Task 13047835
| Name | ParityModified-1645992080-2516-2-0_1 |
| Workunit | 9755532 |
| Created | 13 Mar 2022, 12:58:44 UTC |
| Sent | 13 Mar 2022, 14:23:52 UTC |
| Report deadline | 21 Mar 2022, 14:23:52 UTC |
| Received | 13 Mar 2022, 22:44:59 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 16730 |
| Run time | 1 hours 50 min 57 sec |
| CPU time | 1 hours 49 min 57 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 17,054.56 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.59 GB |
| Peak swap size | 4.54 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 21:53:19 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-13 21:53:19 main:477] : INFO : Max Epochs: 2048 [2022-03-13 21:53:19 main:478] : INFO : Batch Size: 128 [2022-03-13 21:53:19 main:479] : INFO : Learning Rate: 0.01 [2022-03-13 21:53:19 main:480] : INFO : Patience: 10 [2022-03-13 21:53:19 main:481] : INFO : Hidden Width: 12 [2022-03-13 21:53:19 main:482] : INFO : # Recurrent Layers: 4 [2022-03-13 21:53:19 main:483] : INFO : # Backend Layers: 4 [2022-03-13 21:53:19 main:484] : INFO : # Threads: 1 [2022-03-13 21:53:19 main:486] : INFO : Preparing Dataset [2022-03-13 21:53:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-13 21:53:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-13 22:10:11 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-13 22:10:11 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-13 22:10:11 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-13 22:10:11 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-13 22:10:11 main:494] : INFO : Creating Model [2022-03-13 22:10:11 main:507] : INFO : Preparing config file [2022-03-13 22:10:11 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-13 22:10:11 main:512] : INFO : Loading config [2022-03-13 22:10:11 main:514] : INFO : Loading state [2022-03-13 22:24:41 main:559] : INFO : Loading DataLoader into Memory [2022-03-13 22:24:41 main:562] : INFO : Starting Training [2022-03-13 22:25:15 main:574] : INFO : Epoch 1558 | loss: 0.0312566 | val_loss: 0.0312177 | Time: 33938.5 ms [2022-03-13 22:25:16 main:574] : INFO : Epoch 1559 | loss: 0.0312045 | val_loss: 0.031202 | Time: 1475.54 ms [2022-03-13 22:25:18 main:574] : INFO : Epoch 1560 | loss: 0.0311982 | val_loss: 0.0311999 | Time: 1447.07 ms [2022-03-13 22:25:19 main:574] : INFO : Epoch 1561 | loss: 0.0311974 | val_loss: 0.0312008 | Time: 1425.23 ms [2022-03-13 22:25:20 main:574] : INFO : Epoch 1562 | loss: 0.0311965 | val_loss: 0.0311997 | Time: 1416.3 ms [2022-03-13 22:25:22 main:574] : INFO : Epoch 1563 | loss: 0.0312013 | val_loss: 0.0312079 | Time: 1489.51 ms [2022-03-13 22:25:23 main:574] : INFO : Epoch 1564 | loss: 0.0311996 | val_loss: 0.0312029 | Time: 1454.77 ms [2022-03-13 22:25:25 main:574] : INFO : Epoch 1565 | loss: 0.0311971 | val_loss: 0.0312028 | Time: 1428.91 ms [2022-03-13 22:25:26 main:574] : INFO : Epoch 1566 | loss: 0.0311977 | val_loss: 0.0312039 | Time: 1410.17 ms [2022-03-13 22:25:28 main:574] : INFO : Epoch 1567 | loss: 0.0311966 | val_loss: 0.0311998 | Time: 1438.96 ms [2022-03-13 22:25:29 main:574] : INFO : Epoch 1568 | loss: 0.0311948 | val_loss: 0.0311987 | Time: 1411.53 ms [2022-03-13 22:25:31 main:574] : INFO : Epoch 1569 | loss: 0.0311935 | val_loss: 0.0311975 | Time: 1480.07 ms [2022-03-13 22:25:32 main:574] : INFO : Epoch 1570 | loss: 0.0311956 | val_loss: 0.0311972 | Time: 1598.75 ms [2022-03-13 22:25:34 main:574] : INFO : Epoch 1571 | loss: 0.0311941 | val_loss: 0.0311969 | Time: 1577.07 ms [2022-03-13 22:25:35 main:574] : INFO : Epoch 1572 | loss: 0.0311924 | val_loss: 0.0311985 | Time: 1596.25 ms [2022-03-13 22:25:37 main:574] : INFO : Epoch 1573 | loss: 0.0311954 | val_loss: 0.0312031 | Time: 1584.07 ms [2022-03-13 22:25:39 main:574] : INFO : Epoch 1574 | loss: 0.0311935 | val_loss: 0.0311937 | Time: 1587.68 ms [2022-03-13 22:25:40 main:574] : INFO : Epoch 1575 | loss: 0.0311953 | val_loss: 0.0312008 | Time: 1583.13 ms [2022-03-13 22:25:42 main:574] : INFO : Epoch 1576 | loss: 0.0311978 | val_loss: 0.0311987 | Time: 1596.14 ms [2022-03-13 22:25:43 main:574] : INFO : Epoch 1577 | loss: 0.0311943 | val_loss: 0.0311963 | Time: 1603.47 ms [2022-03-13 22:25:45 main:574] : INFO : Epoch 1578 | loss: 0.0311911 | val_loss: 0.031195 | Time: 1612.38 ms [2022-03-13 22:25:47 main:574] : INFO : Epoch 1579 | loss: 0.0311904 | val_loss: 0.031196 | Time: 1603.26 ms [2022-03-13 22:25:49 main:574] : INFO : Epoch 1580 | loss: 0.0311933 | val_loss: 0.0311982 | Time: 1939.69 ms [2022-03-13 22:25:51 main:574] : INFO : Epoch 1581 | loss: 0.0311942 | val_loss: 0.0311993 | Time: 2292.48 ms [2022-03-13 22:25:53 main:574] : INFO : Epoch 1582 | loss: 0.031195 | val_loss: 0.0311963 | Time: 2343.14 ms [2022-03-13 22:25:55 main:574] : INFO : Epoch 1583 | loss: 0.0311914 | val_loss: 0.0311948 | Time: 2272.89 ms [2022-03-13 22:25:58 main:574] : INFO : Epoch 1584 | loss: 0.0311902 | val_loss: 0.0311932 | Time: 2306.65 ms [2022-03-13 22:26:00 main:574] : INFO : Epoch 1585 | loss: 0.0311891 | val_loss: 0.0311946 | Time: 2268.1 ms [2022-03-13 22:26:02 main:574] : INFO : Epoch 1586 | loss: 0.0311911 | val_loss: 0.0311982 | Time: 2299.61 ms [2022-03-13 22:26:05 main:574] : INFO : Epoch 1587 | loss: 0.0311905 | val_loss: 0.0311934 | Time: 2330.65 ms [2022-03-13 22:26:07 main:574] : INFO : Epoch 1588 | loss: 0.0311883 | val_loss: 0.0311962 | Time: 2279.46 ms [2022-03-13 22:26:09 main:574] : INFO : Epoch 1589 | loss: 0.0311882 | val_loss: 0.0311958 | Time: 2307.68 ms [2022-03-13 22:26:12 main:574] : INFO : Epoch 1590 | loss: 0.031192 | val_loss: 0.0311944 | Time: 2298.98 ms [2022-03-13 22:26:14 main:574] : INFO : Epoch 1591 | loss: 0.0311931 | val_loss: 0.0312007 | Time: 2323.68 ms [2022-03-13 22:26:16 main:574] : INFO : Epoch 1592 | loss: 0.031194 | val_loss: 0.0311973 | Time: 2304.4 ms [2022-03-13 22:26:19 main:574] : INFO : Epoch 1593 | loss: 0.031194 | val_loss: 0.0312022 | Time: 2345.88 ms [2022-03-13 22:26:21 main:574] : INFO : Epoch 1594 | loss: 0.0311923 | val_loss: 0.0311979 | Time: 2332.46 ms [2022-03-13 22:26:23 main:574] : INFO : Epoch 1595 | loss: 0.0311917 | val_loss: 0.0311996 | Time: 2293.17 ms [2022-03-13 22:26:25 main:574] : INFO : Epoch 1596 | loss: 0.0312006 | val_loss: 0.0312101 | Time: 2277.62 ms [2022-03-13 22:26:28 main:574] : INFO : Epoch 1597 | loss: 0.0312132 | val_loss: 0.0312159 | Time: 2312.37 ms [2022-03-13 22:26:30 main:574] : INFO : Epoch 1598 | loss: 0.0312118 | val_loss: 0.0312106 | Time: 2293.28 ms [2022-03-13 22:26:32 main:574] : INFO : Epoch 1599 | loss: 0.0312072 | val_loss: 0.0312104 | Time: 2321.18 ms [2022-03-13 22:26:35 main:574] : INFO : Epoch 1600 | loss: 0.0312071 | val_loss: 0.0312094 | Time: 2304.49 ms [2022-03-13 22:26:37 main:574] : INFO : Epoch 1601 | loss: 0.031208 | val_loss: 0.031207 | Time: 2296.66 ms [2022-03-13 22:26:39 main:574] : INFO : Epoch 1602 | loss: 0.0312083 | val_loss: 0.0312139 | Time: 2293.63 ms [2022-03-13 22:26:42 main:574] : INFO : Epoch 1603 | loss: 0.0312095 | val_loss: 0.0312121 | Time: 2291.3 ms [2022-03-13 22:26:44 main:574] : INFO : Epoch 1604 | loss: 0.0312035 | val_loss: 0.0312067 | Time: 2312.3 ms [2022-03-13 22:26:46 main:574] : INFO : Epoch 1605 | loss: 0.0312024 | val_loss: 0.0312054 | Time: 2303.79 ms [2022-03-13 22:26:49 main:574] : INFO : Epoch 1606 | loss: 0.0312025 | val_loss: 0.0312043 | Time: 2312.55 ms [2022-03-13 22:26:51 main:574] : INFO : Epoch 1607 | loss: 0.0312006 | val_loss: 0.0312034 | Time: 2290.58 ms [2022-03-13 22:26:53 main:574] : INFO : Epoch 1608 | loss: 0.0312003 | val_loss: 0.031203 | Time: 2285.3 ms [2022-03-13 22:26:55 main:574] : INFO : Epoch 1609 | loss: 0.0311997 | val_loss: 0.0312024 | Time: 2281.71 ms [2022-03-13 22:26:58 main:574] : INFO : Epoch 1610 | loss: 0.0312003 | val_loss: 0.0312067 | Time: 2282.83 ms [2022-03-13 22:27:00 main:574] : INFO : Epoch 1611 | loss: 0.0312044 | val_loss: 0.0312078 | Time: 2292.33 ms [2022-03-13 22:27:02 main:574] : INFO : Epoch 1612 | loss: 0.0312048 | val_loss: 0.0312074 | Time: 2344.53 ms [2022-03-13 22:27:05 main:574] : INFO : Epoch 1613 | loss: 0.0312045 | val_loss: 0.0312072 | Time: 2318.2 ms [2022-03-13 22:27:07 main:574] : INFO : Epoch 1614 | loss: 0.0312026 | val_loss: 0.0312059 | Time: 2332.92 ms [2022-03-13 22:27:09 main:574] : INFO : Epoch 1615 | loss: 0.0312004 | val_loss: 0.0312023 | Time: 2308.23 ms [2022-03-13 22:27:12 main:574] : INFO : Epoch 1616 | loss: 0.0311992 | val_loss: 0.0312034 | Time: 2310.19 ms [2022-03-13 22:27:14 main:574] : INFO : Epoch 1617 | loss: 0.0311986 | val_loss: 0.0312019 | Time: 2312.78 ms [2022-03-13 22:27:16 main:574] : INFO : Epoch 1618 | loss: 0.0311998 | val_loss: 0.0312032 | Time: 2323.16 ms [2022-03-13 22:27:19 main:574] : INFO : Epoch 1619 | loss: 0.0311977 | val_loss: 0.0312022 | Time: 2263.44 ms [2022-03-13 22:27:21 main:574] : INFO : Epoch 1620 | loss: 0.0311989 | val_loss: 0.0312012 | Time: 2312.54 ms [2022-03-13 22:27:23 main:574] : INFO : Epoch 1621 | loss: 0.031198 | val_loss: 0.0312018 | Time: 2299.6 ms [2022-03-13 22:27:25 main:574] : INFO : Epoch 1622 | loss: 0.0311982 | val_loss: 0.0312021 | Time: 2323.36 ms [2022-03-13 22:27:28 main:574] : INFO : Epoch 1623 | loss: 0.0312006 | val_loss: 0.0312121 | Time: 2339.59 ms [2022-03-13 22:27:30 main:574] : INFO : Epoch 1624 | loss: 0.0312015 | val_loss: 0.0312009 | Time: 2342.71 ms [2022-03-13 22:27:32 main:574] : INFO : Epoch 1625 | loss: 0.0311965 | val_loss: 0.0311999 | Time: 2303.76 ms [2022-03-13 22:27:35 main:574] : INFO : Epoch 1626 | loss: 0.031197 | val_loss: 0.0312004 | Time: 2276.15 ms [2022-03-13 22:27:37 main:574] : INFO : Epoch 1627 | loss: 0.0311976 | val_loss: 0.0311999 | Time: 2298.4 ms [2022-03-13 22:27:39 main:574] : INFO : Epoch 1628 | loss: 0.0311967 | val_loss: 0.0312031 | Time: 2296.04 ms [2022-03-13 22:27:42 main:574] : INFO : Epoch 1629 | loss: 0.0312025 | val_loss: 0.0312013 | Time: 2290.19 ms [2022-03-13 22:27:44 main:574] : INFO : Epoch 1630 | loss: 0.0311994 | val_loss: 0.0312017 | Time: 2310.37 ms [2022-03-13 22:27:46 main:574] : INFO : Epoch 1631 | loss: 0.0311986 | val_loss: 0.0311997 | Time: 2288.72 ms [2022-03-13 22:27:49 main:574] : INFO : Epoch 1632 | loss: 0.0311967 | val_loss: 0.0312019 | Time: 2299.83 ms [2022-03-13 22:27:51 main:574] : INFO : Epoch 1633 | loss: 0.0311963 | val_loss: 0.0312017 | Time: 2283.96 ms [2022-03-13 22:27:53 main:574] : INFO : Epoch 1634 | loss: 0.0311962 | val_loss: 0.0312007 | Time: 2310.56 ms [2022-03-13 22:27:55 main:574] : INFO : Epoch 1635 | loss: 0.0311962 | val_loss: 0.0312009 | Time: 2319.32 ms [2022-03-13 22:27:58 main:574] : INFO : Epoch 1636 | loss: 0.031196 | val_loss: 0.0312016 | Time: 2340.18 ms [2022-03-13 22:28:00 main:574] : INFO : Epoch 1637 | loss: 0.0311959 | val_loss: 0.0312024 | Time: 2323.49 ms [2022-03-13 22:28:02 main:574] : INFO : Epoch 1638 | loss: 0.0311956 | val_loss: 0.0312017 | Time: 2323.32 ms [2022-03-13 22:28:05 main:574] : INFO : Epoch 1639 | loss: 0.0311955 | val_loss: 0.0312007 | Time: 2338.71 ms [2022-03-13 22:28:07 main:574] : INFO : Epoch 1640 | loss: 0.031194 | val_loss: 0.0312001 | Time: 2321.64 ms [2022-03-13 22:28:09 main:574] : INFO : Epoch 1641 | loss: 0.0311955 | val_loss: 0.0312048 | Time: 2307.13 ms [2022-03-13 22:28:12 main:574] : INFO : Epoch 1642 | loss: 0.0311954 | val_loss: 0.0312006 | Time: 2355.48 ms [2022-03-13 22:28:14 main:574] : INFO : Epoch 1643 | loss: 0.0311941 | val_loss: 0.0312009 | Time: 2287.06 ms [2022-03-13 22:28:16 main:574] : INFO : Epoch 1644 | loss: 0.0311935 | val_loss: 0.0312005 | Time: 2324.05 ms [2022-03-13 22:28:19 main:574] : INFO : Epoch 1645 | loss: 0.0311936 | val_loss: 0.0312028 | Time: 2303.22 ms [2022-03-13 22:28:21 main:574] : INFO : Epoch 1646 | loss: 0.0311943 | val_loss: 0.031202 | Time: 2309.57 ms [2022-03-13 22:28:23 main:574] : INFO : Epoch 1647 | loss: 0.0311941 | val_loss: 0.0312013 | Time: 2290.37 ms [2022-03-13 22:28:26 main:574] : INFO : Epoch 1648 | loss: 0.0311937 | val_loss: 0.031201 | Time: 2292.14 ms [2022-03-13 22:28:28 main:574] : INFO : Epoch 1649 | loss: 0.0311975 | val_loss: 0.0311992 | Time: 2307 ms [2022-03-13 22:28:30 main:574] : INFO : Epoch 1650 | loss: 0.0311962 | val_loss: 0.0311993 | Time: 2304.7 ms [2022-03-13 22:28:33 main:574] : INFO : Epoch 1651 | loss: 0.0311935 | val_loss: 0.031202 | Time: 2308.23 ms [2022-03-13 22:28:35 main:574] : INFO : Epoch 1652 | loss: 0.0311937 | val_loss: 0.0312002 | Time: 2311.64 ms [2022-03-13 22:28:37 main:574] : INFO : Epoch 1653 | loss: 0.0311952 | val_loss: 0.0312001 | Time: 2339.09 ms [2022-03-13 22:28:40 main:574] : INFO : Epoch 1654 | loss: 0.0311936 | val_loss: 0.0312001 | Time: 2323.33 ms [2022-03-13 22:28:42 main:574] : INFO : Epoch 1655 | loss: 0.0311933 | val_loss: 0.0312 | Time: 2288.49 ms [2022-03-13 22:28:44 main:574] : INFO : Epoch 1656 | loss: 0.0311939 | val_loss: 0.0312034 | Time: 2330.16 ms [2022-03-13 22:28:47 main:574] : INFO : Epoch 1657 | loss: 0.0311935 | val_loss: 0.0311998 | Time: 2343.39 ms [2022-03-13 22:28:49 main:574] : INFO : Epoch 1658 | loss: 0.031193 | val_loss: 0.0311997 | Time: 2344.55 ms [2022-03-13 22:28:51 main:574] : INFO : Epoch 1659 | loss: 0.0311926 | val_loss: 0.0311982 | Time: 2312.48 ms [2022-03-13 22:28:54 main:574] : INFO : Epoch 1660 | loss: 0.0311919 | val_loss: 0.0311996 | Time: 2312.09 ms [2022-03-13 22:28:56 main:574] : INFO : Epoch 1661 | loss: 0.0311923 | val_loss: 0.0312016 | Time: 2318.65 ms [2022-03-13 22:28:58 main:574] : INFO : Epoch 1662 | loss: 0.0311958 | val_loss: 0.0312194 | Time: 2291.74 ms [2022-03-13 22:29:00 main:574] : INFO : Epoch 1663 | loss: 0.0312058 | val_loss: 0.0312003 | Time: 2307.26 ms [2022-03-13 22:29:03 main:574] : INFO : Epoch 1664 | loss: 0.0311945 | val_loss: 0.0312013 | Time: 2328.73 ms [2022-03-13 22:29:05 main:574] : INFO : Epoch 1665 | loss: 0.0311937 | val_loss: 0.0311977 | Time: 2313.61 ms [2022-03-13 22:29:07 main:574] : INFO : Epoch 1666 | loss: 0.031193 | val_loss: 0.0311977 | Time: 2321.77 ms [2022-03-13 22:29:10 main:574] : INFO : Epoch 1667 | loss: 0.0311921 | val_loss: 0.0311972 | Time: 2308.62 ms [2022-03-13 22:29:12 main:574] : INFO : Epoch 1668 | loss: 0.0311916 | val_loss: 0.0312004 | Time: 2340.04 ms [2022-03-13 22:29:14 main:574] : INFO : Epoch 1669 | loss: 0.0311923 | val_loss: 0.0312004 | Time: 2321.41 ms [2022-03-13 22:29:17 main:574] : INFO : Epoch 1670 | loss: 0.0311926 | val_loss: 0.0312 | Time: 2308.82 ms [2022-03-13 22:29:19 main:574] : INFO : Epoch 1671 | loss: 0.0311925 | val_loss: 0.0311983 | Time: 2310.21 ms [2022-03-13 22:29:21 main:574] : INFO : Epoch 1672 | loss: 0.0311912 | val_loss: 0.0311975 | Time: 2351.83 ms [2022-03-13 22:29:24 main:574] : INFO : Epoch 1673 | loss: 0.0311925 | val_loss: 0.0312008 | Time: 2326.65 ms [2022-03-13 22:29:26 main:574] : INFO : Epoch 1674 | loss: 0.0311916 | val_loss: 0.0311989 | Time: 2312.38 ms [2022-03-13 22:29:28 main:574] : INFO : Epoch 1675 | loss: 0.0311916 | val_loss: 0.0312016 | Time: 2317.43 ms [2022-03-13 22:29:31 main:574] : INFO : Epoch 1676 | loss: 0.0311937 | val_loss: 0.0311988 | Time: 2301.93 ms [2022-03-13 22:29:33 main:574] : INFO : Epoch 1677 | loss: 0.0311935 | val_loss: 0.0311971 | Time: 2303.61 ms [2022-03-13 22:29:35 main:574] : INFO : Epoch 1678 | loss: 0.0311924 | val_loss: 0.0311993 | Time: 2320.92 ms [2022-03-13 22:29:38 main:574] : INFO : Epoch 1679 | loss: 0.0311938 | val_loss: 0.0312006 | Time: 2303.22 ms [2022-03-13 22:29:40 main:574] : INFO : Epoch 1680 | loss: 0.0311965 | val_loss: 0.0311994 | Time: 2329.06 ms [2022-03-13 22:29:42 main:574] : INFO : Epoch 1681 | loss: 0.0311944 | val_loss: 0.0311994 | Time: 2307.12 ms [2022-03-13 22:29:45 main:574] : INFO : Epoch 1682 | loss: 0.0311945 | val_loss: 0.0311988 | Time: 2327.1 ms [2022-03-13 22:29:47 main:574] : INFO : Epoch 1683 | loss: 0.0311964 | val_loss: 0.0312063 | Time: 2276.57 ms [2022-03-13 22:29:49 main:574] : INFO : Epoch 1684 | loss: 0.0311944 | val_loss: 0.0312016 | Time: 2299.86 ms [2022-03-13 22:29:51 main:574] : INFO : Epoch 1685 | loss: 0.0311932 | val_loss: 0.0311993 | Time: 2315.89 ms [2022-03-13 22:29:54 main:574] : INFO : Epoch 1686 | loss: 0.0311926 | val_loss: 0.0312094 | Time: 2299.74 ms [2022-03-13 22:29:56 main:574] : INFO : Epoch 1687 | loss: 0.0311948 | val_loss: 0.0311983 | Time: 2301 ms [2022-03-13 22:29:58 main:574] : INFO : Epoch 1688 | loss: 0.0311934 | val_loss: 0.0311985 | Time: 2311.23 ms [2022-03-13 22:30:01 main:574] : INFO : Epoch 1689 | loss: 0.0311941 | val_loss: 0.0312005 | Time: 2306.34 ms [2022-03-13 22:30:03 main:574] : INFO : Epoch 1690 | loss: 0.0311927 | val_loss: 0.0311962 | Time: 2328.88 ms [2022-03-13 22:30:05 main:574] : INFO : Epoch 1691 | loss: 0.0311923 | val_loss: 0.0311963 | Time: 2316.88 ms [2022-03-13 22:30:08 main:574] : INFO : Epoch 1692 | loss: 0.0311938 | val_loss: 0.0311984 | Time: 2315.97 ms [2022-03-13 22:30:10 main:574] : INFO : Epoch 1693 | loss: 0.0311918 | val_loss: 0.0311966 | Time: 2318.86 ms [2022-03-13 22:30:12 main:574] : INFO : Epoch 1694 | loss: 0.0311917 | val_loss: 0.031211 | Time: 2344.32 ms [2022-03-13 22:30:15 main:574] : INFO : Epoch 1695 | loss: 0.0311982 | val_loss: 0.0312001 | Time: 2332.46 ms [2022-03-13 22:30:17 main:574] : INFO : Epoch 1696 | loss: 0.0311977 | val_loss: 0.0312007 | Time: 2330.7 ms [2022-03-13 22:30:19 main:574] : INFO : Epoch 1697 | loss: 0.031199 | val_loss: 0.0312 | Time: 2332.14 ms [2022-03-13 22:30:22 main:574] : INFO : Epoch 1698 | loss: 0.031198 | val_loss: 0.031202 | Time: 2324.94 ms [2022-03-13 22:30:24 main:574] : INFO : Epoch 1699 | loss: 0.0311953 | val_loss: 0.0311982 | Time: 2294.85 ms [2022-03-13 22:30:26 main:574] : INFO : Epoch 1700 | loss: 0.0311946 | val_loss: 0.0311986 | Time: 2288.08 ms [2022-03-13 22:30:29 main:574] : INFO : Epoch 1701 | loss: 0.0311929 | val_loss: 0.0311993 | Time: 2322.75 ms [2022-03-13 22:30:31 main:574] : INFO : Epoch 1702 | loss: 0.0311929 | val_loss: 0.0312012 | Time: 2319.31 ms [2022-03-13 22:30:33 main:574] : INFO : Epoch 1703 | loss: 0.0311947 | val_loss: 0.0312003 | Time: 2327.63 ms [2022-03-13 22:30:36 main:574] : INFO : Epoch 1704 | loss: 0.0311966 | val_loss: 0.0311987 | Time: 2295.4 ms [2022-03-13 22:30:38 main:574] : INFO : Epoch 1705 | loss: 0.0311936 | val_loss: 0.0312 | Time: 2346.65 ms [2022-03-13 22:30:40 main:574] : INFO : Epoch 1706 | loss: 0.0311955 | val_loss: 0.0312027 | Time: 2317.82 ms [2022-03-13 22:30:43 main:574] : INFO : Epoch 1707 | loss: 0.0311932 | val_loss: 0.0311978 | Time: 2321 ms [2022-03-13 22:30:45 main:574] : INFO : Epoch 1708 | loss: 0.0311918 | val_loss: 0.0312036 | Time: 2314.83 ms [2022-03-13 22:30:47 main:574] : INFO : Epoch 1709 | loss: 0.0311941 | val_loss: 0.0311986 | Time: 2317.64 ms [2022-03-13 22:30:49 main:574] : INFO : Epoch 1710 | loss: 0.0311929 | val_loss: 0.0311982 | Time: 2312.82 ms [2022-03-13 22:30:52 main:574] : INFO : Epoch 1711 | loss: 0.0311935 | val_loss: 0.0312013 | Time: 2282.54 ms [2022-03-13 22:30:54 main:574] : INFO : Epoch 1712 | loss: 0.031194 | val_loss: 0.0311984 | Time: 2313.67 ms [2022-03-13 22:30:56 main:574] : INFO : Epoch 1713 | loss: 0.0311912 | val_loss: 0.0312001 | Time: 2341.3 ms [2022-03-13 22:30:59 main:574] : INFO : Epoch 1714 | loss: 0.0311958 | val_loss: 0.031197 | Time: 2316.34 ms [2022-03-13 22:31:01 main:574] : INFO : Epoch 1715 | loss: 0.031193 | val_loss: 0.0311985 | Time: 2319.6 ms [2022-03-13 22:31:03 main:574] : INFO : Epoch 1716 | loss: 0.0311931 | val_loss: 0.0311969 | Time: 2329.02 ms [2022-03-13 22:31:06 main:574] : INFO : Epoch 1717 | loss: 0.0311905 | val_loss: 0.0311992 | Time: 2309.36 ms [2022-03-13 22:31:08 main:574] : INFO : Epoch 1718 | loss: 0.0311905 | val_loss: 0.0311973 | Time: 2329.59 ms [2022-03-13 22:31:10 main:574] : INFO : Epoch 1719 | loss: 0.0311913 | val_loss: 0.0311957 | Time: 2302.43 ms [2022-03-13 22:31:13 main:574] : INFO : Epoch 1720 | loss: 0.0311906 | val_loss: 0.0311975 | Time: 2345.09 ms [2022-03-13 22:31:15 main:574] : INFO : Epoch 1721 | loss: 0.0311917 | val_loss: 0.031198 | Time: 2312.96 ms [2022-03-13 22:31:17 main:574] : INFO : Epoch 1722 | loss: 0.0311905 | val_loss: 0.0311976 | Time: 2287.91 ms [2022-03-13 22:31:20 main:574] : INFO : Epoch 1723 | loss: 0.0311893 | val_loss: 0.0312008 | Time: 2352.95 ms [2022-03-13 22:31:22 main:574] : INFO : Epoch 1724 | loss: 0.0311918 | val_loss: 0.0312074 | Time: 2307.31 ms [2022-03-13 22:31:24 main:574] : INFO : Epoch 1725 | loss: 0.0311912 | val_loss: 0.0311989 | Time: 2339.3 ms [2022-03-13 22:31:27 main:574] : INFO : Epoch 1726 | loss: 0.0311919 | val_loss: 0.0312002 | Time: 2327.81 ms [2022-03-13 22:31:29 main:574] : INFO : Epoch 1727 | loss: 0.0311951 | val_loss: 0.0312109 | Time: 2324.1 ms [2022-03-13 22:31:31 main:574] : INFO : Epoch 1728 | loss: 0.0312295 | val_loss: 0.0312355 | Time: 2298.5 ms [2022-03-13 22:31:34 main:574] : INFO : Epoch 1729 | loss: 0.0312324 | val_loss: 0.0312362 | Time: 2342.94 ms [2022-03-13 22:31:36 main:574] : INFO : Epoch 1730 | loss: 0.0312374 | val_loss: 0.0312406 | Time: 2276.82 ms [2022-03-13 22:31:38 main:574] : INFO : Epoch 1731 | loss: 0.0312398 | val_loss: 0.0312399 | Time: 2327.82 ms [2022-03-13 22:31:41 main:574] : INFO : Epoch 1732 | loss: 0.0312418 | val_loss: 0.0312389 | Time: 2310.62 ms [2022-03-13 22:31:43 main:574] : INFO : Epoch 1733 | loss: 0.0313329 | val_loss: 0.0314795 | Time: 2289.97 ms [2022-03-13 22:31:45 main:574] : INFO : Epoch 1734 | loss: 0.0345959 | val_loss: 0.0319461 | Time: 2334.9 ms [2022-03-13 22:31:48 main:574] : INFO : Epoch 1735 | loss: 0.0318039 | val_loss: 0.0315756 | Time: 2351.28 ms [2022-03-13 22:31:50 main:574] : INFO : Epoch 1736 | loss: 0.0313459 | val_loss: 0.0312881 | Time: 2306.17 ms [2022-03-13 22:31:52 main:574] : INFO : Epoch 1737 | loss: 0.0312683 | val_loss: 0.0312553 | Time: 2277.63 ms [2022-03-13 22:31:54 main:574] : INFO : Epoch 1738 | loss: 0.0312527 | val_loss: 0.0312499 | Time: 2321.16 ms [2022-03-13 22:31:57 main:574] : INFO : Epoch 1739 | loss: 0.0312459 | val_loss: 0.0312435 | Time: 2321.08 ms [2022-03-13 22:31:59 main:574] : INFO : Epoch 1740 | loss: 0.0312408 | val_loss: 0.0312399 | Time: 2318.86 ms [2022-03-13 22:32:01 main:574] : INFO : Epoch 1741 | loss: 0.0312383 | val_loss: 0.0312386 | Time: 2325.12 ms [2022-03-13 22:32:04 main:574] : INFO : Epoch 1742 | loss: 0.0312362 | val_loss: 0.0312366 | Time: 2302.92 ms [2022-03-13 22:32:06 main:574] : INFO : Epoch 1743 | loss: 0.0312345 | val_loss: 0.0312367 | Time: 2309.41 ms [2022-03-13 22:32:08 main:574] : INFO : Epoch 1744 | loss: 0.0312339 | val_loss: 0.0312347 | Time: 2305.16 ms [2022-03-13 22:32:11 main:574] : INFO : Epoch 1745 | loss: 0.0312329 | val_loss: 0.0312333 | Time: 2371.31 ms [2022-03-13 22:32:13 main:574] : INFO : Epoch 1746 | loss: 0.0312321 | val_loss: 0.0312319 | Time: 2304.49 ms [2022-03-13 22:32:15 main:574] : INFO : Epoch 1747 | loss: 0.0312303 | val_loss: 0.0312311 | Time: 2316.13 ms [2022-03-13 22:32:18 main:574] : INFO : Epoch 1748 | loss: 0.0312292 | val_loss: 0.0312307 | Time: 2289.91 ms [2022-03-13 22:32:20 main:574] : INFO : Epoch 1749 | loss: 0.0312297 | val_loss: 0.0312315 | Time: 2322.06 ms [2022-03-13 22:32:22 main:574] : INFO : Epoch 1750 | loss: 0.0312294 | val_loss: 0.0312301 | Time: 2335.77 ms [2022-03-13 22:32:25 main:574] : INFO : Epoch 1751 | loss: 0.0312286 | val_loss: 0.0312294 | Time: 2320.28 ms [2022-03-13 22:32:27 main:574] : INFO : Epoch 1752 | loss: 0.031228 | val_loss: 0.03123 | Time: 2342.81 ms [2022-03-13 22:32:29 main:574] : INFO : Epoch 1753 | loss: 0.0312274 | val_loss: 0.0312298 | Time: 2300.24 ms [2022-03-13 22:32:32 main:574] : INFO : Epoch 1754 | loss: 0.0312294 | val_loss: 0.0312313 | Time: 2300.31 ms [2022-03-13 22:32:34 main:574] : INFO : Epoch 1755 | loss: 0.0312278 | val_loss: 0.031228 | Time: 2325.42 ms [2022-03-13 22:32:36 main:574] : INFO : Epoch 1756 | loss: 0.0312275 | val_loss: 0.0312315 | Time: 2307.97 ms [2022-03-13 22:32:39 main:574] : INFO : Epoch 1757 | loss: 0.0312269 | val_loss: 0.0312283 | Time: 2318.18 ms [2022-03-13 22:32:41 main:574] : INFO : Epoch 1758 | loss: 0.0312268 | val_loss: 0.031227 | Time: 2366.95 ms [2022-03-13 22:32:43 main:574] : INFO : Epoch 1759 | loss: 0.0312257 | val_loss: 0.0312291 | Time: 2325.04 ms [2022-03-13 22:32:46 main:574] : INFO : Epoch 1760 | loss: 0.0312251 | val_loss: 0.0312257 | Time: 2309.01 ms [2022-03-13 22:32:48 main:574] : INFO : Epoch 1761 | loss: 0.0312245 | val_loss: 0.0312246 | Time: 2299.96 ms [2022-03-13 22:32:50 main:574] : INFO : Epoch 1762 | loss: 0.0312241 | val_loss: 0.0312243 | Time: 2326.07 ms [2022-03-13 22:32:53 main:574] : INFO : Epoch 1763 | loss: 0.0312249 | val_loss: 0.0312254 | Time: 2284.85 ms [2022-03-13 22:32:55 main:574] : INFO : Epoch 1764 | loss: 0.031226 | val_loss: 0.0312262 | Time: 2338.03 ms [2022-03-13 22:32:57 main:574] : INFO : Epoch 1765 | loss: 0.0312248 | val_loss: 0.0312242 | Time: 2345.44 ms [2022-03-13 22:33:00 main:574] : INFO : Epoch 1766 | loss: 0.0312225 | val_loss: 0.0312235 | Time: 2343.85 ms [2022-03-13 22:33:02 main:574] : INFO : Epoch 1767 | loss: 0.0312228 | val_loss: 0.0312271 | Time: 2331.33 ms [2022-03-13 22:33:04 main:574] : INFO : Epoch 1768 | loss: 0.0312236 | val_loss: 0.0312266 | Time: 2325.21 ms [2022-03-13 22:33:07 main:574] : INFO : Epoch 1769 | loss: 0.0312229 | val_loss: 0.0312224 | Time: 2338.88 ms [2022-03-13 22:33:09 main:574] : INFO : Epoch 1770 | loss: 0.031222 | val_loss: 0.0312238 | Time: 2317.6 ms [2022-03-13 22:33:11 main:574] : INFO : Epoch 1771 | loss: 0.0312208 | val_loss: 0.0312221 | Time: 2310.71 ms [2022-03-13 22:33:14 main:574] : INFO : Epoch 1772 | loss: 0.0312203 | val_loss: 0.0312211 | Time: 2324.6 ms [2022-03-13 22:33:16 main:574] : INFO : Epoch 1773 | loss: 0.0312204 | val_loss: 0.0312217 | Time: 2312.4 ms [2022-03-13 22:33:18 main:574] : INFO : Epoch 1774 | loss: 0.0312201 | val_loss: 0.0312217 | Time: 2325.97 ms [2022-03-13 22:33:21 main:574] : INFO : Epoch 1775 | loss: 0.0312193 | val_loss: 0.0312211 | Time: 2333.13 ms [2022-03-13 22:33:23 main:574] : INFO : Epoch 1776 | loss: 0.0312214 | val_loss: 0.0312208 | Time: 2295.25 ms [2022-03-13 22:33:25 main:574] : INFO : Epoch 1777 | loss: 0.0312211 | val_loss: 0.0312206 | Time: 2328.68 ms [2022-03-13 22:33:27 main:574] : INFO : Epoch 1778 | loss: 0.0312187 | val_loss: 0.0312206 | Time: 2292.42 ms [2022-03-13 22:33:30 main:574] : INFO : Epoch 1779 | loss: 0.0312183 | val_loss: 0.0312203 | Time: 2295.58 ms [2022-03-13 22:33:32 main:574] : INFO : Epoch 1780 | loss: 0.0312193 | val_loss: 0.0312219 | Time: 2310.68 ms [2022-03-13 22:33:34 main:574] : INFO : Epoch 1781 | loss: 0.0312184 | val_loss: 0.0312198 | Time: 2322.17 ms [2022-03-13 22:33:37 main:574] : INFO : Epoch 1782 | loss: 0.03122 | val_loss: 0.0312251 | Time: 2317.85 ms [2022-03-13 22:33:39 main:574] : INFO : Epoch 1783 | loss: 0.031219 | val_loss: 0.0312204 | Time: 2340.74 ms [2022-03-13 22:33:41 main:574] : INFO : Epoch 1784 | loss: 0.0312171 | val_loss: 0.0312226 | Time: 2345.13 ms [2022-03-13 22:33:44 main:574] : INFO : Epoch 1785 | loss: 0.0312178 | val_loss: 0.0312219 | Time: 2320.39 ms [2022-03-13 22:33:46 main:574] : INFO : Epoch 1786 | loss: 0.0312181 | val_loss: 0.0312199 | Time: 2329.79 ms [2022-03-13 22:33:48 main:574] : INFO : Epoch 1787 | loss: 0.0312176 | val_loss: 0.0312206 | Time: 2332.05 ms [2022-03-13 22:33:51 main:574] : INFO : Epoch 1788 | loss: 0.0312176 | val_loss: 0.0312206 | Time: 2305.46 ms [2022-03-13 22:33:53 main:574] : INFO : Epoch 1789 | loss: 0.0312174 | val_loss: 0.0312239 | Time: 2324.33 ms [2022-03-13 22:33:55 main:574] : INFO : Epoch 1790 | loss: 0.0312192 | val_loss: 0.0312297 | Time: 2325.01 ms [2022-03-13 22:33:58 main:574] : INFO : Epoch 1791 | loss: 0.0312183 | val_loss: 0.0312197 | Time: 2313.01 ms [2022-03-13 22:34:00 main:574] : INFO : Epoch 1792 | loss: 0.0312168 | val_loss: 0.0312189 | Time: 2332.64 ms [2022-03-13 22:34:02 main:574] : INFO : Epoch 1793 | loss: 0.0312163 | val_loss: 0.031219 | Time: 2307.03 ms [2022-03-13 22:34:05 main:574] : INFO : Epoch 1794 | loss: 0.0312166 | val_loss: 0.0312192 | Time: 2268.9 ms [2022-03-13 22:34:07 main:574] : INFO : Epoch 1795 | loss: 0.0312175 | val_loss: 0.0312194 | Time: 2341.66 ms [2022-03-13 22:34:09 main:574] : INFO : Epoch 1796 | loss: 0.0312204 | val_loss: 0.0312223 | Time: 2307.79 ms [2022-03-13 22:34:12 main:574] : INFO : Epoch 1797 | loss: 0.0312175 | val_loss: 0.0312205 | Time: 2356.84 ms [2022-03-13 22:34:14 main:574] : INFO : Epoch 1798 | loss: 0.0312158 | val_loss: 0.0312196 | Time: 2325.83 ms [2022-03-13 22:34:16 main:574] : INFO : Epoch 1799 | loss: 0.0312164 | val_loss: 0.0312193 | Time: 2298.7 ms [2022-03-13 22:34:19 main:574] : INFO : Epoch 1800 | loss: 0.0312163 | val_loss: 0.031222 | Time: 2351.79 ms [2022-03-13 22:34:21 main:574] : INFO : Epoch 1801 | loss: 0.0312167 | val_loss: 0.0312181 | Time: 2307.37 ms [2022-03-13 22:34:23 main:574] : INFO : Epoch 1802 | loss: 0.0312149 | val_loss: 0.031218 | Time: 2294.44 ms [2022-03-13 22:34:26 main:574] : INFO : Epoch 1803 | loss: 0.0312148 | val_loss: 0.0312198 | Time: 2314.23 ms [2022-03-13 22:34:28 main:574] : INFO : Epoch 1804 | loss: 0.0312154 | val_loss: 0.0312185 | Time: 2317.25 ms [2022-03-13 22:34:30 main:574] : INFO : Epoch 1805 | loss: 0.0312159 | val_loss: 0.0312195 | Time: 2314.87 ms [2022-03-13 22:34:33 main:574] : INFO : Epoch 1806 | loss: 0.0312167 | val_loss: 0.0312199 | Time: 2348.29 ms [2022-03-13 22:34:35 main:574] : INFO : Epoch 1807 | loss: 0.0312164 | val_loss: 0.0312198 | Time: 2350.94 ms [2022-03-13 22:34:37 main:574] : INFO : Epoch 1808 | loss: 0.0312147 | val_loss: 0.0312183 | Time: 2301.09 ms [2022-03-13 22:34:40 main:574] : INFO : Epoch 1809 | loss: 0.0312138 | val_loss: 0.0312195 | Time: 2315.02 ms [2022-03-13 22:34:42 main:574] : INFO : Epoch 1810 | loss: 0.0312145 | val_loss: 0.0312182 | Time: 2351.11 ms [2022-03-13 22:34:44 main:574] : INFO : Epoch 1811 | loss: 0.0312149 | val_loss: 0.031218 | Time: 2331.95 ms [2022-03-13 22:34:47 main:574] : INFO : Epoch 1812 | loss: 0.0312143 | val_loss: 0.0312184 | Time: 2317.08 ms [2022-03-13 22:34:49 main:574] : INFO : Epoch 1813 | loss: 0.0312141 | val_loss: 0.0312177 | Time: 2318.64 ms [2022-03-13 22:34:51 main:574] : INFO : Epoch 1814 | loss: 0.0312135 | val_loss: 0.0312179 | Time: 2328.25 ms [2022-03-13 22:34:54 main:574] : INFO : Epoch 1815 | loss: 0.0312134 | val_loss: 0.0312166 | Time: 2316.82 ms [2022-03-13 22:34:56 main:574] : INFO : Epoch 1816 | loss: 0.0312136 | val_loss: 0.0312178 | Time: 2332.37 ms [2022-03-13 22:34:58 main:574] : INFO : Epoch 1817 | loss: 0.0312139 | val_loss: 0.0312175 | Time: 2341.65 ms [2022-03-13 22:35:01 main:574] : INFO : Epoch 1818 | loss: 0.0312153 | val_loss: 0.0312232 | Time: 2326.41 ms [2022-03-13 22:35:03 main:574] : INFO : Epoch 1819 | loss: 0.0312166 | val_loss: 0.0312221 | Time: 2313.41 ms [2022-03-13 22:35:05 main:574] : INFO : Epoch 1820 | loss: 0.0312165 | val_loss: 0.0312196 | Time: 2286.55 ms [2022-03-13 22:35:07 main:574] : INFO : Epoch 1821 | loss: 0.0312144 | val_loss: 0.0312173 | Time: 2317.97 ms [2022-03-13 22:35:10 main:574] : INFO : Epoch 1822 | loss: 0.031213 | val_loss: 0.0312171 | Time: 2311.34 ms [2022-03-13 22:35:12 main:574] : INFO : Epoch 1823 | loss: 0.0312145 | val_loss: 0.0312186 | Time: 2326.63 ms [2022-03-13 22:35:14 main:574] : INFO : Epoch 1824 | loss: 0.0312146 | val_loss: 0.0312177 | Time: 2368.72 ms [2022-03-13 22:35:17 main:574] : INFO : Epoch 1825 | loss: 0.0312135 | val_loss: 0.0312164 | Time: 2331.83 ms [2022-03-13 22:35:19 main:574] : INFO : Epoch 1826 | loss: 0.0312131 | val_loss: 0.0312172 | Time: 2338.12 ms [2022-03-13 22:35:21 main:574] : INFO : Epoch 1827 | loss: 0.031215 | val_loss: 0.0312209 | Time: 2302.91 ms [2022-03-13 22:35:24 main:574] : INFO : Epoch 1828 | loss: 0.0312156 | val_loss: 0.0312165 | Time: 2327.74 ms [2022-03-13 22:35:26 main:574] : INFO : Epoch 1829 | loss: 0.0312126 | val_loss: 0.0312162 | Time: 2316.65 ms [2022-03-13 22:35:28 main:574] : INFO : Epoch 1830 | loss: 0.0312129 | val_loss: 0.0312176 | Time: 2295.84 ms [2022-03-13 22:35:31 main:574] : INFO : Epoch 1831 | loss: 0.0312155 | val_loss: 0.0312169 | Time: 2312 ms [2022-03-13 22:35:33 main:574] : INFO : Epoch 1832 | loss: 0.0312145 | val_loss: 0.0312162 | Time: 2313.12 ms [2022-03-13 22:35:35 main:574] : INFO : Epoch 1833 | loss: 0.0312142 | val_loss: 0.0312178 | Time: 2324.03 ms [2022-03-13 22:35:38 main:574] : INFO : Epoch 1834 | loss: 0.0312138 | val_loss: 0.0312175 | Time: 2290.52 ms [2022-03-13 22:35:40 main:574] : INFO : Epoch 1835 | loss: 0.0312127 | val_loss: 0.0312181 | Time: 2290.89 ms [2022-03-13 22:35:42 main:574] : INFO : Epoch 1836 | loss: 0.0312158 | val_loss: 0.0312179 | Time: 2312.56 ms [2022-03-13 22:35:45 main:574] : INFO : Epoch 1837 | loss: 0.0312134 | val_loss: 0.0312164 | Time: 2333.73 ms [2022-03-13 22:35:47 main:574] : INFO : Epoch 1838 | loss: 0.0312121 | val_loss: 0.031216 | Time: 2312.73 ms [2022-03-13 22:35:49 main:574] : INFO : Epoch 1839 | loss: 0.0312114 | val_loss: 0.0312169 | Time: 2333.52 ms [2022-03-13 22:35:52 main:574] : INFO : Epoch 1840 | loss: 0.0312124 | val_loss: 0.0312159 | Time: 2305.22 ms [2022-03-13 22:35:54 main:574] : INFO : Epoch 1841 | loss: 0.0312118 | val_loss: 0.0312155 | Time: 2318.84 ms [2022-03-13 22:35:56 main:574] : INFO : Epoch 1842 | loss: 0.0312112 | val_loss: 0.0312161 | Time: 2330.68 ms [2022-03-13 22:35:59 main:574] : INFO : Epoch 1843 | loss: 0.0312118 | val_loss: 0.031215 | Time: 2286.56 ms [2022-03-13 22:36:01 main:574] : INFO : Epoch 1844 | loss: 0.0312116 | val_loss: 0.0312146 | Time: 2325.43 ms [2022-03-13 22:36:03 main:574] : INFO : Epoch 1845 | loss: 0.0312115 | val_loss: 0.0312156 | Time: 2347.88 ms [2022-03-13 22:36:06 main:574] : INFO : Epoch 1846 | loss: 0.0312114 | val_loss: 0.0312154 | Time: 2308.65 ms [2022-03-13 22:36:08 main:574] : INFO : Epoch 1847 | loss: 0.0312123 | val_loss: 0.0312157 | Time: 2321.25 ms [2022-03-13 22:36:10 main:574] : INFO : Epoch 1848 | loss: 0.0312118 | val_loss: 0.0312166 | Time: 2310.95 ms [2022-03-13 22:36:12 main:574] : INFO : Epoch 1849 | loss: 0.0312119 | val_loss: 0.0312186 | Time: 2287.46 ms [2022-03-13 22:36:15 main:574] : INFO : Epoch 1850 | loss: 0.0312125 | val_loss: 0.0312148 | Time: 2316.46 ms [2022-03-13 22:36:17 main:574] : INFO : Epoch 1851 | loss: 0.0312127 | val_loss: 0.0312159 | Time: 2283.78 ms [2022-03-13 22:36:19 main:574] : INFO : Epoch 1852 | loss: 0.0312109 | val_loss: 0.0312149 | Time: 2363.46 ms [2022-03-13 22:36:22 main:574] : INFO : Epoch 1853 | loss: 0.0312104 | val_loss: 0.0312153 | Time: 2308.91 ms [2022-03-13 22:36:24 main:574] : INFO : Epoch 1854 | loss: 0.0312113 | val_loss: 0.0312148 | Time: 2302.52 ms [2022-03-13 22:36:26 main:574] : INFO : Epoch 1855 | loss: 0.0312123 | val_loss: 0.0312156 | Time: 2320.11 ms [2022-03-13 22:36:29 main:574] : INFO : Epoch 1856 | loss: 0.0312116 | val_loss: 0.0312159 | Time: 2333.75 ms [2022-03-13 22:36:31 main:574] : INFO : Epoch 1857 | loss: 0.0312105 | val_loss: 0.0312175 | Time: 2317.67 ms [2022-03-13 22:36:33 main:574] : INFO : Epoch 1858 | loss: 0.0312116 | val_loss: 0.0312157 | Time: 2284.62 ms [2022-03-13 22:36:36 main:574] : INFO : Epoch 1859 | loss: 0.0312117 | val_loss: 0.0312151 | Time: 2303.58 ms [2022-03-13 22:36:38 main:574] : INFO : Epoch 1860 | loss: 0.031211 | val_loss: 0.0312157 | Time: 2305.32 ms [2022-03-13 22:36:40 main:574] : INFO : Epoch 1861 | loss: 0.0312104 | val_loss: 0.0312152 | Time: 2317.25 ms [2022-03-13 22:36:43 main:574] : INFO : Epoch 1862 | loss: 0.0312108 | val_loss: 0.031218 | Time: 2305.4 ms [2022-03-13 22:36:45 main:574] : INFO : Epoch 1863 | loss: 0.0312174 | val_loss: 0.031215 | Time: 2290.09 ms [2022-03-13 22:36:47 main:574] : INFO : Epoch 1864 | loss: 0.0312112 | val_loss: 0.0312161 | Time: 2317.31 ms [2022-03-13 22:36:49 main:574] : INFO : Epoch 1865 | loss: 0.0312104 | val_loss: 0.0312166 | Time: 2301.44 ms [2022-03-13 22:36:52 main:574] : INFO : Epoch 1866 | loss: 0.03121 | val_loss: 0.031215 | Time: 2297.29 ms [2022-03-13 22:36:54 main:574] : INFO : Epoch 1867 | loss: 0.0312135 | val_loss: 0.0312216 | Time: 2320.44 ms [2022-03-13 22:36:56 main:574] : INFO : Epoch 1868 | loss: 0.031213 | val_loss: 0.0312146 | Time: 2307.01 ms [2022-03-13 22:36:59 main:574] : INFO : Epoch 1869 | loss: 0.0312112 | val_loss: 0.0312164 | Time: 2281.01 ms [2022-03-13 22:37:01 main:574] : INFO : Epoch 1870 | loss: 0.0312122 | val_loss: 0.0312253 | Time: 2286.68 ms [2022-03-13 22:37:03 main:574] : INFO : Epoch 1871 | loss: 0.031215 | val_loss: 0.0312141 | Time: 2302.1 ms [2022-03-13 22:37:06 main:574] : INFO : Epoch 1872 | loss: 0.0312113 | val_loss: 0.0312179 | Time: 2323.51 ms [2022-03-13 22:37:08 main:574] : INFO : Epoch 1873 | loss: 0.0312121 | val_loss: 0.0312169 | Time: 2346.7 ms [2022-03-13 22:37:10 main:574] : INFO : Epoch 1874 | loss: 0.0312176 | val_loss: 0.0312174 | Time: 2321.92 ms [2022-03-13 22:37:13 main:574] : INFO : Epoch 1875 | loss: 0.0312128 | val_loss: 0.0312168 | Time: 2317.49 ms [2022-03-13 22:37:15 main:574] : INFO : Epoch 1876 | loss: 0.0312113 | val_loss: 0.0312167 | Time: 2314.86 ms [2022-03-13 22:37:17 main:574] : INFO : Epoch 1877 | loss: 0.0312101 | val_loss: 0.0312132 | Time: 2335.87 ms [2022-03-13 22:37:20 main:574] : INFO : Epoch 1878 | loss: 0.0312104 | val_loss: 0.0312157 | Time: 2321.16 ms [2022-03-13 22:37:22 main:574] : INFO : Epoch 1879 | loss: 0.0312091 | val_loss: 0.0312143 | Time: 2363.34 ms [2022-03-13 22:37:24 main:574] : INFO : Epoch 1880 | loss: 0.0312095 | val_loss: 0.0312138 | Time: 2277.03 ms [2022-03-13 22:37:27 main:574] : INFO : Epoch 1881 | loss: 0.03121 | val_loss: 0.0312162 | Time: 2293.14 ms [2022-03-13 22:37:29 main:574] : INFO : Epoch 1882 | loss: 0.0312087 | val_loss: 0.0312161 | Time: 2333.48 ms [2022-03-13 22:37:31 main:574] : INFO : Epoch 1883 | loss: 0.0312088 | val_loss: 0.0312135 | Time: 2319.87 ms [2022-03-13 22:37:34 main:574] : INFO : Epoch 1884 | loss: 0.0312087 | val_loss: 0.031219 | Time: 2306.09 ms [2022-03-13 22:37:36 main:574] : INFO : Epoch 1885 | loss: 0.0312097 | val_loss: 0.0312136 | Time: 2323.88 ms [2022-03-13 22:37:38 main:574] : INFO : Epoch 1886 | loss: 0.0312115 | val_loss: 0.0312174 | Time: 2327.49 ms [2022-03-13 22:37:41 main:574] : INFO : Epoch 1887 | loss: 0.0312113 | val_loss: 0.0312173 | Time: 2320.42 ms [2022-03-13 22:37:43 main:574] : INFO : Epoch 1888 | loss: 0.0312098 | val_loss: 0.0312158 | Time: 2290.05 ms [2022-03-13 22:37:45 main:574] : INFO : Epoch 1889 | loss: 0.0312093 | val_loss: 0.0312127 | Time: 2359.82 ms [2022-03-13 22:37:47 main:574] : INFO : Epoch 1890 | loss: 0.0312088 | val_loss: 0.0312124 | Time: 2324.86 ms [2022-03-13 22:37:50 main:574] : INFO : Epoch 1891 | loss: 0.0312095 | val_loss: 0.0312131 | Time: 2318.82 ms [2022-03-13 22:37:52 main:574] : INFO : Epoch 1892 | loss: 0.0312117 | val_loss: 0.0312221 | Time: 2334.93 ms [2022-03-13 22:37:54 main:574] : INFO : Epoch 1893 | loss: 0.0312146 | val_loss: 0.0312216 | Time: 2286.76 ms [2022-03-13 22:37:57 main:574] : INFO : Epoch 1894 | loss: 0.0312111 | val_loss: 0.0312139 | Time: 2348.25 ms [2022-03-13 22:37:59 main:574] : INFO : Epoch 1895 | loss: 0.0312103 | val_loss: 0.0312121 | Time: 2307 ms [2022-03-13 22:38:01 main:574] : INFO : Epoch 1896 | loss: 0.0312081 | val_loss: 0.0312121 | Time: 2297.51 ms [2022-03-13 22:38:04 main:574] : INFO : Epoch 1897 | loss: 0.031208 | val_loss: 0.0312125 | Time: 2302.19 ms [2022-03-13 22:38:06 main:574] : INFO : Epoch 1898 | loss: 0.0312083 | val_loss: 0.0312129 | Time: 2314.53 ms [2022-03-13 22:38:08 main:574] : INFO : Epoch 1899 | loss: 0.0312081 | val_loss: 0.0312115 | Time: 2316.72 ms [2022-03-13 22:38:11 main:574] : INFO : Epoch 1900 | loss: 0.0312076 | val_loss: 0.0312121 | Time: 2326.66 ms [2022-03-13 22:38:13 main:574] : INFO : Epoch 1901 | loss: 0.0312092 | val_loss: 0.03122 | Time: 2342.01 ms [2022-03-13 22:38:15 main:574] : INFO : Epoch 1902 | loss: 0.0312113 | val_loss: 0.0312144 | Time: 2306.38 ms [2022-03-13 22:38:18 main:574] : INFO : Epoch 1903 | loss: 0.0312107 | val_loss: 0.0312121 | Time: 2307.52 ms [2022-03-13 22:38:20 main:574] : INFO : Epoch 1904 | loss: 0.0312081 | val_loss: 0.0312117 | Time: 2323.83 ms [2022-03-13 22:38:22 main:574] : INFO : Epoch 1905 | loss: 0.0312074 | val_loss: 0.0312133 | Time: 2324.73 ms [2022-03-13 22:38:25 main:574] : INFO : Epoch 1906 | loss: 0.031208 | val_loss: 0.031212 | Time: 2297.15 ms [2022-03-13 22:38:27 main:574] : INFO : Epoch 1907 | loss: 0.0312067 | val_loss: 0.031212 | Time: 2311.2 ms [2022-03-13 22:38:29 main:574] : INFO : Epoch 1908 | loss: 0.0312075 | val_loss: 0.031212 | Time: 2322.51 ms [2022-03-13 22:38:32 main:574] : INFO : Epoch 1909 | loss: 0.0312088 | val_loss: 0.03122 | Time: 2317.52 ms [2022-03-13 22:38:34 main:574] : INFO : Epoch 1910 | loss: 0.0312101 | val_loss: 0.0312123 | Time: 2293.86 ms [2022-03-13 22:38:36 main:574] : INFO : Epoch 1911 | loss: 0.0312071 | val_loss: 0.031219 | Time: 2296.09 ms [2022-03-13 22:38:38 main:574] : INFO : Epoch 1912 | loss: 0.0312072 | val_loss: 0.0312125 | Time: 2298.18 ms [2022-03-13 22:38:41 main:574] : INFO : Epoch 1913 | loss: 0.0312058 | val_loss: 0.0312119 | Time: 2298.73 ms [2022-03-13 22:38:43 main:574] : INFO : Epoch 1914 | loss: 0.0312062 | val_loss: 0.0312115 | Time: 2349.2 ms [2022-03-13 22:38:45 main:574] : INFO : Epoch 1915 | loss: 0.0312074 | val_loss: 0.0312119 | Time: 2357.65 ms [2022-03-13 22:38:48 main:574] : INFO : Epoch 1916 | loss: 0.031208 | val_loss: 0.0312123 | Time: 2320.59 ms [2022-03-13 22:38:50 main:574] : INFO : Epoch 1917 | loss: 0.0312071 | val_loss: 0.0312157 | Time: 2309.69 ms [2022-03-13 22:38:52 main:574] : INFO : Epoch 1918 | loss: 0.0312091 | val_loss: 0.0312121 | Time: 2288.09 ms [2022-03-13 22:38:55 main:574] : INFO : Epoch 1919 | loss: 0.0312059 | val_loss: 0.0312117 | Time: 2289.86 ms [2022-03-13 22:38:57 main:574] : INFO : Epoch 1920 | loss: 0.0312058 | val_loss: 0.0312109 | Time: 2296.74 ms [2022-03-13 22:38:59 main:574] : INFO : Epoch 1921 | loss: 0.0312073 | val_loss: 0.0312121 | Time: 2316.03 ms [2022-03-13 22:39:02 main:574] : INFO : Epoch 1922 | loss: 0.031206 | val_loss: 0.0312114 | Time: 2271.2 ms [2022-03-13 22:39:04 main:574] : INFO : Epoch 1923 | loss: 0.0312059 | val_loss: 0.0312142 | Time: 2299.83 ms [2022-03-13 22:39:06 main:574] : INFO : Epoch 1924 | loss: 0.0312068 | val_loss: 0.0312127 | Time: 2329.79 ms [2022-03-13 22:39:09 main:574] : INFO : Epoch 1925 | loss: 0.0312056 | val_loss: 0.031219 | Time: 2350.54 ms [2022-03-13 22:39:11 main:574] : INFO : Epoch 1926 | loss: 0.0312085 | val_loss: 0.0312142 | Time: 2326.66 ms [2022-03-13 22:39:13 main:574] : INFO : Epoch 1927 | loss: 0.0312059 | val_loss: 0.0312134 | Time: 2328 ms [2022-03-13 22:39:16 main:574] : INFO : Epoch 1928 | loss: 0.0312065 | val_loss: 0.0312125 | Time: 2319.69 ms [2022-03-13 22:39:18 main:574] : INFO : Epoch 1929 | loss: 0.0312048 | val_loss: 0.0312147 | Time: 2311.02 ms [2022-03-13 22:39:20 main:574] : INFO : Epoch 1930 | loss: 0.0312044 | val_loss: 0.0312163 | Time: 2342.41 ms [2022-03-13 22:39:23 main:574] : INFO : Epoch 1931 | loss: 0.031206 | val_loss: 0.0312161 | Time: 2333.84 ms [2022-03-13 22:39:25 main:574] : INFO : Epoch 1932 | loss: 0.0312062 | val_loss: 0.031216 | Time: 2307.47 ms [2022-03-13 22:39:27 main:574] : INFO : Epoch 1933 | loss: 0.031208 | val_loss: 0.0312111 | Time: 2323.79 ms [2022-03-13 22:39:30 main:574] : INFO : Epoch 1934 | loss: 0.0312061 | val_loss: 0.0312115 | Time: 2311.39 ms [2022-03-13 22:39:32 main:574] : INFO : Epoch 1935 | loss: 0.0312077 | val_loss: 0.031217 | Time: 2318.77 ms [2022-03-13 22:39:34 main:574] : INFO : Epoch 1936 | loss: 0.0312076 | val_loss: 0.0312117 | Time: 2303.12 ms [2022-03-13 22:39:36 main:574] : INFO : Epoch 1937 | loss: 0.0312057 | val_loss: 0.0312117 | Time: 2325.47 ms [2022-03-13 22:39:39 main:574] : INFO : Epoch 1938 | loss: 0.0312065 | val_loss: 0.0312134 | Time: 2286.92 ms [2022-03-13 22:39:41 main:574] : INFO : Epoch 1939 | loss: 0.0312061 | val_loss: 0.0312138 | Time: 2338.42 ms [2022-03-13 22:39:43 main:574] : INFO : Epoch 1940 | loss: 0.031205 | val_loss: 0.0312107 | Time: 2341.93 ms [2022-03-13 22:39:46 main:574] : INFO : Epoch 1941 | loss: 0.0312081 | val_loss: 0.0312154 | Time: 2294.4 ms [2022-03-13 22:39:48 main:574] : INFO : Epoch 1942 | loss: 0.031207 | val_loss: 0.0312124 | Time: 2324.74 ms [2022-03-13 22:39:50 main:574] : INFO : Epoch 1943 | loss: 0.031206 | val_loss: 0.0312113 | Time: 2298.2 ms [2022-03-13 22:39:53 main:574] : INFO : Epoch 1944 | loss: 0.0312054 | val_loss: 0.0312124 | Time: 2341.34 ms [2022-03-13 22:39:55 main:574] : INFO : Epoch 1945 | loss: 0.0312054 | val_loss: 0.0312119 | Time: 2314.42 ms [2022-03-13 22:39:57 main:574] : INFO : Epoch 1946 | loss: 0.0312044 | val_loss: 0.031211 | Time: 2301.98 ms [2022-03-13 22:40:00 main:574] : INFO : Epoch 1947 | loss: 0.0312049 | val_loss: 0.0312106 | Time: 2335.25 ms [2022-03-13 22:40:02 main:574] : INFO : Epoch 1948 | loss: 0.0312085 | val_loss: 0.0312247 | Time: 2311.45 ms [2022-03-13 22:40:04 main:574] : INFO : Epoch 1949 | loss: 0.0312076 | val_loss: 0.0312123 | Time: 2314.33 ms [2022-03-13 22:40:07 main:574] : INFO : Epoch 1950 | loss: 0.0312062 | val_loss: 0.0312148 | Time: 2332.43 ms [2022-03-13 22:40:09 main:574] : INFO : Epoch 1951 | loss: 0.0312069 | val_loss: 0.031221 | Time: 2294.67 ms [2022-03-13 22:40:11 main:574] : INFO : Epoch 1952 | loss: 0.0312084 | val_loss: 0.0312108 | Time: 2324.55 ms [2022-03-13 22:40:14 main:574] : INFO : Epoch 1953 | loss: 0.0312065 | val_loss: 0.0312112 | Time: 2326.06 ms [2022-03-13 22:40:16 main:574] : INFO : Epoch 1954 | loss: 0.0312058 | val_loss: 0.0312139 | Time: 2324.7 ms [2022-03-13 22:40:18 main:574] : INFO : Epoch 1955 | loss: 0.0312056 | val_loss: 0.0312106 | Time: 2309.92 ms [2022-03-13 22:40:21 main:574] : INFO : Epoch 1956 | loss: 0.0312039 | val_loss: 0.0312109 | Time: 2310.29 ms [2022-03-13 22:40:23 main:574] : INFO : Epoch 1957 | loss: 0.0312036 | val_loss: 0.0312099 | Time: 2317.36 ms [2022-03-13 22:40:25 main:574] : INFO : Epoch 1958 | loss: 0.0312038 | val_loss: 0.0312111 | Time: 2298.42 ms [2022-03-13 22:40:28 main:574] : INFO : Epoch 1959 | loss: 0.0312062 | val_loss: 0.0312288 | Time: 2290.74 ms [2022-03-13 22:40:30 main:574] : INFO : Epoch 1960 | loss: 0.031209 | val_loss: 0.0312145 | Time: 2329.14 ms [2022-03-13 22:40:32 main:574] : INFO : Epoch 1961 | loss: 0.031206 | val_loss: 0.0312105 | Time: 2311.67 ms [2022-03-13 22:40:34 main:574] : INFO : Epoch 1962 | loss: 0.0312035 | val_loss: 0.031212 | Time: 2309.86 ms [2022-03-13 22:40:37 main:574] : INFO : Epoch 1963 | loss: 0.0312043 | val_loss: 0.0312107 | Time: 2325.61 ms [2022-03-13 22:40:39 main:574] : INFO : Epoch 1964 | loss: 0.0312038 | val_loss: 0.0312153 | Time: 2296.19 ms [2022-03-13 22:40:41 main:574] : INFO : Epoch 1965 | loss: 0.0312059 | val_loss: 0.0312103 | Time: 2324.3 ms [2022-03-13 22:40:44 main:574] : INFO : Epoch 1966 | loss: 0.0312057 | val_loss: 0.0312197 | Time: 2315.77 ms [2022-03-13 22:40:46 main:574] : INFO : Epoch 1967 | loss: 0.0312077 | val_loss: 0.0312169 | Time: 2323.87 ms [2022-03-13 22:40:48 main:574] : INFO : Epoch 1968 | loss: 0.0312047 | val_loss: 0.0312117 | Time: 2301.59 ms [2022-03-13 22:40:51 main:574] : INFO : Epoch 1969 | loss: 0.0312048 | val_loss: 0.0312172 | Time: 2313.54 ms [2022-03-13 22:40:53 main:574] : INFO : Epoch 1970 | loss: 0.031209 | val_loss: 0.0312128 | Time: 2318.2 ms [2022-03-13 22:40:55 main:574] : INFO : Epoch 1971 | loss: 0.031209 | val_loss: 0.0312134 | Time: 2315.6 ms [2022-03-13 22:40:58 main:574] : INFO : Epoch 1972 | loss: 0.031208 | val_loss: 0.0312105 | Time: 2328.19 ms [2022-03-13 22:41:00 main:574] : INFO : Epoch 1973 | loss: 0.0312063 | val_loss: 0.0312129 | Time: 2327.56 ms [2022-03-13 22:41:02 main:574] : INFO : Epoch 1974 | loss: 0.031207 | val_loss: 0.0312096 | Time: 2339.5 ms [2022-03-13 22:41:05 main:574] : INFO : Epoch 1975 | loss: 0.031206 | val_loss: 0.0312096 | Time: 2343.38 ms [2022-03-13 22:41:07 main:574] : INFO : Epoch 1976 | loss: 0.0312073 | val_loss: 0.0312105 | Time: 2306.47 ms [2022-03-13 22:41:09 main:574] : INFO : Epoch 1977 | loss: 0.0312061 | val_loss: 0.0312127 | Time: 2303.25 ms [2022-03-13 22:41:12 main:574] : INFO : Epoch 1978 | loss: 0.0312062 | val_loss: 0.0312105 | Time: 2275.83 ms [2022-03-13 22:41:14 main:574] : INFO : Epoch 1979 | loss: 0.0312041 | val_loss: 0.0312108 | Time: 2312.55 ms [2022-03-13 22:41:16 main:574] : INFO : Epoch 1980 | loss: 0.0312051 | val_loss: 0.0312105 | Time: 2291.39 ms [2022-03-13 22:41:19 main:574] : INFO : Epoch 1981 | loss: 0.0312058 | val_loss: 0.0312176 | Time: 2324.12 ms [2022-03-13 22:41:21 main:574] : INFO : Epoch 1982 | loss: 0.0312076 | val_loss: 0.0312156 | Time: 2337.69 ms [2022-03-13 22:41:23 main:574] : INFO : Epoch 1983 | loss: 0.0312077 | val_loss: 0.0312097 | Time: 2273.64 ms [2022-03-13 22:41:25 main:574] : INFO : Epoch 1984 | loss: 0.0312041 | val_loss: 0.0312134 | Time: 2303.05 ms [2022-03-13 22:41:28 main:574] : INFO : Epoch 1985 | loss: 0.0312047 | val_loss: 0.0312098 | Time: 2302.98 ms [2022-03-13 22:41:30 main:574] : INFO : Epoch 1986 | loss: 0.031204 | val_loss: 0.0312137 | Time: 2355.92 ms [2022-03-13 22:41:32 main:574] : INFO : Epoch 1987 | loss: 0.0312045 | val_loss: 0.0312103 | Time: 2300.9 ms [2022-03-13 22:41:35 main:574] : INFO : Epoch 1988 | loss: 0.0312057 | val_loss: 0.0312128 | Time: 2297.5 ms [2022-03-13 22:41:37 main:574] : INFO : Epoch 1989 | loss: 0.0312043 | val_loss: 0.0312158 | Time: 2311.31 ms [2022-03-13 22:41:39 main:574] : INFO : Epoch 1990 | loss: 0.0312038 | val_loss: 0.0312093 | Time: 2303.65 ms [2022-03-13 22:41:42 main:574] : INFO : Epoch 1991 | loss: 0.0312031 | val_loss: 0.0312113 | Time: 2312.75 ms [2022-03-13 22:41:44 main:574] : INFO : Epoch 1992 | loss: 0.0312031 | val_loss: 0.0312097 | Time: 2315.3 ms [2022-03-13 22:41:46 main:574] : INFO : Epoch 1993 | loss: 0.0312053 | val_loss: 0.0312115 | Time: 2327.62 ms [2022-03-13 22:41:49 main:574] : INFO : Epoch 1994 | loss: 0.0312033 | val_loss: 0.0312114 | Time: 2295.49 ms [2022-03-13 22:41:51 main:574] : INFO : Epoch 1995 | loss: 0.0312045 | val_loss: 0.0312105 | Time: 2312.48 ms [2022-03-13 22:41:53 main:574] : INFO : Epoch 1996 | loss: 0.031203 | val_loss: 0.031212 | Time: 2319.3 ms [2022-03-13 22:41:56 main:574] : INFO : Epoch 1997 | loss: 0.031206 | val_loss: 0.0312149 | Time: 2313.63 ms [2022-03-13 22:41:58 main:574] : INFO : Epoch 1998 | loss: 0.0312036 | val_loss: 0.031212 | Time: 2346.1 ms [2022-03-13 22:42:00 main:574] : INFO : Epoch 1999 | loss: 0.0312032 | val_loss: 0.0312104 | Time: 2303.38 ms [2022-03-13 22:42:03 main:574] : INFO : Epoch 2000 | loss: 0.0312042 | val_loss: 0.0312191 | Time: 2311.37 ms [2022-03-13 22:42:05 main:574] : INFO : Epoch 2001 | loss: 0.031205 | val_loss: 0.0312105 | Time: 2313.73 ms [2022-03-13 22:42:07 main:574] : INFO : Epoch 2002 | loss: 0.0312025 | val_loss: 0.0312095 | Time: 2322.81 ms [2022-03-13 22:42:10 main:574] : INFO : Epoch 2003 | loss: 0.0312037 | val_loss: 0.0312123 | Time: 2345.29 ms [2022-03-13 22:42:12 main:574] : INFO : Epoch 2004 | loss: 0.0312031 | val_loss: 0.0312089 | Time: 2356.25 ms [2022-03-13 22:42:14 main:574] : INFO : Epoch 2005 | loss: 0.0312046 | val_loss: 0.0312103 | Time: 2314.71 ms [2022-03-13 22:42:16 main:574] : INFO : Epoch 2006 | loss: 0.0312036 | val_loss: 0.0312099 | Time: 2265.2 ms [2022-03-13 22:42:19 main:574] : INFO : Epoch 2007 | loss: 0.0312035 | val_loss: 0.03121 | Time: 2310.2 ms [2022-03-13 22:42:21 main:574] : INFO : Epoch 2008 | loss: 0.0312029 | val_loss: 0.0312181 | Time: 2315.99 ms [2022-03-13 22:42:23 main:574] : INFO : Epoch 2009 | loss: 0.031209 | val_loss: 0.0312113 | Time: 2302.93 ms [2022-03-13 22:42:26 main:574] : INFO : Epoch 2010 | loss: 0.0312097 | val_loss: 0.0312117 | Time: 2298.38 ms [2022-03-13 22:42:28 main:574] : INFO : Epoch 2011 | loss: 0.0312045 | val_loss: 0.031211 | Time: 2295.26 ms [2022-03-13 22:42:30 main:574] : INFO : Epoch 2012 | loss: 0.0312139 | val_loss: 0.0312419 | Time: 2338.09 ms [2022-03-13 22:42:33 main:574] : INFO : Epoch 2013 | loss: 0.0312389 | val_loss: 0.0312331 | Time: 2355.29 ms [2022-03-13 22:42:35 main:574] : INFO : Epoch 2014 | loss: 0.0312297 | val_loss: 0.0312275 | Time: 2306.29 ms [2022-03-13 22:42:37 main:574] : INFO : Epoch 2015 | loss: 0.0312219 | val_loss: 0.0312246 | Time: 2340.74 ms [2022-03-13 22:42:40 main:574] : INFO : Epoch 2016 | loss: 0.0312185 | val_loss: 0.0312199 | Time: 2299.47 ms [2022-03-13 22:42:42 main:574] : INFO : Epoch 2017 | loss: 0.0312159 | val_loss: 0.0312174 | Time: 2345.42 ms [2022-03-13 22:42:44 main:574] : INFO : Epoch 2018 | loss: 0.0312142 | val_loss: 0.031217 | Time: 2303.48 ms [2022-03-13 22:42:47 main:574] : INFO : Epoch 2019 | loss: 0.0312133 | val_loss: 0.0312169 | Time: 2306.76 ms [2022-03-13 22:42:49 main:574] : INFO : Epoch 2020 | loss: 0.0312143 | val_loss: 0.0312155 | Time: 2310.19 ms [2022-03-13 22:42:51 main:574] : INFO : Epoch 2021 | loss: 0.031214 | val_loss: 0.0312146 | Time: 2324.57 ms [2022-03-13 22:42:54 main:574] : INFO : Epoch 2022 | loss: 0.0312127 | val_loss: 0.031217 | Time: 2351.41 ms [2022-03-13 22:42:56 main:574] : INFO : Epoch 2023 | loss: 0.031212 | val_loss: 0.0312151 | Time: 2301.22 ms [2022-03-13 22:42:58 main:574] : INFO : Epoch 2024 | loss: 0.031211 | val_loss: 0.0312144 | Time: 2310 ms [2022-03-13 22:43:01 main:574] : INFO : Epoch 2025 | loss: 0.0312103 | val_loss: 0.0312139 | Time: 2296.25 ms [2022-03-13 22:43:03 main:574] : INFO : Epoch 2026 | loss: 0.0312097 | val_loss: 0.0312136 | Time: 2328.11 ms [2022-03-13 22:43:05 main:574] : INFO : Epoch 2027 | loss: 0.0312103 | val_loss: 0.0312145 | Time: 2312.19 ms [2022-03-13 22:43:08 main:574] : INFO : Epoch 2028 | loss: 0.0312116 | val_loss: 0.0312147 | Time: 2285.16 ms [2022-03-13 22:43:10 main:574] : INFO : Epoch 2029 | loss: 0.0312128 | val_loss: 0.0312162 | Time: 2340.44 ms [2022-03-13 22:43:12 main:574] : INFO : Epoch 2030 | loss: 0.0312123 | val_loss: 0.0312145 | Time: 2283.63 ms [2022-03-13 22:43:14 main:574] : INFO : Epoch 2031 | loss: 0.0312108 | val_loss: 0.0312129 | Time: 2319.59 ms [2022-03-13 22:43:17 main:574] : INFO : Epoch 2032 | loss: 0.0312099 | val_loss: 0.031212 | Time: 2297.86 ms [2022-03-13 22:43:19 main:574] : INFO : Epoch 2033 | loss: 0.0312114 | val_loss: 0.0312147 | Time: 2376.54 ms [2022-03-13 22:43:21 main:574] : INFO : Epoch 2034 | loss: 0.0312105 | val_loss: 0.0312122 | Time: 2276.75 ms [2022-03-13 22:43:24 main:574] : INFO : Epoch 2035 | loss: 0.0312116 | val_loss: 0.0312129 | Time: 2271.89 ms [2022-03-13 22:43:26 main:574] : INFO : Epoch 2036 | loss: 0.0312088 | val_loss: 0.0312123 | Time: 2290.09 ms [2022-03-13 22:43:28 main:574] : INFO : Epoch 2037 | loss: 0.0312083 | val_loss: 0.0312136 | Time: 2321.31 ms [2022-03-13 22:43:31 main:574] : INFO : Epoch 2038 | loss: 0.0312079 | val_loss: 0.0312124 | Time: 2280.58 ms [2022-03-13 22:43:33 main:574] : INFO : Epoch 2039 | loss: 0.0312077 | val_loss: 0.0312123 | Time: 2320.06 ms [2022-03-13 22:43:35 main:574] : INFO : Epoch 2040 | loss: 0.0312113 | val_loss: 0.0312143 | Time: 2330.47 ms [2022-03-13 22:43:38 main:574] : INFO : Epoch 2041 | loss: 0.0312093 | val_loss: 0.0312118 | Time: 2321.81 ms [2022-03-13 22:43:40 main:574] : INFO : Epoch 2042 | loss: 0.0312082 | val_loss: 0.0312135 | Time: 2325.86 ms [2022-03-13 22:43:42 main:574] : INFO : Epoch 2043 | loss: 0.0312096 | val_loss: 0.0312125 | Time: 2302.97 ms [2022-03-13 22:43:45 main:574] : INFO : Epoch 2044 | loss: 0.0312096 | val_loss: 0.0312119 | Time: 2325.65 ms [2022-03-13 22:43:47 main:574] : INFO : Epoch 2045 | loss: 0.0312075 | val_loss: 0.0312106 | Time: 2336.01 ms [2022-03-13 22:43:49 main:574] : INFO : Epoch 2046 | loss: 0.0312072 | val_loss: 0.0312111 | Time: 2338.88 ms [2022-03-13 22:43:52 main:574] : INFO : Epoch 2047 | loss: 0.0312086 | val_loss: 0.0312134 | Time: 2310.99 ms [2022-03-13 22:43:54 main:574] : INFO : Epoch 2048 | loss: 0.0312074 | val_loss: 0.0312111 | Time: 2327.25 ms [2022-03-13 22:43:54 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312111 [2022-03-13 22:43:54 main:603] : INFO : Saving end state to config to file [2022-03-13 22:43:54 main:608] : INFO : Success, exiting.. 22:43:54 (8960): called boinc_finish(0) </stderr_txt> ]]>
©2023 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)