss: 0.0312071 | Time: 3632.08 ms [2022-03-01 18:17:55 main:574] : INFO : Epoch 1584 | loss: 0.0312088 | val_loss: 0.0312036 | Time: 3580.89 ms [2022-03-01 18:17:59 main:574] : INFO : Epoch 1585 | loss: 0.0312115 | val_loss: 0.0312041 | Time: 3535.97 ms [2022-03-01 18:18:02 main:574] : INFO : Epoch 1586 | loss: 0.0312146 | val_loss: 0.0312088 | Time: 3582.46 ms [2022-03-01 18:18:06 main:574] : INFO : Epoch 1587 | loss: 0.03121 | val_loss: 0.031207 | Time: 3523.95 ms [2022-03-01 18:18:10 main:574] : INFO : Epoch 1588 | loss: 0.0312198 | val_loss: 0.0312096 | Time: 3561.56 ms [2022-03-01 18:18:13 main:574] : INFO : Epoch 1589 | loss: 0.031217 | val_loss: 0.0312041 | Time: 3618.28 ms [2022-03-01 18:18:17 main:574] : INFO : Epoch 1590 | loss: 0.03121 | val_loss: 0.031203 | Time: 3606.25 ms [2022-03-01 18:18:20 main:574] : INFO : Epoch 1591 | loss: 0.0312051 | val_loss: 0.0312085 | Time: 3488.37 ms [2022-03-01 18:18:24 main:574] : INFO : Epoch 1592 | loss: 0.0312047 | val_loss: 0.0312056 | Time: 3610.06 ms [2022-03-01 18:18:28 main:574] : INFO : Epoch 1593 | loss: 0.0312045 | val_loss: 0.0311966 | Time: 3592.84 ms [2022-03-01 18:18:31 main:574] : INFO : Epoch 1594 | loss: 0.0312165 | val_loss: 0.0312197 | Time: 3555.67 ms [2022-03-01 18:18:35 main:574] : INFO : Epoch 1595 | loss: 0.0312175 | val_loss: 0.031207 | Time: 3568.68 ms [2022-03-01 18:18:39 main:574] : INFO : Epoch 1596 | loss: 0.0312105 | val_loss: 0.0312026 | Time: 3557.56 ms [2022-03-01 18:18:42 main:574] : INFO : Epoch 1597 | loss: 0.0312059 | val_loss: 0.0311997 | Time: 3622.47 ms [2022-03-01 18:18:46 main:574] : INFO : Epoch 1598 | loss: 0.0312043 | val_loss: 0.0311983 | Time: 3678.73 ms [2022-03-01 18:18:50 main:574] : INFO : Epoch 1599 | loss: 0.031203 | val_loss: 0.0311975 | Time: 3608.32 ms [2022-03-01 18:18:53 main:574] : INFO : Epoch 1600 | loss: 0.0312029 | val_loss: 0.0312044 | Time: 3638.43 ms [2022-03-01 18:18:57 main:574] : INFO : Epoch 1601 | loss: 0.0312183 | val_loss: 0.0312132 | Time: 3587.78 ms [2022-03-01 18:19:00 main:574] : INFO : Epoch 1602 | loss: 0.0312118 | val_loss: 0.0312036 | Time: 3359.38 ms [2022-03-01 18:19:04 main:574] : INFO : Epoch 1603 | loss: 0.0312052 | val_loss: 0.031202 | Time: 3762.24 ms [2022-03-01 18:19:08 main:574] : INFO : Epoch 1604 | loss: 0.0312038 | val_loss: 0.0312048 | Time: 3943.24 ms [2022-03-01 18:19:12 main:574] : INFO : Epoch 1605 | loss: 0.0312051 | val_loss: 0.0312038 | Time: 3949.57 ms [2022-03-01 18:19:16 main:574] : INFO : Epoch 1606 | loss: 0.0312069 | val_loss: 0.0311982 | Time: 3897.45 ms [2022-03-01 18:19:20 main:574] : INFO : Epoch 1607 | loss: 0.0312134 | val_loss: 0.0312032 | Time: 3802.45 ms [2022-03-01 18:19:24 main:574] : INFO : Epoch 1608 | loss: 0.0312021 | val_loss: 0.0312007 | Time: 3877.5 ms [2022-03-01 18:19:28 main:574] : INFO : Epoch 1609 | loss: 0.0312019 | val_loss: 0.0311997 | Time: 3847.39 ms [2022-03-01 18:19:32 main:574] : INFO : Epoch 1610 | loss: 0.0312015 | val_loss: 0.0312147 | Time: 4028.69 ms [2022-03-01 18:19:36 main:574] : INFO : Epoch 1611 | loss: 0.0312042 | val_loss: 0.0311988 | Time: 3840.51 ms [2022-03-01 18:19:39 main:574] : INFO : Epoch 1612 | loss: 0.0311997 | val_loss: 0.0311973 | Time: 3719.24 ms [2022-03-01 18:19:43 main:574] : INFO : Epoch 1613 | loss: 0.0311993 | val_loss: 0.0311983 | Time: 3860.16 ms [2022-03-01 18:19:47 main:574] : INFO : Epoch 1614 | loss: 0.0312022 | val_loss: 0.0311969 | Time: 3953.02 ms [2022-03-01 18:19:51 main:574] : INFO : Epoch 1615 | loss: 0.0312027 | val_loss: 0.0312009 | Time: 3959.9 ms [2022-03-01 18:19:55 main:574] : INFO : Epoch 1616 | loss: 0.0312051 | val_loss: 0.0312138 | Time: 3896.83 ms [2022-03-01 18:19:59 main:574] : INFO : Epoch 1617 | loss: 0.0312059 | val_loss: 0.0312011 | Time: 3908.82 ms [2022-03-01 18:20:03 main:574] : INFO : Epoch 1618 | loss: 0.0312026 | val_loss: 0.0312034 | Time: 3842.85 ms [2022-03-01 18:20:07 main:574] : INFO : Epoch 1619 | loss: 0.0312045 | val_loss: 0.0312011 | Time: 3808.15 ms [2022-03-01 18:20:11 main:574] : INFO : Epoch 1620 | loss: 0.031198 | val_loss: 0.0311941 | Time: 3751.61 ms [2022-03-01 18:20:14 main:574] : INFO : Epoch 1621 | loss: 0.0311975 | val_loss: 0.0311949 | Time: 3777.23 ms [2022-03-01 18:20:18 main:574] : INFO : Epoch 1622 | loss: 0.0312013 | val_loss: 0.031196 | Time: 3853.37 ms [2022-03-01 18:20:22 main:574] : INFO : Epoch 1623 | loss: 0.0312011 | val_loss: 0.0311943 | Time: 3798.97 ms [2022-03-01 18:20:26 main:574] : INFO : Epoch 1624 | loss: 0.0311964 | val_loss: 0.0311942 | Time: 3835.17 ms [2022-03-01 18:20:30 main:574] : INFO : Epoch 1625 | loss: 0.0311955 | val_loss: 0.0311928 | Time: 3870.71 ms [2022-03-01 18:20:34 main:574] : INFO : Epoch 1626 | loss: 0.0311971 | val_loss: 0.0311928 | Time: 3815.36 ms [2022-03-01 18:20:38 main:574] : INFO : Epoch 1627 | loss: 0.0311952 | val_loss: 0.0311932 | Time: 3796.95 ms [2022-03-01 18:20:41 main:574] : INFO : Epoch 1628 | loss: 0.0311948 | val_loss: 0.0311926 | Time: 3861.72 ms [2022-03-01 18:20:45 main:574] : INFO : Epoch 1629 | loss: 0.0311944 | val_loss: 0.031194 | Time: 3841.25 ms [2022-03-01 18:20:49 main:574] : INFO : Epoch 1630 | loss: 0.0311955 | val_loss: 0.0312092 | Time: 3882.7 ms [2022-03-01 18:20:53 main:574] : INFO : Epoch 1631 | loss: 0.0312061 | val_loss: 0.0311939 | Time: 3834.23 ms [2022-03-01 18:20:57 main:574] : INFO : Epoch 1632 | loss: 0.0312027 | val_loss: 0.0312057 | Time: 3851.24 ms [2022-03-01 18:21:01 main:574] : INFO : Epoch 1633 | loss: 0.0311983 | val_loss: 0.0311925 | Time: 3826.31 ms [2022-03-01 18:21:05 main:574] : INFO : Epoch 1634 | loss: 0.031199 | val_loss: 0.0312009 | Time: 3790.44 ms [2022-03-01 18:21:09 main:574] : INFO : Epoch 1635 | loss: 0.0311952 | val_loss: 0.0311915 | Time: 3991.08 ms [2022-03-01 18:21:13 main:574] : INFO : Epoch 1636 | loss: 0.0311968 | val_loss: 0.0311915 | Time: 4093.54 ms [2022-03-01 18:21:17 main:574] : INFO : Epoch 1637 | loss: 0.0311938 | val_loss: 0.0311967 | Time: 4034.85 ms [2022-03-01 18:21:21 main:574] : INFO : Epoch 1638 | loss: 0.031195 | val_loss: 0.0311911 | Time: 3958.97 ms [2022-03-01 18:21:25 main:574] : INFO : Epoch 1639 | loss: 0.0311925 | val_loss: 0.0311921 | Time: 3977.04 ms [2022-03-01 18:21:29 main:574] : INFO : Epoch 1640 | loss: 0.0311953 | val_loss: 0.0311954 | Time: 4017.44 ms [2022-03-01 18:21:34 main:574] : INFO : Epoch 1641 | loss: 0.0311999 | val_loss: 0.0311937 | Time: 4348.09 ms [2022-03-01 18:21:41 main:574] : INFO : Epoch 1642 | loss: 0.0311988 | val_loss: 0.0311962 | Time: 7063.58 ms [2022-03-01 18:21:49 main:574] : INFO : Epoch 1643 | loss: 0.0311956 | val_loss: 0.031191 | Time: 8789.85 ms [2022-03-01 18:21:58 main:574] : INFO : Epoch 1644 | loss: 0.0311948 | val_loss: 0.0311897 | Time: 8961.77 ms [2022-03-01 18:22:07 main:574] : INFO : Epoch 1645 | loss: 0.0311947 | val_loss: 0.0311967 | Time: 8872.78 ms [2022-03-01 18:22:16 main:574] : INFO : Epoch 1646 | loss: 0.0311935 | val_loss: 0.0311895 | Time: 8655.12 ms [2022-03-01 18:22:25 main:574] : INFO : Epoch 1647 | loss: 0.0311948 | val_loss: 0.0311928 | Time: 8520.48 ms [2022-03-01 18:22:33 main:574] : INFO : Epoch 1648 | loss: 0.0311959 | val_loss: 0.0311891 | Time: 8735.29 ms [2022-03-01 18:22:42 main:574] : INFO : Epoch 1649 | loss: 0.0311922 | val_loss: 0.0311921 | Time: 8881.16 ms [2022-03-01 18:22:51 main:574] : INFO : Epoch 1650 | loss: 0.0311957 | val_loss: 0.0311926 | Time: 8888.61 ms [2022-03-01 18:23:00 main:574] : INFO : Epoch 1651 | loss: 0.0311935 | val_loss: 0.0311895 | Time: 8686.36 ms [2022-03-01 18:23:09 main:574] : INFO : Epoch 1652 | loss: 0.0311931 | val_loss: 0.0311901 | Time: 8697.23 ms [2022-03-01 18:23:18 main:574] : INFO : Epoch 1653 | loss: 0.0311938 | val_loss: 0.0311904 | Time: 8942.82 ms [2022-03-01 18:23:27 main:574] : INFO : Epoch 1654 | loss: 0.0311927 | val_loss: 0.0311896 | Time: 8888.33 ms [2022-03-01 18:23:35 main:574] : INFO : Epoch 1655 | loss: 0.0311933 | val_loss: 0.0311894 | Time: 8682.64 ms [2022-03-01 18:23:44 main:574] : INFO : Epoch 1656 | loss: 0.031194 | val_loss: 0.0311884 | Time: 8856.15 ms [2022-03-01 18:23:53 main:574] : INFO : Epoch 1657 | loss: 0.0311949 | val_loss: 0.0311918 | Time: 8763.5 ms [2022-03-01 18:24:02 main:574] : INFO : Epoch 1658 | loss: 0.0311987 | val_loss: 0.0311938 | Time: 8576.21 ms [2022-03-01 18:24:11 main:574] : INFO : Epoch 1659 | loss: 0.0311968 | val_loss: 0.0311918 | Time: 8941.31 ms [2022-03-01 18:24:20 main:574] : INFO : Epoch 1660 | loss: 0.0311952 | val_loss: 0.0311908 | Time: 8898.02 ms [2022-03-01 18:24:28 main:574] : INFO : Epoch 1661 | loss: 0.0311931 | val_loss: 0.0311896 | Time: 8690.88 ms [2022-03-01 18:24:37 main:574] : INFO : Epoch 1662 | loss: 0.0311939 | val_loss: 0.0311894 | Time: 8889.94 ms [2022-03-01 18:24:46 main:574] : INFO : Epoch 1663 | loss: 0.031193 | val_loss: 0.0311952 | Time: 8966.95 ms [2022-03-01 18:24:55 main:574] : INFO : Epoch 1664 | loss: 0.0312053 | val_loss: 0.0312016 | Time: 8992.29 ms [2022-03-01 18:25:04 main:574] : INFO : Epoch 1665 | loss: 0.0312054 | val_loss: 0.0311974 | Time: 8964.85 ms [2022-03-01 18:25:13 main:574] : INFO : Epoch 1666 | loss: 0.0312015 | val_loss: 0.0311924 | Time: 8783.93 ms [2022-03-01 18:25:22 main:574] : INFO : Epoch 1667 | loss: 0.0311959 | val_loss: 0.0311919 | Time: 8702.06 ms [2022-03-01 18:25:31 main:574] : INFO : Epoch 1668 | loss: 0.031195 | val_loss: 0.031195 | Time: 9000.99 ms [2022-03-01 18:25:40 main:574] : INFO : Epoch 1669 | loss: 0.0312016 | val_loss: 0.0311928 | Time: 8861.08 ms [2022-03-01 18:25:49 main:574] : INFO : Epoch 1670 | loss: 0.0311951 | val_loss: 0.0311934 | Time: 8935.68 ms [2022-03-01 18:25:57 main:574] : INFO : Epoch 1671 | loss: 0.0311967 | val_loss: 0.0312013 | Time: 8506.03 ms [2022-03-01 18:26:06 main:574] : INFO : Epoch 1672 | loss: 0.031197 | val_loss: 0.0311902 | Time: 8734.61 ms [2022-03-01 18:26:15 main:574] : INFO : Epoch 1673 | loss: 0.0311927 | val_loss: 0.0311909 | Time: 8590.2 ms [2022-03-01 18:26:24 main:574] : INFO : Epoch 1674 | loss: 0.031191 | val_loss: 0.0311893 | Time: 8899.19 ms [2022-03-01 18:26:33 main:574] : INFO : Epoch 1675 | loss: 0.0311951 | val_loss: 0.0311992 | Time: 8967.76 ms [2022-03-01 18:26:42 main:574] : INFO : Epoch 1676 | loss: 0.0311986 | val_loss: 0.0311889 | Time: 9003.86 ms [2022-03-01 18:26:51 main:574] : INFO : Epoch 1677 | loss: 0.031192 | val_loss: 0.0311918 | Time: 8861.06 ms [2022-03-01 18:27:00 main:574] : INFO : Epoch 1678 | loss: 0.031192 | val_loss: 0.0311915 | Time: 8843.85 ms [2022-03-01 18:27:09 main:574] : INFO : Epoch 1679 | loss: 0.0311951 | val_loss: 0.0311894 | Time: 8895.43 ms [2022-03-01 18:27:17 main:574] : INFO : Epoch 1680 | loss: 0.0311911 | val_loss: 0.0311866 | Time: 8857.27 ms [2022-03-01 18:27:26 main:574] : INFO : Epoch 1681 | loss: 0.0311919 | val_loss: 0.031191 | Time: 8619.61 ms [2022-03-01 18:27:35 main:574] : INFO : Epoch 1682 | loss: 0.0311907 | val_loss: 0.0311859 | Time: 8787.58 ms [2022-03-01 18:27:42 main:574] : INFO : Epoch 1683 | loss: 0.0311899 | val_loss: 0.0311861 | Time: 7487.34 ms [2022-03-01 18:27:51 main:574] : INFO : Epoch 1684 | loss: 0.031191 | val_loss: 0.0311892 | Time: 8980.36 ms [2022-03-01 18:28:00 main:574] : INFO : Epoch 1685 | loss: 0.0311886 | val_loss: 0.0311889 | Time: 8921.41 ms [2022-03-01 18:28:09 main:574] : INFO : Epoch 1686 | loss: 0.0311908 | val_loss: 0.0311885 | Time: 8826.3 ms [2022-03-01 18:28:18 main:574] : INFO : Epoch 1687 | loss: 0.0311928 | val_loss: 0.0311883 | Time: 8840.15 ms [2022-03-01 18:28:27 main:574] : INFO : Epoch 1688 | loss: 0.0311899 | val_loss: 0.0311853 | Time: 8673.28 ms [2022-03-01 18:28:36 main:574] : INFO : Epoch 1689 | loss: 0.0311904 | val_loss: 0.0312003 | Time: 8991.98 ms [2022-03-01 18:28:45 main:574] : INFO : Epoch 1690 | loss: 0.0311896 | val_loss: 0.0311856 | Time: 8935.99 ms [2022-03-01 18:28:54 main:574] : INFO : Epoch 1691 | loss: 0.0311907 | val_loss: 0.0311925 | Time: 8833.59 ms [2022-03-01 18:29:02 main:574] : INFO : Epoch 1692 | loss: 0.0311925 | val_loss: 0.031187 | Time: 8649.42 ms [2022-03-01 18:29:11 main:574] : INFO : Epoch 1693 | loss: 0.03119 | val_loss: 0.0311862 | Time: 8937.55 ms [2022-03-01 18:29:20 main:574] : INFO : Epoch 1694 | loss: 0.0311887 | val_loss: 0.0311905 | Time: 8788.34 ms [2022-03-01 18:29:29 main:574] : INFO : Epoch 1695 | loss: 0.0311879 | val_loss: 0.0311912 | Time: 8891.33 ms [2022-03-01 18:29:38 main:574] : INFO : Epoch 1696 | loss: 0.0311875 | val_loss: 0.0311861 | Time: 8915.63 ms [2022-03-01 18:29:47 main:574] : INFO : Epoch 1697 | loss: 0.0311918 | val_loss: 0.0311942 | Time: 8661.65 ms [2022-03-01 18:29:56 main:574] : INFO : Epoch 1698 | loss: 0.0311915 | val_loss: 0.0311857 | Time: 8948.28 ms [2022-03-01 18:30:05 main:574] : INFO : Epoch 1699 | loss: 0.0311931 | val_loss: 0.0311879 | Time: 8842.79 ms [2022-03-01 18:30:14 main:574] : INFO : Epoch 1700 | loss: 0.0311889 | val_loss: 0.0311894 | Time: 8807.14 ms [2022-03-01 18:30:22 main:574] : INFO : Epoch 1701 | loss: 0.0311878 | val_loss: 0.0311922 | Time: 8653.63 ms [2022-03-01 18:30:31 main:574] : INFO : Epoch 1702 | loss: 0.0311869 | val_loss: 0.0311868 | Time: 8884.21 ms [2022-03-01 18:30:40 main:574] : INFO : Epoch 1703 | loss: 0.0311865 | val_loss: 0.0311882 | Time: 8704.8 ms [2022-03-01 18:30:49 main:574] : INFO : Epoch 1704 | loss: 0.0311873 | val_loss: 0.0311941 | Time: 8765.57 ms [2022-03-01 18:30:58 main:574] : INFO : Epoch 1705 | loss: 0.0311856 | val_loss: 0.0311877 | Time: 8885.04 ms [2022-03-01 18:31:07 main:574] : INFO : Epoch 1706 | loss: 0.0311867 | val_loss: 0.0311904 | Time: 8913.09 ms [2022-03-01 18:31:15 main:574] : INFO : Epoch 1707 | loss: 0.0311859 | val_loss: 0.0311874 | Time: 8779.08 ms [2022-03-01 18:31:24 main:574] : INFO : Epoch 1708 | loss: 0.0311856 | val_loss: 0.0311891 | Time: 8748.13 ms [2022-03-01 18:31:33 main:574] : INFO : Epoch 1709 | loss: 0.0311886 | val_loss: 0.0312042 | Time: 8849.05 ms [2022-03-01 18:31:42 main:574] : INFO : Epoch 1710 | loss: 0.0311915 | val_loss: 0.0311928 | Time: 8889.73 ms [2022-03-01 18:31:51 main:574] : INFO : Epoch 1711 | loss: 0.0311903 | val_loss: 0.0311963 | Time: 9025.83 ms [2022-03-01 18:32:00 main:574] : INFO : Epoch 1712 | loss: 0.0311901 | val_loss: 0.0311874 | Time: 8958.8 ms [2022-03-01 18:32:09 main:574] : INFO : Epoch 1713 | loss: 0.0311884 | val_loss: 0.0311929 | Time: 8866.32 ms [2022-03-01 18:32:18 main:574] : INFO : Epoch 1714 | loss: 0.0311878 | val_loss: 0.0311859 | Time: 8803.78 ms [2022-03-01 18:32:27 main:574] : INFO : Epoch 1715 | loss: 0.0311912 | val_loss: 0.0311858 | Time: 8872 ms [2022-03-01 18:32:36 main:574] : INFO : Epoch 1716 | loss: 0.0311868 | val_loss: 0.0311843 | Time: 8922.55 ms [2022-03-01 18:32:45 main:574] : INFO : Epoch 1717 | loss: 0.0311859 | val_loss: 0.0311866 | Time: 8678.92 ms [2022-03-01 18:32:53 main:574] : INFO : Epoch 1718 | loss: 0.0311896 | val_loss: 0.0312049 | Time: 8819.08 ms [2022-03-01 18:33:02 main:574] : INFO : Epoch 1719 | loss: 0.0311894 | val_loss: 0.0311918 | Time: 8936.71 ms [2022-03-01 18:33:11 main:574] : INFO : Epoch 1720 | loss: 0.0311881 | val_loss: 0.0311838 | Time: 8350.32 ms [2022-03-01 18:33:20 main:574] : INFO : Epoch 1721 | loss: 0.0311848 | val_loss: 0.0311856 | Time: 8752.66 ms [2022-03-01 18:33:28 main:574] : INFO : Epoch 1722 | loss: 0.0311872 | val_loss: 0.0311975 | Time: 8833.89 ms [2022-03-01 18:33:37 main:574] : INFO : Epoch 1723 | loss: 0.0311879 | val_loss: 0.0311861 | Time: 8106.07 ms [2022-03-01 18:33:45 main:574] : INFO : Epoch 1724 | loss: 0.0311856 | val_loss: 0.0311812 | Time: 7897.93 ms [2022-03-01 18:33:54 main:574] : INFO : Epoch 1725 | loss: 0.0311895 | val_loss: 0.031186 | Time: 8949.82 ms [2022-03-01 18:34:03 main:574] : INFO : Epoch 1726 | loss: 0.0311863 | val_loss: 0.0311833 | Time: 8915.78 ms [2022-03-01 18:34:12 main:574] : INFO : Epoch 1727 | loss: 0.031185 | val_loss: 0.0311814 | Time: 8963.99 ms [2022-03-01 18:34:21 main:574] : INFO : Epoch 1728 | loss: 0.0311846 | val_loss: 0.0311853 | Time: 9016.86 ms [2022-03-01 18:34:29 main:574] : INFO : Epoch 1729 | loss: 0.0311856 | val_loss: 0.031189 | Time: 8799.17 ms [2022-03-01 18:34:38 main:574] : INFO : Epoch 1730 | loss: 0.0311884 | val_loss: 0.0311835 | Time: 8823.07 ms [2022-03-01 18:34:47 main:574] : INFO : Epoch 1731 | loss: 0.0311907 | val_loss: 0.0311979 | Time: 8780.2 ms [2022-03-01 18:34:56 main:574] : INFO : Epoch 1732 | loss: 0.0311956 | val_loss: 0.0311998 | Time: 8709.98 ms [2022-03-01 18:35:05 main:574] : INFO : Epoch 1733 | loss: 0.0311898 | val_loss: 0.0311842 | Time: 8823.21 ms [2022-03-01 18:35:13 main:574] : INFO : Epoch 1734 | loss: 0.0311876 | val_loss: 0.0311901 | Time: 8596.07 ms [2022-03-01 18:35:22 main:574] : INFO : Epoch 1735 | loss: 0.0311866 | val_loss: 0.031184 | Time: 8810.18 ms [2022-03-01 18:35:31 main:574] : INFO : Epoch 1736 | loss: 0.0311852 | val_loss: 0.0311826 | Time: 8814.61 ms [2022-03-01 18:35:40 main:574] : INFO : Epoch 1737 | loss: 0.031184 | val_loss: 0.0311885 | Time: 8868.79 ms [2022-03-01 18:35:49 main:574] : INFO : Epoch 1738 | loss: 0.0311866 | val_loss: 0.0311825 | Time: 8722.92 ms [2022-03-01 18:35:58 main:574] : INFO : Epoch 1739 | loss: 0.0311825 | val_loss: 0.0311829 | Time: 8898.46 ms [2022-03-01 18:36:07 main:574] : INFO : Epoch 1740 | loss: 0.0311841 | val_loss: 0.031185 | Time: 8861.65 ms [2022-03-01 18:36:15 main:574] : INFO : Epoch 1741 | loss: 0.0311836 | val_loss: 0.0311811 | Time: 8814.37 ms [2022-03-01 18:36:24 main:574] : INFO : Epoch 1742 | loss: 0.0311831 | val_loss: 0.0311824 | Time: 8877.12 ms [2022-03-01 18:36:33 main:574] : INFO : Epoch 1743 | loss: 0.0311825 | val_loss: 0.0311819 | Time: 8997.17 ms [2022-03-01 18:36:42 main:574] : INFO : Epoch 1744 | loss: 0.0311827 | val_loss: 0.031181 | Time: 8877.9 ms [2022-03-01 18:36:51 main:574] : INFO : Epoch 1745 | loss: 0.031186 | val_loss: 0.0311812 | Time: 8926.77 ms [2022-03-01 18:37:00 main:574] : INFO : Epoch 1746 | loss: 0.0311868 | val_loss: 0.0311814 | Time: 8826.3 ms [2022-03-01 18:37:09 main:574] : INFO : Epoch 1747 | loss: 0.0312102 | val_loss: 0.0312084 | Time: 8833.11 ms [2022-03-01 18:37:18 main:574] : INFO : Epoch 1748 | loss: 0.0312378 | val_loss: 0.0312032 | Time: 9085.74 ms [2022-03-01 18:37:27 main:574] : INFO : Epoch 1749 | loss: 0.0312691 | val_loss: 0.0312605 | Time: 8883.14 ms [2022-03-01 18:37:36 main:574] : INFO : Epoch 1750 | loss: 0.031212 | val_loss: 0.0311903 | Time: 8861.33 ms [2022-03-01 18:37:45 main:574] : INFO : Epoch 1751 | loss: 0.0311894 | val_loss: 0.031186 | Time: 8783.6 ms [2022-03-01 18:37:54 main:574] : INFO : Epoch 1752 | loss: 0.0311847 | val_loss: 0.0311868 | Time: 8882.35 ms [2022-03-01 18:38:03 main:574] : INFO : Epoch 1753 | loss: 0.0311859 | val_loss: 0.0311803 | Time: 8844.2 ms [2022-03-01 18:38:11 main:574] : INFO : Epoch 1754 | loss: 0.0311845 | val_loss: 0.0311858 | Time: 8635.19 ms [2022-03-01 18:38:20 main:574] : INFO : Epoch 1755 | loss: 0.031187 | val_loss: 0.0311917 | Time: 8885.58 ms [2022-03-01 18:38:29 main:574] : INFO : Epoch 1756 | loss: 0.0311862 | val_loss: 0.0311812 | Time: 8835.38 ms [2022-03-01 18:38:38 main:574] : INFO : Epoch 1757 | loss: 0.0311852 | val_loss: 0.0311895 | Time: 8940.23 ms [2022-03-01 18:38:47 main:574] : INFO : Epoch 1758 | loss: 0.0311863 | val_loss: 0.0311805 | Time: 8804.93 ms [2022-03-01 18:38:56 main:574] : INFO : Epoch 1759 | loss: 0.0311835 | val_loss: 0.031186 | Time: 8859.02 ms [2022-03-01 18:39:05 main:574] : INFO : Epoch 1760 | loss: 0.0311821 | val_loss: 0.0311849 | Time: 9007.09 ms [2022-03-01 18:39:14 main:574] : INFO : Epoch 1761 | loss: 0.0311854 | val_loss: 0.031185 | Time: 8971.97 ms [2022-03-01 18:39:23 main:574] : INFO : Epoch 1762 | loss: 0.0311861 | val_loss: 0.0311797 | Time: 8870.72 ms [2022-03-01 18:39:32 main:574] : INFO : Epoch 1763 | loss: 0.0311841 | val_loss: 0.0311854 | Time: 8696.1 ms [2022-03-01 18:39:39 main:574] : INFO : Epoch 1764 | loss: 0.0311816 | val_loss: 0.0311818 | Time: 7613.85 ms [2022-03-01 18:39:48 main:574] : INFO : Epoch 1765 | loss: 0.0311822 | val_loss: 0.0311799 | Time: 8848.97 ms [2022-03-01 18:39:57 main:574] : INFO : Epoch 1766 | loss: 0.0311825 | val_loss: 0.0311847 | Time: 8963.2 ms [2022-03-01 18:40:06 main:574] : INFO : Epoch 1767 | loss: 0.0311824 | val_loss: 0.0311802 | Time: 8850.95 ms [2022-03-01 18:40:15 main:574] : INFO : Epoch 1768 | loss: 0.0311821 | val_loss: 0.0311791 | Time: 8779.09 ms [2022-03-01 18:40:24 main:574] : INFO : Epoch 1769 | loss: 0.0311804 | val_loss: 0.0311813 | Time: 8844.35 ms [2022-03-01 18:40:33 main:574] : INFO : Epoch 1770 | loss: 0.0311795 | val_loss: 0.0311795 | Time: 8814.04 ms [2022-03-01 18:40:41 main:574] : INFO : Epoch 1771 | loss: 0.0311826 | val_loss: 0.031181 | Time: 8631.28 ms [2022-03-01 18:40:50 main:574] : INFO : Epoch 1772 | loss: 0.0311816 | val_loss: 0.0311785 | Time: 8887.65 ms [2022-03-01 18:40:59 main:574] : INFO : Epoch 1773 | loss: 0.0311813 | val_loss: 0.0311807 | Time: 8793.42 ms [2022-03-01 18:41:08 main:574] : INFO : Epoch 1774 | loss: 0.0311821 | val_loss: 0.0311782 | Time: 9016.43 ms [2022-03-01 18:41:17 main:574] : INFO : Epoch 1775 | loss: 0.0311811 | val_loss: 0.0311799 | Time: 9001.29 ms [2022-03-01 18:41:26 main:574] : INFO : Epoch 1776 | loss: 0.0311818 | val_loss: 0.0311813 | Time: 8763.18 ms [2022-03-01 18:41:35 main:574] : INFO : Epoch 1777 | loss: 0.0311811 | val_loss: 0.0311805 | Time: 8849.43 ms [2022-03-01 18:41:44 main:574] : INFO : Epoch 1778 | loss: 0.0311815 | val_loss: 0.0311873 | Time: 8740.92 ms [2022-03-01 18:41:53 main:574] : INFO : Epoch 1779 | loss: 0.0311889 | val_loss: 0.0311826 | Time: 8782.99 ms [2022-03-01 18:42:01 main:574] : INFO : Epoch 1780 | loss: 0.0311882 | val_loss: 0.031186 | Time: 8636.74 ms [2022-03-01 18:42:10 main:574] : INFO : Epoch 1781 | loss: 0.0311882 | val_loss: 0.0311896 | Time: 8831.01 ms [2022-03-01 18:42:19 main:574] : INFO : Epoch 1782 | loss: 0.0311849 | val_loss: 0.0311804 | Time: 8965.38 ms [2022-03-01 18:42:28 main:574] : INFO : Epoch 1783 | loss: 0.0311866 | val_loss: 0.0311834 | Time: 8767.84 ms [2022-03-01 18:42:37 main:574] : INFO : Epoch 1784 | loss: 0.0311832 | val_loss: 0.0311778 | Time: 9016.25 ms [2022-03-01 18:42:46 main:574] : INFO : Epoch 1785 | loss: 0.0311829 | val_loss: 0.0311782 | Time: 8906.79 ms [2022-03-01 18:42:55 main:574] : INFO : Epoch 1786 | loss: 0.0311824 | val_loss: 0.0311783 | Time: 8603.88 ms [2022-03-01 18:43:03 main:574] : INFO : Epoch 1787 | loss: 0.0311796 | val_loss: 0.0311775 | Time: 8636.47 ms [2022-03-01 18:43:12 main:574] : INFO : Epoch 1788 | loss: 0.0311797 | val_loss: 0.0311802 | Time: 8883.9 ms [2022-03-01 18:43:21 main:574] : INFO : Epoch 1789 | loss: 0.031181 | val_loss: 0.0311771 | Time: 8820.81 ms [2022-03-01 18:43:30 main:574] : INFO : Epoch 1790 | loss: 0.0311793 | val_loss: 0.031176 | Time: 8914.79 ms [2022-03-01 18:43:39 main:574] : INFO : Epoch 1791 | loss: 0.031181 | val_loss: 0.0311817 | Time: 8601.59 ms [2022-03-01 18:43:48 main:574] : INFO : Epoch 1792 | loss: 0.0311794 | val_loss: 0.031177 | Time: 8805 ms [2022-03-01 18:43:57 main:574] : INFO : Epoch 1793 | loss: 0.0311824 | val_loss: 0.0311946 | Time: 8894.5 ms [2022-03-01 18:44:05 main:574] : INFO : Epoch 1794 | loss: 0.0311844 | val_loss: 0.0311829 | Time: 8651.83 ms [2022-03-01 18:44:14 main:574] : INFO : Epoch 1795 | loss: 0.0311804 | val_loss: 0.0311772 | Time: 8954.04 ms [2022-03-01 18:44:23 main:574] : INFO : Epoch 1796 | loss: 0.0311817 | val_loss: 0.0311773 | Time: 8787.67 ms [2022-03-01 18:44:32 main:574] : INFO : Epoch 1797 | loss: 0.0311805 | val_loss: 0.0311769 | Time: 8734.4 ms [2022-03-01 18:44:41 main:574] : INFO : Epoch 1798 | loss: 0.0311799 | val_loss: 0.0311786 | Time: 8858.17 ms [2022-03-01 18:44:50 main:574] : INFO : Epoch 1799 | loss: 0.0311781 | val_loss: 0.0311768 | Time: 8824.03 ms [2022-03-01 18:44:58 main:574] : INFO : Epoch 1800 | loss: 0.0311857 | val_loss: 0.0311828 | Time: 8632.16 ms [2022-03-01 18:45:07 main:574] : INFO : Epoch 1801 | loss: 0.0311876 | val_loss: 0.0311831 | Time: 8738.13 ms [2022-03-01 18:45:16 main:574] : INFO : Epoch 1802 | loss: 0.0311792 | val_loss: 0.031176 | Time: 8770.09 ms [2022-03-01 18:45:25 main:574] : INFO : Epoch 1803 | loss: 0.0311777 | val_loss: 0.0311789 | Time: 8769.81 ms [2022-03-01 18:45:33 main:574] : INFO : Epoch 1804 | loss: 0.0311775 | val_loss: 0.0311763 | Time: 8481.24 ms [2022-03-01 18:45:40 main:574] : INFO : Epoch 1805 | loss: 0.0311772 | val_loss: 0.0311842 | Time: 7065.92 ms [2022-03-01 18:45:49 main:574] : INFO : Epoch 1806 | loss: 0.0311787 | val_loss: 0.0311761 | Time: 8888.87 ms [2022-03-01 18:45:58 main:574] : INFO : Epoch 1807 | loss: 0.0311765 | val_loss: 0.031176 | Time: 8678.83 ms [2022-03-01 18:46:07 main:574] : INFO : Epoch 1808 | loss: 0.0311784 | val_loss: 0.0311784 | Time: 8921.35 ms [2022-03-01 18:46:16 main:574] : INFO : Epoch 1809 | loss: 0.0311763 | val_loss: 0.0311757 | Time: 8931.29 ms [2022-03-01 18:46:25 main:574] : INFO : Epoch 1810 | loss: 0.0311767 | val_loss: 0.0311768 | Time: 8834.03 ms [2022-03-01 18:46:34 main:574] : INFO : Epoch 1811 | loss: 0.0311758 | val_loss: 0.0311765 | Time: 8979.67 ms [2022-03-01 18:46:43 main:574] : INFO : Epoch 1812 | loss: 0.0311757 | val_loss: 0.0311761 | Time: 8995.06 ms [2022-03-01 18:46:52 main:574] : INFO : Epoch 1813 | loss: 0.0311752 | val_loss: 0.0311764 | Time: 8867.9 ms [2022-03-01 18:47:00 main:574] : INFO : Epoch 1814 | loss: 0.0311787 | val_loss: 0.0311791 | Time: 8645.55 ms [2022-03-01 18:47:09 main:574] : INFO : Epoch 1815 | loss: 0.0311765 | val_loss: 0.0311895 | Time: 8993.54 ms [2022-03-01 18:47:18 main:574] : INFO : Epoch 1816 | loss: 0.0311769 | val_loss: 0.0311774 | Time: 8846.32 ms [2022-03-01 18:47:27 main:574] : INFO : Epoch 1817 | loss: 0.0311779 | val_loss: 0.0311879 | Time: 9010.28 ms [2022-03-01 18:47:36 main:574] : INFO : Epoch 1818 | loss: 0.0311825 | val_loss: 0.0311764 | Time: 8910.71 ms [2022-03-01 18:47:45 main:574] : INFO : Epoch 1819 | loss: 0.0311774 | val_loss: 0.0311773 | Time: 8882.08 ms [2022-03-01 18:47:54 main:574] : INFO : Epoch 1820 | loss: 0.0311782 | val_loss: 0.0311765 | Time: 8871.93 ms [2022-03-01 18:48:03 main:574] : INFO : Epoch 1821 | loss: 0.0311765 | val_loss: 0.0311795 | Time: 8812.58 ms [2022-03-01 18:48:12 main:574] : INFO : Epoch 1822 | loss: 0.0311784 | val_loss: 0.0311789 | Time: 8905.93 ms [2022-03-01 18:48:21 main:574] : INFO : Epoch 1823 | loss: 0.0311758 | val_loss: 0.0311759 | Time: 8935.54 ms [2022-03-01 18:48:30 main:574] : INFO : Epoch 1824 | loss: 0.0311743 | val_loss: 0.0311808 | Time: 8905.45 ms [2022-03-01 18:48:39 main:574] : INFO : Epoch 1825 | loss: 0.0311758 | val_loss: 0.0311827 | Time: 8799.54 ms [2022-03-01 18:48:48 main:574] : INFO : Epoch 1826 | loss: 0.0311772 | val_loss: 0.0311893 | Time: 8923.71 ms [2022-03-01 18:48:57 main:574] : INFO : Epoch 1827 | loss: 0.0311776 | val_loss: 0.0311831 | Time: 8889.05 ms [2022-03-01 18:49:06 main:574] : INFO : Epoch 1828 | loss: 0.0311752 | val_loss: 0.0311766 | Time: 8996.58 ms [2022-03-01 18:49:15 main:574] : INFO : Epoch 1829 | loss: 0.031176 | val_loss: 0.031178 | Time: 8967.25 ms [2022-03-01 18:49:23 main:574] : INFO : Epoch 1830 | loss: 0.0311742 | val_loss: 0.031176 | Time: 8616.53 ms [2022-03-01 18:49:32 main:574] : INFO : Epoch 1831 | loss: 0.0311744 | val_loss: 0.0311774 | Time: 8984.66 ms [2022-03-01 18:49:41 main:574] : INFO : Epoch 1832 | loss: 0.0311759 | val_loss: 0.0311771 | Time: 8680.53 ms [2022-03-01 18:49:50 main:574] : INFO : Epoch 1833 | loss: 0.0311745 | val_loss: 0.0311751 | Time: 8954.62 ms [2022-03-01 18:49:59 main:574] : INFO : Epoch 1834 | loss: 0.0311725 | val_loss: 0.031176 | Time: 9141.04 ms [2022-03-01 18:50:08 main:574] : INFO : Epoch 1835 | loss: 0.0311747 | val_loss: 0.0311847 | Time: 8966.97 ms [2022-03-01 18:50:17 main:574] : INFO : Epoch 1836 | loss: 0.031176 | val_loss: 0.0311762 | Time: 8844.01 ms [2022-03-01 18:50:26 main:574] : INFO : Epoch 1837 | loss: 0.0311755 | val_loss: 0.0311748 | Time: 8971.01 ms [2022-03-01 18:50:35 main:574] : INFO : Epoch 1838 | loss: 0.0311731 | val_loss: 0.0311808 | Time: 8942.4 ms [2022-03-01 18:50:44 main:574] : INFO : Epoch 1839 | loss: 0.0311732 | val_loss: 0.0311768 | Time: 8811.72 ms [2022-03-01 18:50:53 main:574] : INFO : Epoch 1840 | loss: 0.0311718 | val_loss: 0.031176 | Time: 8940.37 ms [2022-03-01 18:51:02 main:574] : INFO : Epoch 1841 | loss: 0.0311747 | val_loss: 0.0311834 | Time: 8970.45 ms [2022-03-01 18:51:11 main:574] : INFO : Epoch 1842 | loss: 0.0311739 | val_loss: 0.0311758 | Time: 8681.2 ms [2022-03-01 18:51:20 main:574] : INFO : Epoch 1843 | loss: 0.0311727 | val_loss: 0.0311806 | Time: 9029.38 ms [2022-03-01 18:51:29 main:574] : INFO : Epoch 1844 | loss: 0.0311714 | val_loss: 0.031179 | Time: 8892.42 ms [2022-03-01 18:51:37 main:574] : INFO : Epoch 1845 | loss: 0.031173 | val_loss: 0.0311838 | Time: 8592.6 ms [2022-03-01 18:51:45 main:574] : INFO : Epoch 1846 | loss: 0.0311748 | val_loss: 0.031177 | Time: 7164.18 ms [2022-03-01 18:51:54 main:574] : INFO : Epoch 1847 | loss: 0.0311717 | val_loss: 0.0311776 | Time: 8964.77 ms [2022-03-01 18:52:02 main:574] : INFO : Epoch 1848 | loss: 0.0311717 | val_loss: 0.0311791 | Time: 8860.84 ms [2022-03-01 18:52:11 main:574] : INFO : Epoch 1849 | loss: 0.0311743 | val_loss: 0.031177 | Time: 8772.36 ms [2022-03-01 18:52:20 main:574] : INFO : Epoch 1850 | loss: 0.0311731 | val_loss: 0.0311753 | Time: 8879.81 ms [2022-03-01 18:52:29 main:574] : INFO : Epoch 1851 | loss: 0.0311777 | val_loss: 0.0311811 | Time: 8784.09 ms [2022-03-01 18:52:38 main:574] : INFO : Epoch 1852 | loss: 0.0311811 | val_loss: 0.0311837 | Time: 8924.36 ms [2022-03-01 18:52:47 main:574] : INFO : Epoch 1853 | loss: 0.0311748 | val_loss: 0.0311782 | Time: 8737.38 ms [2022-03-01 18:52:56 main:574] : INFO : Epoch 1854 | loss: 0.0311753 | val_loss: 0.0311771 | Time: 8851.21 ms [2022-03-01 18:53:05 main:574] : INFO : Epoch 1855 | loss: 0.0311739 | val_loss: 0.0311766 | Time: 8899.49 ms [2022-03-01 18:53:13 main:574] : INFO : Epoch 1856 | loss: 0.0311741 | val_loss: 0.0311778 | Time: 8784.42 ms [2022-03-01 18:53:23 main:574] : INFO : Epoch 1857 | loss: 0.0311739 | val_loss: 0.0311779 | Time: 8978.52 ms [2022-03-01 18:53:32 main:574] : INFO : Epoch 1858 | loss: 0.0311722 | val_loss: 0.0311764 | Time: 8997.74 ms [2022-03-01 18:53:40 main:574] : INFO : Epoch 1859 | loss: 0.0311719 | val_loss: 0.0311745 | Time: 8754.05 ms [2022-03-01 18:53:49 main:574] : INFO : Epoch 1860 | loss: 0.0311721 | val_loss: 0.0311741 | Time: 8508.12 ms [2022-03-01 18:53:58 main:574] : INFO : Epoch 1861 | loss: 0.0311713 | val_loss: 0.0311743 | Time: 8981.6 ms [2022-03-01 18:54:07 main:574] : INFO : Epoch 1862 | loss: 0.0311726 | val_loss: 0.031174 | Time: 8844.6 ms [2022-03-01 18:54:16 main:574] : INFO : Epoch 1863 | loss: 0.0311748 | val_loss: 0.0311775 | Time: 8818.94 ms [2022-03-01 18:54:25 main:574] : INFO : Epoch 1864 | loss: 0.0311745 | val_loss: 0.0311798 | Time: 8849.86 ms [2022-03-01 18:54:34 main:574] : INFO : Epoch 1865 | loss: 0.0311871 | val_loss: 0.0311793 | Time: 8818.64 ms [2022-03-01 18:54:42 main:574] : INFO : Epoch 1866 | loss: 0.0311784 | val_loss: 0.0311761 | Time: 8653.87 ms [2022-03-01 18:54:51 main:574] : INFO : Epoch 1867 | loss: 0.0311735 | val_loss: 0.0311783 | Time: 8835.4 ms [2022-03-01 18:55:00 main:574] : INFO : Epoch 1868 | loss: 0.0311821 | val_loss: 0.0312 | Time: 8798.6 ms [2022-03-01 18:55:09 main:574] : INFO : Epoch 1869 | loss: 0.0311849 | val_loss: 0.0311848 | Time: 8923.65 ms [2022-03-01 18:55:18 main:574] : INFO : Epoch 1870 | loss: 0.0311845 | val_loss: 0.0311837 | Time: 8780.8 ms [2022-03-01 18:55:27 main:574] : INFO : Epoch 1871 | loss: 0.0311844 | val_loss: 0.0311898 | Time: 9015.08 ms [2022-03-01 18:55:36 main:574] : INFO : Epoch 1872 | loss: 0.0311812 | val_loss: 0.0311837 | Time: 8734.17 ms [2022-03-01 18:55:44 main:574] : INFO : Epoch 1873 | loss: 0.0311785 | val_loss: 0.0311987 | Time: 8533.45 ms [2022-03-01 18:55:53 main:574] : INFO : Epoch 1874 | loss: 0.0311812 | val_loss: 0.0311928 | Time: 8970.32 ms [2022-03-01 18:56:02 main:574] : INFO : Epoch 1875 | loss: 0.031181 | val_loss: 0.0311912 | Time: 8829.39 ms [2022-03-01 18:56:11 main:574] : INFO : Epoch 1876 | loss: 0.0311824 | val_loss: 0.0311853 | Time: 9007.15 ms [2022-03-01 18:56:20 main:574] : INFO : Epoch 1877 | loss: 0.031178 | val_loss: 0.0311852 | Time: 8940.81 ms [2022-03-01 18:56:29 main:574] : INFO : Epoch 1878 | loss: 0.0311807 | val_loss: 0.0311841 | Time: 8835.39 ms [2022-03-01 18:56:38 main:574] : INFO : Epoch 1879 | loss: 0.0311845 | val_loss: 0.0312004 | Time: 8908.88 ms [2022-03-01 18:56:47 main:574] : INFO : Epoch 1880 | loss: 0.0311821 | val_loss: 0.0311982 | Time: 8735.67 ms [2022-03-01 18:56:56 main:574] : INFO : Epoch 1881 | loss: 0.0311821 | val_loss: 0.0311953 | Time: 8893.95 ms [2022-03-01 18:57:04 main:574] : INFO : Epoch 1882 | loss: 0.0311837 | val_loss: 0.0312035 | Time: 8662.06 ms [2022-03-01 18:57:13 main:574] : INFO : Epoch 1883 | loss: 0.0311829 | val_loss: 0.0311954 | Time: 8665.55 ms [2022-03-01 18:57:22 main:574] : INFO : Epoch 1884 | loss: 0.0311838 | val_loss: 0.0311938 | Time: 8902.95 ms [2022-03-01 18:57:31 main:574] : INFO : Epoch 1885 | loss: 0.0311787 | val_loss: 0.0311914 | Time: 8742.92 ms [2022-03-01 18:57:39 main:574] : INFO : Epoch 1886 | loss: 0.0311793 | val_loss: 0.0311878 | Time: 8024.22 ms [2022-03-01 18:57:46 main:574] : INFO : Epoch 1887 | loss: 0.0311797 | val_loss: 0.0311992 | Time: 7324.35 ms [2022-03-01 18:57:55 main:574] : INFO : Epoch 1888 | loss: 0.0311777 | val_loss: 0.0312008 | Time: 8803.55 ms [2022-03-01 18:58:04 main:574] : INFO : Epoch 1889 | loss: 0.031178 | val_loss: 0.0312034 | Time: 8712.06 ms [2022-03-01 18:58:13 main:574] : INFO : Epoch 1890 | loss: 0.0311763 | val_loss: 0.0311973 | Time: 8699.45 ms [2022-03-01 18:58:21 main:574] : INFO : Epoch 1891 | loss: 0.0311763 | val_loss: 0.031198 | Time: 8662.27 ms [2022-03-01 18:58:30 main:574] : INFO : Epoch 1892 | loss: 0.0311778 | val_loss: 0.0311975 | Time: 8887.12 ms [2022-03-01 18:58:39 main:574] : INFO : Epoch 1893 | loss: 0.0311794 | val_loss: 0.0311945 | Time: 8615.61 ms [2022-03-01 18:58:48 main:574] : INFO : Epoch 1894 | loss: 0.0311795 | val_loss: 0.0311987 | Time: 8684.43 ms [2022-03-01 18:58:57 main:574] : INFO : Epoch 1895 | loss: 0.0311776 | val_loss: 0.0311997 | Time: 8828.42 ms [2022-03-01 18:59:06 main:574] : INFO : Epoch 1896 | loss: 0.0311768 | val_loss: 0.031201 | Time: 8939.41 ms [2022-03-01 18:59:15 main:574] : INFO : Epoch 1897 | loss: 0.0311758 | val_loss: 0.0312029 | Time: 8956.07 ms [2022-03-01 18:59:23 main:574] : INFO : Epoch 1898 | loss: 0.0311753 | val_loss: 0.0312017 | Time: 8881.91 ms [2022-03-01 18:59:32 main:574] : INFO : Epoch 1899 | loss: 0.0311747 | val_loss: 0.0312034 | Time: 8733.59 ms [2022-03-01 18:59:41 main:574] : INFO : Epoch 1900 | loss: 0.0311747 | val_loss: 0.0312038 | Time: 8953.59 ms [2022-03-01 18:59:50 main:574] : INFO : Epoch 1901 | loss: 0.0311747 | val_loss: 0.0312014 | Time: 8958.92 ms [2022-03-01 18:59:59 main:574] : INFO : Epoch 1902 | loss: 0.0311756 | val_loss: 0.0312095 | Time: 8876.77 ms [2022-03-01 19:00:08 main:574] : INFO : Epoch 1903 | loss: 0.0311791 | val_loss: 0.0311983 | Time: 8718.37 ms [2022-03-01 19:00:17 main:574] : INFO : Epoch 1904 | loss: 0.0311748 | val_loss: 0.0312039 | Time: 8974.52 ms [2022-03-01 19:00:26 main:574] : INFO : Epoch 1905 | loss: 0.0311751 | val_loss: 0.0312075 | Time: 8920.56 ms [2022-03-01 19:00:35 main:574] : INFO : Epoch 1906 | loss: 0.031175 | val_loss: 0.0312006 | Time: 8979.33 ms [2022-03-01 19:00:44 main:574] : INFO : Epoch 1907 | loss: 0.0311745 | val_loss: 0.0312055 | Time: 8832.28 ms [2022-03-01 19:00:53 main:574] : INFO : Epoch 1908 | loss: 0.0311784 | val_loss: 0.0311979 | Time: 8973 ms [2022-03-01 19:01:01 main:574] : INFO : Epoch 1909 | loss: 0.0311736 | val_loss: 0.0312012 | Time: 8551.19 ms [2022-03-01 19:01:10 main:574] : INFO : Epoch 1910 | loss: 0.0311734 | val_loss: 0.0311967 | Time: 8976.23 ms [2022-03-01 19:01:19 main:574] : INFO : Epoch 1911 | loss: 0.0311729 | val_loss: 0.0312022 | Time: 8921.78 ms [2022-03-01 19:01:28 main:574] : INFO : Epoch 1912 | loss: 0.031177 | val_loss: 0.031198 | Time: 8615.81 ms [2022-03-01 19:01:37 main:574] : INFO : Epoch 1913 | loss: 0.0311733 | val_loss: 0.0311998 | Time: 8837.79 ms [2022-03-01 19:01:46 main:574] : INFO : Epoch 1914 | loss: 0.0311739 | val_loss: 0.0312028 | Time: 8997.94 ms [2022-03-01 19:01:55 main:574] : INFO : Epoch 1915 | loss: 0.031173 | val_loss: 0.0312083 | Time: 8802.02 ms [2022-03-01 19:02:04 main:574] : INFO : Epoch 1916 | loss: 0.0311771 | val_loss: 0.0312035 | Time: 8842.98 ms [2022-03-01 19:02:12 main:574] : INFO : Epoch 1917 | loss: 0.0311759 | val_loss: 0.0312067 | Time: 8775.66 ms [2022-03-01 19:02:21 main:574] : INFO : Epoch 1918 | loss: 0.0311757 | val_loss: 0.0311912 | Time: 8710.98 ms [2022-03-01 19:02:30 main:574] : INFO : Epoch 1919 | loss: 0.0311781 | val_loss: 0.0311953 | Time: 8967.28 ms [2022-03-01 19:02:39 main:574] : INFO : Epoch 1920 | loss: 0.0311746 | val_loss: 0.0311994 | Time: 8741.71 ms [2022-03-01 19:02:48 main:574] : INFO : Epoch 1921 | loss: 0.0311739 | val_loss: 0.031202 | Time: 8734.74 ms [2022-03-01 19:02:57 main:574] : INFO : Epoch 1922 | loss: 0.0311734 | val_loss: 0.0312055 | Time: 8889 ms [2022-03-01 19:03:06 main:574] : INFO : Epoch 1923 | loss: 0.0311734 | val_loss: 0.031187 | Time: 8831.37 ms [2022-03-01 19:03:14 main:574] : INFO : Epoch 1924 | loss: 0.0311724 | val_loss: 0.031187 | Time: 8688.8 ms [2022-03-01 19:03:23 main:574] : INFO : Epoch 1925 | loss: 0.0311734 | val_loss: 0.0311904 | Time: 8724.16 ms [2022-03-01 19:03:32 main:574] : INFO : Epoch 1926 | loss: 0.0311757 | val_loss: 0.031202 | Time: 8634.17 ms [2022-03-01 19:03:39 main:574] : INFO : Epoch 1927 | loss: 0.0311773 | val_loss: 0.0311889 | Time: 7694.85 ms [2022-03-01 19:03:48 main:574] : INFO : Epoch 1928 | loss: 0.0311768 | val_loss: 0.0311902 | Time: 8245.58 ms [2022-03-01 19:03:57 main:574] : INFO : Epoch 1929 | loss: 0.0311735 | val_loss: 0.0311841 | Time: 8733.19 ms [2022-03-01 19:04:05 main:574] : INFO : Epoch 1930 | loss: 0.0311724 | val_loss: 0.0311839 | Time: 8825.82 ms [2022-03-01 19:04:14 main:574] : INFO : Epoch 1931 | loss: 0.0311761 | val_loss: 0.0312082 | Time: 8523.98 ms [2022-03-01 19:04:23 main:574] : INFO : Epoch 1932 | loss: 0.0311762 | val_loss: 0.0311976 | Time: 8823.16 ms [2022-03-01 19:04:32 main:574] : INFO : Epoch 1933 | loss: 0.0311722 | val_loss: 0.0311975 | Time: 8754.87 ms [2022-03-01 19:04:40 main:574] : INFO : Epoch 1934 | loss: 0.0311781 | val_loss: 0.0311998 | Time: 8626.49 ms [2022-03-01 19:04:49 main:574] : INFO : Epoch 1935 | loss: 0.0311759 | val_loss: 0.0312037 | Time: 8868.02 ms [2022-03-01 19:04:58 main:574] : INFO : Epoch 1936 | loss: 0.0311732 | val_loss: 0.0312046 | Time: 8782.61 ms [2022-03-01 19:05:07 main:574] : INFO : Epoch 1937 | loss: 0.031173 | val_loss: 0.0312021 | Time: 9011.96 ms [2022-03-01 19:05:16 main:574] : INFO : Epoch 1938 | loss: 0.0311719 | val_loss: 0.0312079 | Time: 8746.02 ms [2022-03-01 19:05:24 main:574] : INFO : Epoch 1939 | loss: 0.0311736 | val_loss: 0.0312041 | Time: 8572.44 ms [2022-03-01 19:05:34 main:574] : INFO : Epoch 1940 | loss: 0.0311753 | val_loss: 0.031197 | Time: 9040.26 ms [2022-03-01 19:05:43 main:574] : INFO : Epoch 1941 | loss: 0.0311735 | val_loss: 0.0311764 | Time: 8954.22 ms [2022-03-01 19:05:51 main:574] : INFO : Epoch 1942 | loss: 0.0311752 | val_loss: 0.0312107 | Time: 8803.11 ms [2022-03-01 19:06:00 main:574] : INFO : Epoch 1943 | loss: 0.031177 | val_loss: 0.0311998 | Time: 8891.94 ms [2022-03-01 19:06:09 main:574] : INFO : Epoch 1944 | loss: 0.0311776 | val_loss: 0.0311867 | Time: 8779.48 ms [2022-03-01 19:06:18 main:574] : INFO : Epoch 1945 | loss: 0.0311721 | val_loss: 0.0311905 | Time: 8907.87 ms [2022-03-01 19:06:27 main:574] : INFO : Epoch 1946 | loss: 0.0311723 | val_loss: 0.0311872 | Time: 8747.91 ms [2022-03-01 19:06:36 main:574] : INFO : Epoch 1947 | loss: 0.0311717 | val_loss: 0.0311889 | Time: 8896.3 ms [2022-03-01 19:06:45 main:574] : INFO : Epoch 1948 | loss: 0.0311796 | val_loss: 0.0311885 | Time: 8694.68 ms [2022-03-01 19:06:54 main:574] : INFO : Epoch 1949 | loss: 0.0311864 | val_loss: 0.0311858 | Time: 8984.65 ms [2022-03-01 19:07:02 main:574] : INFO : Epoch 1950 | loss: 0.0311752 | val_loss: 0.0311842 | Time: 8843.66 ms [2022-03-01 19:07:11 main:574] : INFO : Epoch 1951 | loss: 0.0311713 | val_loss: 0.0311864 | Time: 8642.63 ms [2022-03-01 19:07:20 main:574] : INFO : Epoch 1952 | loss: 0.0311723 | val_loss: 0.0311884 | Time: 8893.37 ms [2022-03-01 19:07:29 main:574] : INFO : Epoch 1953 | loss: 0.0311724 | val_loss: 0.0311926 | Time: 8769.05 ms [2022-03-01 19:07:38 main:574] : INFO : Epoch 1954 | loss: 0.0311726 | val_loss: 0.0311864 | Time: 8849.09 ms [2022-03-01 19:07:47 main:574] : INFO : Epoch 1955 | loss: 0.0311707 | val_loss: 0.0311828 | Time: 8855.31 ms [2022-03-01 19:07:56 main:574] : INFO : Epoch 1956 | loss: 0.0311715 | val_loss: 0.0311867 | Time: 8776.68 ms [2022-03-01 19:08:05 main:574] : INFO : Epoch 1957 | loss: 0.0311703 | val_loss: 0.0312017 | Time: 8873.85 ms [2022-03-01 19:08:13 main:574] : INFO : Epoch 1958 | loss: 0.0311705 | val_loss: 0.0312012 | Time: 8858.42 ms [2022-03-01 19:08:22 main:574] : INFO : Epoch 1959 | loss: 0.0311714 | val_loss: 0.0311955 | Time: 8803.68 ms [2022-03-01 19:08:31 main:574] : INFO : Epoch 1960 | loss: 0.0311714 | val_loss: 0.0311965 | Time: 9037.96 ms [2022-03-01 19:08:40 main:574] : INFO : Epoch 1961 | loss: 0.0311701 | val_loss: 0.0311752 | Time: 8719.4 ms [2022-03-01 19:08:49 main:574] : INFO : Epoch 1962 | loss: 0.0311703 | val_loss: 0.031194 | Time: 8796.67 ms [2022-03-01 19:08:58 main:574] : INFO : Epoch 1963 | loss: 0.0311694 | val_loss: 0.0311945 | Time: 8689.86 ms [2022-03-01 19:09:07 main:574] : INFO : Epoch 1964 | loss: 0.03117 | val_loss: 0.0311978 | Time: 8866.58 ms [2022-03-01 19:09:16 main:574] : INFO : Epoch 1965 | loss: 0.0311698 | val_loss: 0.0312039 | Time: 9008.6 ms [2022-03-01 19:09:24 main:574] : INFO : Epoch 1966 | loss: 0.0311705 | val_loss: 0.0312112 | Time: 8643.85 ms [2022-03-01 19:09:33 main:574] : INFO : Epoch 1967 | loss: 0.0311766 | val_loss: 0.0311934 | Time: 8930.89 ms [2022-03-01 19:09:40 main:574] : INFO : Epoch 1968 | loss: 0.0311841 | val_loss: 0.0312132 | Time: 7048.94 ms [2022-03-01 19:09:49 main:574] : INFO : Epoch 1969 | loss: 0.0311753 | val_loss: 0.0312093 | Time: 8285.84 ms [2022-03-01 19:09:57 main:574] : INFO : Epoch 1970 | loss: 0.0311708 | val_loss: 0.0312044 | Time: 8750.66 ms [2022-03-01 19:10:06 main:574] : INFO : Epoch 1971 | loss: 0.0311828 | val_loss: 0.0311983 | Time: 8898.59 ms [2022-03-01 19:10:15 main:574] : INFO : Epoch 1972 | loss: 0.0311726 | val_loss: 0.0311951 | Time: 8768.96 ms [2022-03-01 19:10:24 main:574] : INFO : Epoch 1973 | loss: 0.0311698 | val_loss: 0.0312008 | Time: 8621.67 ms [2022-03-01 19:10:33 main:574] : INFO : Epoch 1974 | loss: 0.0311702 | val_loss: 0.0312098 | Time: 8898.88 ms [2022-03-01 19:10:42 main:574] : INFO : Epoch 1975 | loss: 0.031171 | val_loss: 0.0312159 | Time: 8914.76 ms [2022-03-01 19:10:51 main:574] : INFO : Epoch 1976 | loss: 0.0311698 | val_loss: 0.0312079 | Time: 8809.88 ms [2022-03-01 19:10:59 main:574] : INFO : Epoch 1977 | loss: 0.0311687 | val_loss: 0.0312091 | Time: 8774.46 ms [2022-03-01 19:11:08 main:574] : INFO : Epoch 1978 | loss: 0.0311715 | val_loss: 0.0312056 | Time: 8854.39 ms [2022-03-01 19:11:17 main:574] : INFO : Epoch 1979 | loss: 0.031172 | val_loss: 0.0311778 | Time: 8875.09 ms [2022-03-01 19:11:26 main:574] : INFO : Epoch 1980 | loss: 0.0311724 | val_loss: 0.0311746 | Time: 9023.98 ms [2022-03-01 19:11:35 main:574] : INFO : Epoch 1981 | loss: 0.031172 | val_loss: 0.0311763 | Time: 8935.2 ms [2022-03-01 19:11:44 main:574] : INFO : Epoch 1982 | loss: 0.0311703 | val_loss: 0.031176 | Time: 8796.35 ms [2022-03-01 19:11:53 main:574] : INFO : Epoch 1983 | loss: 0.0311722 | val_loss: 0.0311812 | Time: 8862.99 ms [2022-03-01 19:12:02 main:574] : INFO : Epoch 1984 | loss: 0.0311713 | val_loss: 0.0311757 | Time: 8963.02 ms [2022-03-01 19:12:11 main:574] : INFO : Epoch 1985 | loss: 0.0311701 | val_loss: 0.0311752 | Time: 8559.79 ms [2022-03-01 19:12:20 main:574] : INFO : Epoch 1986 | loss: 0.0311695 | val_loss: 0.0311814 | Time: 8942.32 ms [2022-03-01 19:12:28 main:574] : INFO : Epoch 1987 | loss: 0.0311718 | val_loss: 0.0311844 | Time: 8753.24 ms [2022-03-01 19:12:37 main:574] : INFO : Epoch 1988 | loss: 0.0311685 | val_loss: 0.0311755 | Time: 8566.01 ms [2022-03-01 19:12:46 main:574] : INFO : Epoch 1989 | loss: 0.0311675 | val_loss: 0.0311781 | Time: 8614.42 ms [2022-03-01 19:12:54 main:574] : INFO : Epoch 1990 | loss: 0.0311675 | val_loss: 0.0311762 | Time: 8627.14 ms [2022-03-01 19:13:03 main:574] : INFO : Epoch 1991 | loss: 0.0311693 | val_loss: 0.0311758 | Time: 8612.06 ms [2022-03-01 19:13:12 main:574] : INFO : Epoch 1992 | loss: 0.0311695 | val_loss: 0.0311992 | Time: 8594.73 ms [2022-03-01 19:13:20 main:574] : INFO : Epoch 1993 | loss: 0.0311689 | val_loss: 0.0312045 | Time: 8523.13 ms [2022-03-01 19:13:29 main:574] : INFO : Epoch 1994 | loss: 0.0311692 | val_loss: 0.0311872 | Time: 8828.24 ms [2022-03-01 19:13:38 main:574] : INFO : Epoch 1995 | loss: 0.0311683 | val_loss: 0.0311741 | Time: 8636.87 ms [2022-03-01 19:13:46 main:574] : INFO : Epoch 1996 | loss: 0.0311698 | val_loss: 0.0311822 | Time: 8718.99 ms [2022-03-01 19:13:55 main:574] : INFO : Epoch 1997 | loss: 0.0311702 | val_loss: 0.0311752 | Time: 8933.74 ms [2022-03-01 19:14:04 main:574] : INFO : Epoch 1998 | loss: 0.0311687 | val_loss: 0.0311837 | Time: 8745.83 ms [2022-03-01 19:14:13 main:574] : INFO : Epoch 1999 | loss: 0.0311692 | val_loss: 0.0312162 | Time: 8630.12 ms [2022-03-01 19:14:22 main:574] : INFO : Epoch 2000 | loss: 0.0311692 | val_loss: 0.0312078 | Time: 8662.49 ms [2022-03-01 19:14:31 main:574] : INFO : Epoch 2001 | loss: 0.0311693 | val_loss: 0.0312183 | Time: 8825.07 ms [2022-03-01 19:14:39 main:574] : INFO : Epoch 2002 | loss: 0.031168 | val_loss: 0.0312015 | Time: 8921.61 ms [2022-03-01 19:14:48 main:574] : INFO : Epoch 2003 | loss: 0.0311685 | val_loss: 0.031199 | Time: 8433.07 ms [2022-03-01 19:14:57 main:574] : INFO : Epoch 2004 | loss: 0.0311683 | val_loss: 0.0312118 | Time: 8846.57 ms [2022-03-01 19:15:06 main:574] : INFO : Epoch 2005 | loss: 0.0311702 | val_loss: 0.0311962 | Time: 8737.54 ms [2022-03-01 19:15:14 main:574] : INFO : Epoch 2006 | loss: 0.0311678 | val_loss: 0.031201 | Time: 8820.86 ms [2022-03-01 19:15:23 main:574] : INFO : Epoch 2007 | loss: 0.031167 | val_loss: 0.0311916 | Time: 8423.5 ms [2022-03-01 19:15:32 main:574] : INFO : Epoch 2008 | loss: 0.0311684 | val_loss: 0.0312062 | Time: 8709.79 ms [2022-03-01 19:15:41 main:574] : INFO : Epoch 2009 | loss: 0.0311755 | val_loss: 0.0311982 | Time: 8885.22 ms [2022-03-01 19:15:48 main:574] : INFO : Epoch 2010 | loss: 0.0311698 | val_loss: 0.0312048 | Time: 7395.8 ms [2022-03-01 19:15:57 main:574] : INFO : Epoch 2011 | loss: 0.0311672 | val_loss: 0.031218 | Time: 8743.83 ms [2022-03-01 19:16:06 main:574] : INFO : Epoch 2012 | loss: 0.0311696 | val_loss: 0.0312057 | Time: 8873.61 ms [2022-03-01 19:16:15 main:574] : INFO : Epoch 2013 | loss: 0.0311678 | val_loss: 0.0311992 | Time: 8836.72 ms [2022-03-01 19:16:24 main:574] : INFO : Epoch 2014 | loss: 0.0311674 | val_loss: 0.0312111 | Time: 8926.51 ms [2022-03-01 19:16:32 main:574] : INFO : Epoch 2015 | loss: 0.0311667 | val_loss: 0.0312143 | Time: 8704.98 ms [2022-03-01 19:16:41 main:574] : INFO : Epoch 2016 | loss: 0.0311682 | val_loss: 0.0312261 | Time: 8861.27 ms [2022-03-01 19:16:50 main:574] : INFO : Epoch 2017 | loss: 0.0311689 | val_loss: 0.0311965 | Time: 8531.71 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 2080 Ti) [2022-03-01 19:40:53 main:435] : INFO : Set logging level to 1 [2022-03-01 19:40:53 main:441] : INFO : Running in BOINC Client mode [2022-03-01 19:40:53 main:444] : INFO : Resolving all filenames [2022-03-01 19:40:53 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-01 19:40:53 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-01 19:40:53 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-01 19:40:53 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-01 19:40:53 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-01 19:40:53 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-01 19:40:53 main:474] : INFO : Configuration: [2022-03-01 19:40:53 main:475] : INFO : Model type: GRU [2022-03-01 19:40:53 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-01 19:40:53 main:477] : INFO : Max Epochs: 2048 [2022-03-01 19:40:53 main:478] : INFO : Batch Size: 128 [2022-03-01 19:40:53 main:479] : INFO : Learning Rate: 0.01 [2022-03-01 19:40:53 main:480] : INFO : Patience: 10 [2022-03-01 19:40:53 main:481] : INFO : Hidden Width: 12 [2022-03-01 19:40:53 main:482] : INFO : # Recurrent Layers: 4 [2022-03-01 19:40:53 main:483] : INFO : # Backend Layers: 4 [2022-03-01 19:40:54 main:484] : INFO : # Threads: 1 [2022-03-01 19:40:54 main:486] : INFO : Preparing Dataset [2022-03-01 19:40:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-01 19:40:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-01 19:40:56 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-01 19:40:56 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-01 19:40:56 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-01 19:40:56 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-01 19:40:56 main:494] : INFO : Creating Model [2022-03-01 19:40:56 main:507] : INFO : Preparing config file [2022-03-01 19:40:56 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-01 19:40:56 main:512] : INFO : Loading config [2022-03-01 19:40:56 main:514] : INFO : Loading state [2022-03-01 19:40:57 main:559] : INFO : Loading DataLoader into Memory [2022-03-01 19:40:58 main:562] : INFO : Starting Training [2022-03-01 19:41:07 main:574] : INFO : Epoch 2018 | loss: 0.0312312 | val_loss: 0.0311956 | Time: 9223.29 ms [2022-03-01 19:41:16 main:574] : INFO : Epoch 2019 | loss: 0.0311747 | val_loss: 0.0311901 | Time: 8880.72 ms [2022-03-01 19:41:25 main:574] : INFO : Epoch 2020 | loss: 0.03117 | val_loss: 0.0312161 | Time: 8939.08 ms [2022-03-01 19:41:34 main:574] : INFO : Epoch 2021 | loss: 0.0311706 | val_loss: 0.031176 | Time: 8802.18 ms [2022-03-01 19:41:42 main:574] : INFO : Epoch 2022 | loss: 0.0311693 | val_loss: 0.031176 | Time: 8734.02 ms [2022-03-01 19:41:51 main:574] : INFO : Epoch 2023 | loss: 0.0311693 | val_loss: 0.0311784 | Time: 8819.21 ms [2022-03-01 19:42:00 main:574] : INFO : Epoch 2024 | loss: 0.0311719 | val_loss: 0.0311771 | Time: 8811.14 ms [2022-03-01 19:42:09 main:574] : INFO : Epoch 2025 | loss: 0.031181 | val_loss: 0.0311758 | Time: 8678.07 ms [2022-03-01 19:42:18 main:574] : INFO : Epoch 2026 | loss: 0.0311762 | val_loss: 0.0311763 | Time: 8843.4 ms [2022-03-01 19:42:27 main:574] : INFO : Epoch 2027 | loss: 0.0311706 | val_loss: 0.0311778 | Time: 8925.21 ms [2022-03-01 19:42:35 main:574] : INFO : Epoch 2028 | loss: 0.0311696 | val_loss: 0.0311755 | Time: 8838.13 ms [2022-03-01 19:42:44 main:574] : INFO : Epoch 2029 | loss: 0.0311687 | val_loss: 0.0311771 | Time: 8696.62 ms [2022-03-01 19:42:53 main:574] : INFO : Epoch 2030 | loss: 0.0311688 | val_loss: 0.0311775 | Time: 8749.4 ms [2022-03-01 19:43:02 main:574] : INFO : Epoch 2031 | loss: 0.0311681 | val_loss: 0.0311759 | Time: 8858.21 ms [2022-03-01 19:43:11 main:574] : INFO : Epoch 2032 | loss: 0.0311677 | val_loss: 0.0311808 | Time: 8862.76 ms [2022-03-01 19:43:20 main:574] : INFO : Epoch 2033 | loss: 0.0311681 | val_loss: 0.0311756 | Time: 8886.67 ms [2022-03-01 19:43:29 main:574] : INFO : Epoch 2034 | loss: 0.0311673 | val_loss: 0.0311746 | Time: 8790.23 ms [2022-03-01 19:43:37 main:574] : INFO : Epoch 2035 | loss: 0.031167 | val_loss: 0.031175 | Time: 8556.02 ms [2022-03-01 19:43:46 main:574] : INFO : Epoch 2036 | loss: 0.0311683 | val_loss: 0.0311764 | Time: 8816.39 ms [2022-03-01 19:43:55 main:574] : INFO : Epoch 2037 | loss: 0.0311666 | val_loss: 0.0311753 | Time: 8870.28 ms [2022-03-01 19:44:04 main:574] : INFO : Epoch 2038 | loss: 0.031167 | val_loss: 0.0311745 | Time: 8779.24 ms [2022-03-01 19:44:13 main:574] : INFO : Epoch 2039 | loss: 0.0311679 | val_loss: 0.0311759 | Time: 8676.48 ms [2022-03-01 19:44:22 main:574] : INFO : Epoch 2040 | loss: 0.031168 | val_loss: 0.0311769 | Time: 9018.96 ms [2022-03-01 19:44:31 main:574] : INFO : Epoch 2041 | loss: 0.0311681 | val_loss: 0.0311759 | Time: 8865.33 ms [2022-03-01 19:44:40 main:574] : INFO : Epoch 2042 | loss: 0.0311675 | val_loss: 0.0311775 | Time: 8817.52 ms [2022-03-01 19:44:49 main:574] : INFO : Epoch 2043 | loss: 0.0311687 | val_loss: 0.0311778 | Time: 8881.18 ms [2022-03-01 19:44:57 main:574] : INFO : Epoch 2044 | loss: 0.0311673 | val_loss: 0.0311762 | Time: 8767.25 ms [2022-03-01 19:45:07 main:574] : INFO : Epoch 2045 | loss: 0.0311679 | val_loss: 0.0311797 | Time: 9038.12 ms [2022-03-01 19:45:15 main:574] : INFO : Epoch 2046 | loss: 0.0311669 | val_loss: 0.0311842 | Time: 8749.22 ms [2022-03-01 19:45:24 main:574] : INFO : Epoch 2047 | loss: 0.0311688 | val_loss: 0.0311817 | Time: 8648.82 ms [2022-03-01 19:45:33 main:574] : INFO : Epoch 2048 | loss: 0.0311659 | val_loss: 0.0311891 | Time: 8875.58 ms [2022-03-01 19:45:33 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311891 [2022-03-01 19:45:33 main:603] : INFO : Saving end state to config to file [2022-03-01 19:45:33 main:608] : INFO : Success, exiting.. 19:45:33 (21060): 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)