Task 8529027
| Name | ParityModified-1634620234-11787-3_0 |
| Workunit | 6026007 |
| Created | 31 Oct 2021, 2:29:34 UTC |
| Sent | 1 Nov 2021, 11:43:29 UTC |
| Report deadline | 8 Nov 2021, 11:43:29 UTC |
| Received | 1 Nov 2021, 22:38:31 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 16170 |
| Run time | 1 hours 5 min 14 sec |
| CPU time | 1 hours 5 min 9 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,499.07 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.80 (cuda10200) x86_64-pc-linux-gnu |
| Peak working set size | 2.31 GB |
| Peak swap size | 10.46 GB |
| Peak disk usage | 2.98 GB |
Stderr output
<core_client_version>7.16.6</core_client_version> <![CDATA[ <stderr_txt> 81] : INFO : Epoch 1546 | loss: 0.00439346 | val_loss: 0.00434391 | Time: 1865.39 ms [2021-11-01 17:21:46 main:581] : INFO : Epoch 1547 | loss: 0.00439236 | val_loss: 0.00431877 | Time: 1862.81 ms [2021-11-01 17:21:48 main:581] : INFO : Epoch 1548 | loss: 0.00437716 | val_loss: 0.00429361 | Time: 1901.55 ms [2021-11-01 17:21:50 main:581] : INFO : Epoch 1549 | loss: 0.00447145 | val_loss: 0.00444509 | Time: 1860.87 ms [2021-11-01 17:21:52 main:581] : INFO : Epoch 1550 | loss: 0.00455644 | val_loss: 0.00450721 | Time: 1862.16 ms [2021-11-01 17:21:54 main:581] : INFO : Epoch 1551 | loss: 0.00450482 | val_loss: 0.0043462 | Time: 1865.27 ms [2021-11-01 17:21:56 main:581] : INFO : Epoch 1552 | loss: 0.00440273 | val_loss: 0.00427701 | Time: 1867.54 ms [2021-11-01 17:21:58 main:581] : INFO : Epoch 1553 | loss: 0.00437045 | val_loss: 0.00426983 | Time: 1920.04 ms [2021-11-01 17:22:00 main:581] : INFO : Epoch 1554 | loss: 0.00436035 | val_loss: 0.00426047 | Time: 1983.72 ms [2021-11-01 17:22:02 main:581] : INFO : Epoch 1555 | loss: 0.00436279 | val_loss: 0.00429615 | Time: 1947.19 ms [2021-11-01 17:22:03 main:581] : INFO : Epoch 1556 | loss: 0.00436371 | val_loss: 0.00426562 | Time: 1887.93 ms [2021-11-01 17:22:05 main:581] : INFO : Epoch 1557 | loss: 0.0043644 | val_loss: 0.00434689 | Time: 1864.73 ms [2021-11-01 17:22:07 main:581] : INFO : Epoch 1558 | loss: 0.00438757 | val_loss: 0.00429194 | Time: 1887.73 ms [2021-11-01 17:22:09 main:581] : INFO : Epoch 1559 | loss: 0.00436481 | val_loss: 0.00429442 | Time: 1878.75 ms [2021-11-01 17:22:11 main:581] : INFO : Epoch 1560 | loss: 0.00438484 | val_loss: 0.0042564 | Time: 1943.52 ms [2021-11-01 17:22:13 main:581] : INFO : Epoch 1561 | loss: 0.00436486 | val_loss: 0.00427092 | Time: 1951.92 ms [2021-11-01 17:22:15 main:581] : INFO : Epoch 1562 | loss: 0.00436054 | val_loss: 0.00431651 | Time: 1939.87 ms [2021-11-01 17:22:17 main:581] : INFO : Epoch 1563 | loss: 0.00443775 | val_loss: 0.00441686 | Time: 1929.78 ms [2021-11-01 17:22:19 main:581] : INFO : Epoch 1564 | loss: 0.00443131 | val_loss: 0.00436181 | Time: 1874.72 ms [2021-11-01 17:22:21 main:581] : INFO : Epoch 1565 | loss: 0.00439923 | val_loss: 0.0043048 | Time: 1867.84 ms [2021-11-01 17:22:22 main:581] : INFO : Epoch 1566 | loss: 0.00438102 | val_loss: 0.0043021 | Time: 1876.44 ms [2021-11-01 17:22:24 main:581] : INFO : Epoch 1567 | loss: 0.00486623 | val_loss: 0.00476515 | Time: 1863.82 ms [2021-11-01 17:22:26 main:581] : INFO : Epoch 1568 | loss: 0.00489594 | val_loss: 0.0047667 | Time: 1866.75 ms [2021-11-01 17:22:28 main:581] : INFO : Epoch 1569 | loss: 0.00490858 | val_loss: 0.00471572 | Time: 1862.08 ms [2021-11-01 17:22:30 main:581] : INFO : Epoch 1570 | loss: 0.00484606 | val_loss: 0.00469745 | Time: 1867.99 ms [2021-11-01 17:22:32 main:581] : INFO : Epoch 1571 | loss: 0.00478502 | val_loss: 0.0048712 | Time: 1868.07 ms [2021-11-01 17:22:34 main:581] : INFO : Epoch 1572 | loss: 0.00499159 | val_loss: 0.00468885 | Time: 1864.82 ms [2021-11-01 17:22:35 main:581] : INFO : Epoch 1573 | loss: 0.00471842 | val_loss: 0.00449211 | Time: 1867.29 ms [2021-11-01 17:22:37 main:581] : INFO : Epoch 1574 | loss: 0.00451159 | val_loss: 0.00437254 | Time: 1955.47 ms [2021-11-01 17:22:39 main:581] : INFO : Epoch 1575 | loss: 0.00444366 | val_loss: 0.00432656 | Time: 1899.13 ms [2021-11-01 17:22:41 main:581] : INFO : Epoch 1576 | loss: 0.00440719 | val_loss: 0.00429999 | Time: 1925.4 ms [2021-11-01 17:22:43 main:581] : INFO : Epoch 1577 | loss: 0.00439387 | val_loss: 0.00428806 | Time: 1959.44 ms [2021-11-01 17:22:45 main:581] : INFO : Epoch 1578 | loss: 0.00438627 | val_loss: 0.00429262 | Time: 1957.97 ms [2021-11-01 17:22:47 main:581] : INFO : Epoch 1579 | loss: 0.00438088 | val_loss: 0.00427642 | Time: 1961.38 ms [2021-11-01 17:22:49 main:581] : INFO : Epoch 1580 | loss: 0.00437366 | val_loss: 0.00427505 | Time: 1971.21 ms [2021-11-01 17:22:51 main:581] : INFO : Epoch 1581 | loss: 0.00437295 | val_loss: 0.00426903 | Time: 1960.2 ms [2021-11-01 17:22:53 main:581] : INFO : Epoch 1582 | loss: 0.00436396 | val_loss: 0.00426826 | Time: 1883.78 ms [2021-11-01 17:22:55 main:581] : INFO : Epoch 1583 | loss: 0.00436965 | val_loss: 0.00427154 | Time: 1935.12 ms [2021-11-01 17:22:57 main:581] : INFO : Epoch 1584 | loss: 0.00436379 | val_loss: 0.00427557 | Time: 1961.64 ms [2021-11-01 17:22:59 main:581] : INFO : Epoch 1585 | loss: 0.00436928 | val_loss: 0.00425863 | Time: 1928.83 ms [2021-11-01 17:23:01 main:581] : INFO : Epoch 1586 | loss: 0.00435585 | val_loss: 0.00426972 | Time: 1868.88 ms [2021-11-01 17:23:03 main:581] : INFO : Epoch 1587 | loss: 0.0043872 | val_loss: 0.00428205 | Time: 1871.46 ms [2021-11-01 17:23:04 main:581] : INFO : Epoch 1588 | loss: 0.00438045 | val_loss: 0.00425932 | Time: 1930.61 ms [2021-11-01 17:23:06 main:581] : INFO : Epoch 1589 | loss: 0.00439302 | val_loss: 0.00426224 | Time: 1949.46 ms [2021-11-01 17:23:08 main:581] : INFO : Epoch 1590 | loss: 0.0043991 | val_loss: 0.00426211 | Time: 1949.63 ms [2021-11-01 17:23:10 main:581] : INFO : Epoch 1591 | loss: 0.00441198 | val_loss: 0.00432843 | Time: 1951.82 ms [2021-11-01 17:23:12 main:581] : INFO : Epoch 1592 | loss: 0.00442311 | val_loss: 0.00431984 | Time: 1955.1 ms [2021-11-01 17:23:14 main:581] : INFO : Epoch 1593 | loss: 0.00437512 | val_loss: 0.00427863 | Time: 1889.69 ms [2021-11-01 17:23:16 main:581] : INFO : Epoch 1594 | loss: 0.00435449 | val_loss: 0.00425147 | Time: 1875.72 ms [2021-11-01 17:23:18 main:581] : INFO : Epoch 1595 | loss: 0.00434451 | val_loss: 0.00424921 | Time: 1943.61 ms [2021-11-01 17:23:20 main:581] : INFO : Epoch 1596 | loss: 0.00435705 | val_loss: 0.00425597 | Time: 1945.81 ms [2021-11-01 17:23:22 main:581] : INFO : Epoch 1597 | loss: 0.00436094 | val_loss: 0.0042481 | Time: 1943.16 ms [2021-11-01 17:23:24 main:581] : INFO : Epoch 1598 | loss: 0.00436147 | val_loss: 0.00424718 | Time: 1924.03 ms [2021-11-01 17:23:26 main:581] : INFO : Epoch 1599 | loss: 0.0043483 | val_loss: 0.00429702 | Time: 1921.19 ms [2021-11-01 17:23:28 main:581] : INFO : Epoch 1600 | loss: 0.00437388 | val_loss: 0.00426674 | Time: 1933.48 ms [2021-11-01 17:23:30 main:581] : INFO : Epoch 1601 | loss: 0.00434745 | val_loss: 0.00424518 | Time: 1936.26 ms [2021-11-01 17:23:31 main:581] : INFO : Epoch 1602 | loss: 0.00433891 | val_loss: 0.00425175 | Time: 1900.42 ms [2021-11-01 17:23:33 main:581] : INFO : Epoch 1603 | loss: 0.00435026 | val_loss: 0.0043002 | Time: 1911.64 ms [2021-11-01 17:23:35 main:581] : INFO : Epoch 1604 | loss: 0.00437133 | val_loss: 0.00429249 | Time: 1899.33 ms [2021-11-01 17:23:37 main:581] : INFO : Epoch 1605 | loss: 0.00435038 | val_loss: 0.00425397 | Time: 1945.55 ms [2021-11-01 17:23:39 main:581] : INFO : Epoch 1606 | loss: 0.00435037 | val_loss: 0.00427657 | Time: 1961.44 ms [2021-11-01 17:23:41 main:581] : INFO : Epoch 1607 | loss: 0.00434616 | val_loss: 0.00435601 | Time: 1953.55 ms [2021-11-01 17:23:43 main:581] : INFO : Epoch 1608 | loss: 0.00437854 | val_loss: 0.00425538 | Time: 1961.59 ms [2021-11-01 17:23:45 main:581] : INFO : Epoch 1609 | loss: 0.00434838 | val_loss: 0.00422645 | Time: 1958.73 ms [2021-11-01 17:23:47 main:581] : INFO : Epoch 1610 | loss: 0.00434444 | val_loss: 0.00422823 | Time: 1936.19 ms [2021-11-01 17:23:49 main:581] : INFO : Epoch 1611 | loss: 0.0043411 | val_loss: 0.0042388 | Time: 1933.51 ms [2021-11-01 17:23:51 main:581] : INFO : Epoch 1612 | loss: 0.00432389 | val_loss: 0.00422689 | Time: 1937.8 ms [2021-11-01 17:23:53 main:581] : INFO : Epoch 1613 | loss: 0.00432461 | val_loss: 0.00422853 | Time: 1946.39 ms [2021-11-01 17:23:55 main:581] : INFO : Epoch 1614 | loss: 0.00431507 | val_loss: 0.00424131 | Time: 1949.7 ms [2021-11-01 17:23:57 main:581] : INFO : Epoch 1615 | loss: 0.00444873 | val_loss: 0.00484579 | Time: 1946.11 ms [2021-11-01 17:23:59 main:581] : INFO : Epoch 1616 | loss: 0.00475532 | val_loss: 0.00512723 | Time: 1933.07 ms [2021-11-01 17:24:01 main:581] : INFO : Epoch 1617 | loss: 0.00487615 | val_loss: 0.00459575 | Time: 1959.31 ms [2021-11-01 17:24:02 main:581] : INFO : Epoch 1618 | loss: 0.00461222 | val_loss: 0.00445816 | Time: 1877.67 ms [2021-11-01 17:24:04 main:581] : INFO : Epoch 1619 | loss: 0.00454884 | val_loss: 0.00446234 | Time: 1927.52 ms [2021-11-01 17:24:06 main:581] : INFO : Epoch 1620 | loss: 0.00450874 | val_loss: 0.00439069 | Time: 1928.73 ms [2021-11-01 17:24:08 main:581] : INFO : Epoch 1621 | loss: 0.00449501 | val_loss: 0.00446784 | Time: 1899.42 ms [2021-11-01 17:24:10 main:581] : INFO : Epoch 1622 | loss: 0.00544908 | val_loss: 0.00496973 | Time: 1885.22 ms [2021-11-01 17:24:12 main:581] : INFO : Epoch 1623 | loss: 0.00554908 | val_loss: 0.00516687 | Time: 1950.78 ms [2021-11-01 17:24:14 main:581] : INFO : Epoch 1624 | loss: 0.00502681 | val_loss: 0.00462987 | Time: 1963.79 ms [2021-11-01 17:24:16 main:581] : INFO : Epoch 1625 | loss: 0.00465901 | val_loss: 0.00446268 | Time: 1962.59 ms [2021-11-01 17:24:18 main:581] : INFO : Epoch 1626 | loss: 0.00451356 | val_loss: 0.00436404 | Time: 1952.13 ms [2021-11-01 17:24:20 main:581] : INFO : Epoch 1627 | loss: 0.0044736 | val_loss: 0.00432988 | Time: 1959.11 ms [2021-11-01 17:24:22 main:581] : INFO : Epoch 1628 | loss: 0.00440928 | val_loss: 0.0042926 | Time: 1930.76 ms [2021-11-01 17:24:24 main:581] : INFO : Epoch 1629 | loss: 0.00438256 | val_loss: 0.00427584 | Time: 1904.44 ms [2021-11-01 17:24:26 main:581] : INFO : Epoch 1630 | loss: 0.00436565 | val_loss: 0.0042576 | Time: 1862.8 ms [2021-11-01 17:24:27 main:581] : INFO : Epoch 1631 | loss: 0.00435003 | val_loss: 0.00424588 | Time: 1860.38 ms [2021-11-01 17:24:29 main:581] : INFO : Epoch 1632 | loss: 0.00434107 | val_loss: 0.00423526 | Time: 1862.35 ms [2021-11-01 17:24:31 main:581] : INFO : Epoch 1633 | loss: 0.0043463 | val_loss: 0.00425166 | Time: 1870.4 ms [2021-11-01 17:24:33 main:581] : INFO : Epoch 1634 | loss: 0.00434423 | val_loss: 0.00423825 | Time: 1879.92 ms [2021-11-01 17:24:35 main:581] : INFO : Epoch 1635 | loss: 0.00433527 | val_loss: 0.00424527 | Time: 1894.76 ms [2021-11-01 17:24:37 main:581] : INFO : Epoch 1636 | loss: 0.00433717 | val_loss: 0.00422889 | Time: 1890.7 ms [2021-11-01 17:24:39 main:581] : INFO : Epoch 1637 | loss: 0.00432437 | val_loss: 0.00422995 | Time: 1866.21 ms [2021-11-01 17:24:41 main:581] : INFO : Epoch 1638 | loss: 0.00432071 | val_loss: 0.00423048 | Time: 1868.01 ms [2021-11-01 17:24:42 main:581] : INFO : Epoch 1639 | loss: 0.00432713 | val_loss: 0.00425287 | Time: 1868.29 ms [2021-11-01 17:24:44 main:581] : INFO : Epoch 1640 | loss: 0.00434821 | val_loss: 0.00423199 | Time: 1865.79 ms [2021-11-01 17:24:46 main:581] : INFO : Epoch 1641 | loss: 0.00433036 | val_loss: 0.00422364 | Time: 1894.19 ms [2021-11-01 17:24:48 main:581] : INFO : Epoch 1642 | loss: 0.0043258 | val_loss: 0.00422541 | Time: 1946.34 ms [2021-11-01 17:24:50 main:581] : INFO : Epoch 1643 | loss: 0.00432875 | val_loss: 0.00422304 | Time: 1948.48 ms [2021-11-01 17:24:52 main:581] : INFO : Epoch 1644 | loss: 0.00431417 | val_loss: 0.00421593 | Time: 1954.8 ms [2021-11-01 17:24:54 main:581] : INFO : Epoch 1645 | loss: 0.00431224 | val_loss: 0.00421017 | Time: 1949.47 ms [2021-11-01 17:24:56 main:581] : INFO : Epoch 1646 | loss: 0.0043112 | val_loss: 0.00421378 | Time: 1872.22 ms [2021-11-01 17:24:58 main:581] : INFO : Epoch 1647 | loss: 0.00431016 | val_loss: 0.00421019 | Time: 1954.51 ms [2021-11-01 17:25:00 main:581] : INFO : Epoch 1648 | loss: 0.00430597 | val_loss: 0.00420422 | Time: 1983.13 ms [2021-11-01 17:25:02 main:581] : INFO : Epoch 1649 | loss: 0.00430673 | val_loss: 0.00420593 | Time: 1954.85 ms [2021-11-01 17:25:04 main:581] : INFO : Epoch 1650 | loss: 0.00430718 | val_loss: 0.00420329 | Time: 1947.44 ms [2021-11-01 17:25:06 main:581] : INFO : Epoch 1651 | loss: 0.00430238 | val_loss: 0.00421175 | Time: 1948.79 ms [2021-11-01 17:25:08 main:581] : INFO : Epoch 1652 | loss: 0.00430591 | val_loss: 0.00420939 | Time: 1958.18 ms [2021-11-01 17:25:10 main:581] : INFO : Epoch 1653 | loss: 0.00430308 | val_loss: 0.00420134 | Time: 1971.93 ms [2021-11-01 17:25:12 main:581] : INFO : Epoch 1654 | loss: 0.00430122 | val_loss: 0.00420994 | Time: 1976.24 ms [2021-11-01 17:25:14 main:581] : INFO : Epoch 1655 | loss: 0.00430008 | val_loss: 0.00420025 | Time: 1938.95 ms [2021-11-01 17:25:15 main:581] : INFO : Epoch 1656 | loss: 0.00430194 | val_loss: 0.00421385 | Time: 1911.89 ms [2021-11-01 17:25:17 main:581] : INFO : Epoch 1657 | loss: 0.0043202 | val_loss: 0.00422736 | Time: 1952.7 ms [2021-11-01 17:25:19 main:581] : INFO : Epoch 1658 | loss: 0.00432677 | val_loss: 0.00421297 | Time: 1960.98 ms [2021-11-01 17:25:21 main:581] : INFO : Epoch 1659 | loss: 0.00430939 | val_loss: 0.0042057 | Time: 1940.64 ms [2021-11-01 17:25:23 main:581] : INFO : Epoch 1660 | loss: 0.0038973 | val_loss: 0.00340364 | Time: 1969.44 ms [2021-11-01 17:25:25 main:581] : INFO : Epoch 1661 | loss: 0.00331379 | val_loss: 0.00320888 | Time: 1967.5 ms [2021-11-01 17:25:27 main:581] : INFO : Epoch 1662 | loss: 0.00323343 | val_loss: 0.00318176 | Time: 1942.87 ms [2021-11-01 17:25:29 main:581] : INFO : Epoch 1663 | loss: 0.00328951 | val_loss: 0.00321735 | Time: 1943.51 ms [2021-11-01 17:25:31 main:581] : INFO : Epoch 1664 | loss: 0.0032361 | val_loss: 0.00314163 | Time: 1883.68 ms [2021-11-01 17:25:33 main:581] : INFO : Epoch 1665 | loss: 0.00317764 | val_loss: 0.00312547 | Time: 1881.81 ms [2021-11-01 17:25:35 main:581] : INFO : Epoch 1666 | loss: 0.00315729 | val_loss: 0.00310775 | Time: 1881.91 ms [2021-11-01 17:25:37 main:581] : INFO : Epoch 1667 | loss: 0.00314541 | val_loss: 0.00310498 | Time: 1866.53 ms [2021-11-01 17:25:39 main:581] : INFO : Epoch 1668 | loss: 0.00313419 | val_loss: 0.00308437 | Time: 1919.21 ms [2021-11-01 17:25:41 main:581] : INFO : Epoch 1669 | loss: 0.00312699 | val_loss: 0.00312752 | Time: 1959.22 ms [2021-11-01 17:25:43 main:581] : INFO : Epoch 1670 | loss: 0.00316199 | val_loss: 0.00310714 | Time: 1968.34 ms [2021-11-01 17:25:44 main:581] : INFO : Epoch 1671 | loss: 0.00312986 | val_loss: 0.00306411 | Time: 1942.34 ms [2021-11-01 17:25:46 main:581] : INFO : Epoch 1672 | loss: 0.00312461 | val_loss: 0.00308522 | Time: 1869.8 ms [2021-11-01 17:25:48 main:581] : INFO : Epoch 1673 | loss: 0.00311063 | val_loss: 0.00305727 | Time: 1944.75 ms [2021-11-01 17:25:50 main:581] : INFO : Epoch 1674 | loss: 0.00311194 | val_loss: 0.00304408 | Time: 1951.21 ms [2021-11-01 17:25:52 main:581] : INFO : Epoch 1675 | loss: 0.00315232 | val_loss: 0.00320312 | Time: 1859.86 ms [2021-11-01 17:25:54 main:581] : INFO : Epoch 1676 | loss: 0.00310284 | val_loss: 0.00298477 | Time: 1863.43 ms [2021-11-01 17:25:56 main:581] : INFO : Epoch 1677 | loss: 0.00300101 | val_loss: 0.00296202 | Time: 1866.4 ms [2021-11-01 17:25:58 main:581] : INFO : Epoch 1678 | loss: 0.00298288 | val_loss: 0.00293208 | Time: 1860.09 ms [2021-11-01 17:26:00 main:581] : INFO : Epoch 1679 | loss: 0.00297903 | val_loss: 0.00300924 | Time: 1872.14 ms [2021-11-01 17:26:01 main:581] : INFO : Epoch 1680 | loss: 0.00352052 | val_loss: 0.00338392 | Time: 1949.03 ms [2021-11-01 17:26:03 main:581] : INFO : Epoch 1681 | loss: 0.00335008 | val_loss: 0.00326632 | Time: 1942.09 ms [2021-11-01 17:26:05 main:581] : INFO : Epoch 1682 | loss: 0.00339006 | val_loss: 0.00325445 | Time: 1939.09 ms [2021-11-01 17:26:07 main:581] : INFO : Epoch 1683 | loss: 0.00324581 | val_loss: 0.00318605 | Time: 1942.64 ms [2021-11-01 17:26:09 main:581] : INFO : Epoch 1684 | loss: 0.00327879 | val_loss: 0.00328094 | Time: 1902.29 ms [2021-11-01 17:26:11 main:581] : INFO : Epoch 1685 | loss: 0.00323933 | val_loss: 0.00315841 | Time: 1867.22 ms [2021-11-01 17:26:13 main:581] : INFO : Epoch 1686 | loss: 0.00320757 | val_loss: 0.00315564 | Time: 1865.37 ms [2021-11-01 17:26:15 main:581] : INFO : Epoch 1687 | loss: 0.00316889 | val_loss: 0.00312432 | Time: 1910.26 ms [2021-11-01 17:26:17 main:581] : INFO : Epoch 1688 | loss: 0.00316688 | val_loss: 0.0031968 | Time: 1939.03 ms [2021-11-01 17:26:19 main:581] : INFO : Epoch 1689 | loss: 0.0031949 | val_loss: 0.00311862 | Time: 1923.32 ms [2021-11-01 17:26:21 main:581] : INFO : Epoch 1690 | loss: 0.00316117 | val_loss: 0.00311369 | Time: 1900.51 ms [2021-11-01 17:26:23 main:581] : INFO : Epoch 1691 | loss: 0.00314364 | val_loss: 0.0030897 | Time: 1922.07 ms [2021-11-01 17:26:24 main:581] : INFO : Epoch 1692 | loss: 0.00312996 | val_loss: 0.00308347 | Time: 1949.01 ms [2021-11-01 17:26:26 main:581] : INFO : Epoch 1693 | loss: 0.00313085 | val_loss: 0.00306831 | Time: 1954.32 ms [2021-11-01 17:26:28 main:581] : INFO : Epoch 1694 | loss: 0.00312007 | val_loss: 0.00306608 | Time: 1884.13 ms [2021-11-01 17:26:30 main:581] : INFO : Epoch 1695 | loss: 0.00311814 | val_loss: 0.00308964 | Time: 1957.5 ms [2021-11-01 17:26:32 main:581] : INFO : Epoch 1696 | loss: 0.00311341 | val_loss: 0.00306383 | Time: 1941.49 ms [2021-11-01 17:26:34 main:581] : INFO : Epoch 1697 | loss: 0.00310126 | val_loss: 0.00305079 | Time: 1941.79 ms [2021-11-01 17:26:36 main:581] : INFO : Epoch 1698 | loss: 0.00310618 | val_loss: 0.00305408 | Time: 1941.91 ms [2021-11-01 17:26:38 main:581] : INFO : Epoch 1699 | loss: 0.0030924 | val_loss: 0.00303963 | Time: 1878.23 ms [2021-11-01 17:26:40 main:581] : INFO : Epoch 1700 | loss: 0.00310729 | val_loss: 0.00321478 | Time: 1916.54 ms [2021-11-01 17:26:42 main:581] : INFO : Epoch 1701 | loss: 0.00320261 | val_loss: 0.00311215 | Time: 1863.29 ms [2021-11-01 17:26:44 main:581] : INFO : Epoch 1702 | loss: 0.00314235 | val_loss: 0.00304816 | Time: 1864.37 ms [2021-11-01 17:26:46 main:581] : INFO : Epoch 1703 | loss: 0.00307743 | val_loss: 0.0030109 | Time: 1860.47 ms [2021-11-01 17:26:47 main:581] : INFO : Epoch 1704 | loss: 0.003056 | val_loss: 0.00299545 | Time: 1859.99 ms [2021-11-01 17:26:49 main:581] : INFO : Epoch 1705 | loss: 0.00303478 | val_loss: 0.00297735 | Time: 1863.73 ms [2021-11-01 17:26:51 main:581] : INFO : Epoch 1706 | loss: 0.00300862 | val_loss: 0.00285343 | Time: 1865.46 ms [2021-11-01 17:26:53 main:581] : INFO : Epoch 1707 | loss: 0.00340301 | val_loss: 0.00316818 | Time: 1865.78 ms [2021-11-01 17:26:55 main:581] : INFO : Epoch 1708 | loss: 0.00309961 | val_loss: 0.00299302 | Time: 1862.39 ms [2021-11-01 17:26:57 main:581] : INFO : Epoch 1709 | loss: 0.00296916 | val_loss: 0.00286292 | Time: 1892.2 ms [2021-11-01 17:26:59 main:581] : INFO : Epoch 1710 | loss: 0.00286605 | val_loss: 0.00280585 | Time: 1957.38 ms [2021-11-01 17:27:01 main:581] : INFO : Epoch 1711 | loss: 0.00282592 | val_loss: 0.00281537 | Time: 1954.22 ms [2021-11-01 17:27:03 main:581] : INFO : Epoch 1712 | loss: 0.00280369 | val_loss: 0.00273041 | Time: 1955.82 ms [2021-11-01 17:27:04 main:581] : INFO : Epoch 1713 | loss: 0.00276783 | val_loss: 0.00275646 | Time: 1889.07 ms [2021-11-01 17:27:06 main:581] : INFO : Epoch 1714 | loss: 0.00272316 | val_loss: 0.00267579 | Time: 1890.23 ms [2021-11-01 17:27:08 main:581] : INFO : Epoch 1715 | loss: 0.00268059 | val_loss: 0.00265165 | Time: 1886.1 ms [2021-11-01 17:27:10 main:581] : INFO : Epoch 1716 | loss: 0.00266845 | val_loss: 0.00263402 | Time: 1865.59 ms [2021-11-01 17:27:12 main:581] : INFO : Epoch 1717 | loss: 0.0026701 | val_loss: 0.00265262 | Time: 1864.55 ms [2021-11-01 17:27:14 main:581] : INFO : Epoch 1718 | loss: 0.00266303 | val_loss: 0.00265874 | Time: 1863.78 ms [2021-11-01 17:27:16 main:581] : INFO : Epoch 1719 | loss: 0.0026721 | val_loss: 0.00266582 | Time: 1884.33 ms [2021-11-01 17:27:18 main:581] : INFO : Epoch 1720 | loss: 0.00265104 | val_loss: 0.00261953 | Time: 1879.55 ms [2021-11-01 17:27:19 main:581] : INFO : Epoch 1721 | loss: 0.00266595 | val_loss: 0.00265275 | Time: 1859.46 ms [2021-11-01 17:27:21 main:581] : INFO : Epoch 1722 | loss: 0.00266269 | val_loss: 0.00262087 | Time: 1887.32 ms [2021-11-01 17:27:23 main:581] : INFO : Epoch 1723 | loss: 0.00263802 | val_loss: 0.00262235 | Time: 1854.48 ms [2021-11-01 17:27:25 main:581] : INFO : Epoch 1724 | loss: 0.00262452 | val_loss: 0.00261086 | Time: 1850.44 ms [2021-11-01 17:27:27 main:581] : INFO : Epoch 1725 | loss: 0.0026105 | val_loss: 0.00267135 | Time: 1850.22 ms [2021-11-01 17:27:29 main:581] : INFO : Epoch 1726 | loss: 0.00263259 | val_loss: 0.00259317 | Time: 1852.89 ms [2021-11-01 17:27:31 main:581] : INFO : Epoch 1727 | loss: 0.00262037 | val_loss: 0.0026273 | Time: 1863.4 ms [2021-11-01 17:27:32 main:581] : INFO : Epoch 1728 | loss: 0.0026193 | val_loss: 0.00259304 | Time: 1852.88 ms [2021-11-01 17:27:34 main:581] : INFO : Epoch 1729 | loss: 0.00259814 | val_loss: 0.00257548 | Time: 1880.96 ms [2021-11-01 17:27:36 main:581] : INFO : Epoch 1730 | loss: 0.00259232 | val_loss: 0.00257234 | Time: 1902.44 ms [2021-11-01 17:27:38 main:581] : INFO : Epoch 1731 | loss: 0.00258342 | val_loss: 0.0025703 | Time: 1846.63 ms [2021-11-01 17:27:40 main:581] : INFO : Epoch 1732 | loss: 0.00258745 | val_loss: 0.00256406 | Time: 1860.15 ms [2021-11-01 17:27:42 main:581] : INFO : Epoch 1733 | loss: 0.00257983 | val_loss: 0.00256715 | Time: 1858.96 ms [2021-11-01 17:27:44 main:581] : INFO : Epoch 1734 | loss: 0.00257419 | val_loss: 0.0025642 | Time: 1857.32 ms [2021-11-01 17:27:46 main:581] : INFO : Epoch 1735 | loss: 0.00259024 | val_loss: 0.00257953 | Time: 1861.2 ms [2021-11-01 17:27:47 main:581] : INFO : Epoch 1736 | loss: 0.00259177 | val_loss: 0.002581 | Time: 1854.32 ms [2021-11-01 17:27:49 main:581] : INFO : Epoch 1737 | loss: 0.00258267 | val_loss: 0.0025619 | Time: 1850.85 ms [2021-11-01 17:27:51 main:581] : INFO : Epoch 1738 | loss: 0.00259299 | val_loss: 0.00257715 | Time: 1858.93 ms [2021-11-01 17:27:53 main:581] : INFO : Epoch 1739 | loss: 0.00273039 | val_loss: 0.00344931 | Time: 1861.07 ms [2021-11-01 17:27:55 main:581] : INFO : Epoch 1740 | loss: 0.00324922 | val_loss: 0.00339369 | Time: 1860.13 ms [2021-11-01 17:27:57 main:581] : INFO : Epoch 1741 | loss: 0.00365649 | val_loss: 0.00292965 | Time: 1859.47 ms [2021-11-01 17:27:59 main:581] : INFO : Epoch 1742 | loss: 0.00281691 | val_loss: 0.00256408 | Time: 1861.86 ms [2021-11-01 17:28:00 main:581] : INFO : Epoch 1743 | loss: 0.00249528 | val_loss: 0.00242876 | Time: 1858.14 ms [2021-11-01 17:28:02 main:581] : INFO : Epoch 1744 | loss: 0.00239508 | val_loss: 0.00235846 | Time: 1848.48 ms [2021-11-01 17:28:04 main:581] : INFO : Epoch 1745 | loss: 0.00234105 | val_loss: 0.00232336 | Time: 1854.79 ms [2021-11-01 17:28:06 main:581] : INFO : Epoch 1746 | loss: 0.00232607 | val_loss: 0.00231486 | Time: 1857.17 ms [2021-11-01 17:28:08 main:581] : INFO : Epoch 1747 | loss: 0.0023154 | val_loss: 0.00230225 | Time: 1859.18 ms [2021-11-01 17:28:10 main:581] : INFO : Epoch 1748 | loss: 0.00229519 | val_loss: 0.00228524 | Time: 1864.3 ms [2021-11-01 17:28:12 main:581] : INFO : Epoch 1749 | loss: 0.00232993 | val_loss: 0.00235051 | Time: 1862.05 ms [2021-11-01 17:28:13 main:581] : INFO : Epoch 1750 | loss: 0.00232123 | val_loss: 0.0023079 | Time: 1856.43 ms [2021-11-01 17:28:15 main:581] : INFO : Epoch 1751 | loss: 0.00230703 | val_loss: 0.00230512 | Time: 1854.31 ms [2021-11-01 17:28:17 main:581] : INFO : Epoch 1752 | loss: 0.00229936 | val_loss: 0.00226839 | Time: 1855.18 ms [2021-11-01 17:28:19 main:581] : INFO : Epoch 1753 | loss: 0.00227833 | val_loss: 0.00228053 | Time: 1857.94 ms [2021-11-01 17:28:21 main:581] : INFO : Epoch 1754 | loss: 0.00227377 | val_loss: 0.00235776 | Time: 1859.12 ms [2021-11-01 17:28:23 main:581] : INFO : Epoch 1755 | loss: 0.00230819 | val_loss: 0.00227642 | Time: 1862.77 ms [2021-11-01 17:28:25 main:581] : INFO : Epoch 1756 | loss: 0.00227495 | val_loss: 0.00225802 | Time: 1865.61 ms [2021-11-01 17:28:26 main:581] : INFO : Epoch 1757 | loss: 0.00226469 | val_loss: 0.00225858 | Time: 1860.2 ms [2021-11-01 17:28:28 main:581] : INFO : Epoch 1758 | loss: 0.00270304 | val_loss: 0.00404353 | Time: 1870.95 ms [2021-11-01 17:28:30 main:581] : INFO : Epoch 1759 | loss: 0.00347485 | val_loss: 0.00324993 | Time: 2011.59 ms [2021-11-01 17:28:32 main:581] : INFO : Epoch 1760 | loss: 0.00300429 | val_loss: 0.00262234 | Time: 1967.83 ms [2021-11-01 17:28:34 main:581] : INFO : Epoch 1761 | loss: 0.00246656 | val_loss: 0.00237842 | Time: 1949.48 ms [2021-11-01 17:28:36 main:581] : INFO : Epoch 1762 | loss: 0.00234436 | val_loss: 0.00238494 | Time: 2034.76 ms [2021-11-01 17:28:38 main:581] : INFO : Epoch 1763 | loss: 0.00241729 | val_loss: 0.00234912 | Time: 1940.2 ms [2021-11-01 17:28:40 main:581] : INFO : Epoch 1764 | loss: 0.00231863 | val_loss: 0.00231928 | Time: 1856.39 ms [2021-11-01 17:28:42 main:581] : INFO : Epoch 1765 | loss: 0.0023036 | val_loss: 0.00231972 | Time: 1862.55 ms [2021-11-01 17:28:44 main:581] : INFO : Epoch 1766 | loss: 0.00227937 | val_loss: 0.00227813 | Time: 1890.49 ms [2021-11-01 17:28:46 main:581] : INFO : Epoch 1767 | loss: 0.00228054 | val_loss: 0.00226914 | Time: 1861.15 ms [2021-11-01 17:28:48 main:581] : INFO : Epoch 1768 | loss: 0.0022655 | val_loss: 0.00225776 | Time: 1919.47 ms [2021-11-01 17:28:50 main:581] : INFO : Epoch 1769 | loss: 0.00225534 | val_loss: 0.00224531 | Time: 1928.4 ms [2021-11-01 17:28:51 main:581] : INFO : Epoch 1770 | loss: 0.00224542 | val_loss: 0.00225113 | Time: 1899.86 ms [2021-11-01 17:28:53 main:581] : INFO : Epoch 1771 | loss: 0.00224307 | val_loss: 0.00223115 | Time: 1883.4 ms [2021-11-01 17:28:55 main:581] : INFO : Epoch 1772 | loss: 0.00225117 | val_loss: 0.00224421 | Time: 1886.02 ms [2021-11-01 17:28:57 main:581] : INFO : Epoch 1773 | loss: 0.00223418 | val_loss: 0.00222877 | Time: 1849.91 ms [2021-11-01 17:28:59 main:581] : INFO : Epoch 1774 | loss: 0.00222881 | val_loss: 0.00222583 | Time: 1859.41 ms [2021-11-01 17:29:01 main:581] : INFO : Epoch 1775 | loss: 0.00221762 | val_loss: 0.00222161 | Time: 1847.99 ms [2021-11-01 17:29:03 main:581] : INFO : Epoch 1776 | loss: 0.00223476 | val_loss: 0.00227359 | Time: 1848.39 ms [2021-11-01 17:29:05 main:581] : INFO : Epoch 1777 | loss: 0.00227788 | val_loss: 0.00225165 | Time: 1903.51 ms [2021-11-01 17:29:06 main:581] : INFO : Epoch 1778 | loss: 0.00224286 | val_loss: 0.00222279 | Time: 1861.51 ms [2021-11-01 17:29:08 main:581] : INFO : Epoch 1779 | loss: 0.00221075 | val_loss: 0.00220399 | Time: 1865.41 ms [2021-11-01 17:29:10 main:581] : INFO : Epoch 1780 | loss: 0.00220861 | val_loss: 0.00219561 | Time: 1876.91 ms [2021-11-01 17:29:12 main:581] : INFO : Epoch 1781 | loss: 0.00219814 | val_loss: 0.00220965 | Time: 1864.19 ms [2021-11-01 17:29:14 main:581] : INFO : Epoch 1782 | loss: 0.00220198 | val_loss: 0.00219269 | Time: 1859.34 ms [2021-11-01 17:29:16 main:581] : INFO : Epoch 1783 | loss: 0.00219571 | val_loss: 0.00219608 | Time: 1910.83 ms [2021-11-01 17:29:18 main:581] : INFO : Epoch 1784 | loss: 0.00219231 | val_loss: 0.00220508 | Time: 1924.71 ms [2021-11-01 17:29:20 main:581] : INFO : Epoch 1785 | loss: 0.0022035 | val_loss: 0.00219061 | Time: 1970.16 ms [2021-11-01 17:29:22 main:581] : INFO : Epoch 1786 | loss: 0.00220579 | val_loss: 0.00230099 | Time: 1947.95 ms [2021-11-01 17:29:24 main:581] : INFO : Epoch 1787 | loss: 0.00223596 | val_loss: 0.0022015 | Time: 1947.46 ms [2021-11-01 17:29:25 main:581] : INFO : Epoch 1788 | loss: 0.00224251 | val_loss: 0.00223461 | Time: 1950.67 ms [2021-11-01 17:29:27 main:581] : INFO : Epoch 1789 | loss: 0.00220887 | val_loss: 0.00218639 | Time: 1934.72 ms [2021-11-01 17:29:29 main:581] : INFO : Epoch 1790 | loss: 0.00218698 | val_loss: 0.00221097 | Time: 1873.48 ms [2021-11-01 17:29:31 main:581] : INFO : Epoch 1791 | loss: 0.00221379 | val_loss: 0.00218708 | Time: 1936.76 ms [2021-11-01 17:29:33 main:581] : INFO : Epoch 1792 | loss: 0.00219722 | val_loss: 0.00219085 | Time: 1942.51 ms [2021-11-01 17:29:35 main:581] : INFO : Epoch 1793 | loss: 0.00220385 | val_loss: 0.00219049 | Time: 1968.4 ms [2021-11-01 17:29:37 main:581] : INFO : Epoch 1794 | loss: 0.00217963 | val_loss: 0.00215315 | Time: 1966.86 ms [2021-11-01 17:29:39 main:581] : INFO : Epoch 1795 | loss: 0.00216765 | val_loss: 0.0021511 | Time: 1862.15 ms [2021-11-01 17:29:41 main:581] : INFO : Epoch 1796 | loss: 0.00217257 | val_loss: 0.00214492 | Time: 1907.73 ms [2021-11-01 17:29:43 main:581] : INFO : Epoch 1797 | loss: 0.0021571 | val_loss: 0.00215479 | Time: 1862.84 ms [2021-11-01 17:29:45 main:581] : INFO : Epoch 1798 | loss: 0.00215576 | val_loss: 0.00214263 | Time: 1853.23 ms [2021-11-01 17:29:46 main:581] : INFO : Epoch 1799 | loss: 0.00215334 | val_loss: 0.00213426 | Time: 1851.7 ms [2021-11-01 17:29:48 main:581] : INFO : Epoch 1800 | loss: 0.00215537 | val_loss: 0.00215645 | Time: 1850.34 ms [2021-11-01 17:29:50 main:581] : INFO : Epoch 1801 | loss: 0.00218033 | val_loss: 0.00216095 | Time: 1844.1 ms [2021-11-01 17:29:52 main:581] : INFO : Epoch 1802 | loss: 0.00222935 | val_loss: 0.00218069 | Time: 1847.93 ms [2021-11-01 17:29:54 main:581] : INFO : Epoch 1803 | loss: 0.00216983 | val_loss: 0.00215385 | Time: 1925.63 ms [2021-11-01 17:29:56 main:581] : INFO : Epoch 1804 | loss: 0.00215214 | val_loss: 0.00213407 | Time: 1864.42 ms [2021-11-01 17:29:58 main:581] : INFO : Epoch 1805 | loss: 0.00214603 | val_loss: 0.00214986 | Time: 1860.61 ms [2021-11-01 17:30:00 main:581] : INFO : Epoch 1806 | loss: 0.00214498 | val_loss: 0.00214996 | Time: 1859.81 ms [2021-11-01 17:30:01 main:581] : INFO : Epoch 1807 | loss: 0.0021533 | val_loss: 0.00215274 | Time: 1865.56 ms [2021-11-01 17:30:03 main:581] : INFO : Epoch 1808 | loss: 0.00216703 | val_loss: 0.00217192 | Time: 1864.81 ms [2021-11-01 17:30:05 main:581] : INFO : Epoch 1809 | loss: 0.00217541 | val_loss: 0.00217062 | Time: 1911.42 ms [2021-11-01 17:30:07 main:581] : INFO : Epoch 1810 | loss: 0.00216482 | val_loss: 0.00216495 | Time: 1931.42 ms [2021-11-01 17:30:09 main:581] : INFO : Epoch 1811 | loss: 0.00215994 | val_loss: 0.00213201 | Time: 1947.89 ms [2021-11-01 17:30:11 main:581] : INFO : Epoch 1812 | loss: 0.00213859 | val_loss: 0.00212633 | Time: 1953.03 ms [2021-11-01 17:30:13 main:581] : INFO : Epoch 1813 | loss: 0.00214191 | val_loss: 0.00213224 | Time: 1942.17 ms [2021-11-01 17:30:15 main:581] : INFO : Epoch 1814 | loss: 0.00215244 | val_loss: 0.00214551 | Time: 1895.77 ms [2021-11-01 17:30:17 main:581] : INFO : Epoch 1815 | loss: 0.00215815 | val_loss: 0.00213164 | Time: 1920.44 ms [2021-11-01 17:30:19 main:581] : INFO : Epoch 1816 | loss: 0.00214277 | val_loss: 0.00215578 | Time: 1872.5 ms [2021-11-01 17:30:21 main:581] : INFO : Epoch 1817 | loss: 0.00215413 | val_loss: 0.00214255 | Time: 1923.79 ms [2021-11-01 17:30:22 main:581] : INFO : Epoch 1818 | loss: 0.00215622 | val_loss: 0.00215094 | Time: 1953.48 ms [2021-11-01 17:30:24 main:581] : INFO : Epoch 1819 | loss: 0.00214655 | val_loss: 0.00214765 | Time: 1928.93 ms [2021-11-01 17:30:26 main:581] : INFO : Epoch 1820 | loss: 0.00214535 | val_loss: 0.00212906 | Time: 1939.26 ms [2021-11-01 17:30:28 main:581] : INFO : Epoch 1821 | loss: 0.00213237 | val_loss: 0.00211657 | Time: 1969.14 ms [2021-11-01 17:30:30 main:581] : INFO : Epoch 1822 | loss: 0.00213177 | val_loss: 0.00213082 | Time: 1960.73 ms [2021-11-01 17:30:32 main:581] : INFO : Epoch 1823 | loss: 0.00213562 | val_loss: 0.00210934 | Time: 1961.52 ms [2021-11-01 17:30:34 main:581] : INFO : Epoch 1824 | loss: 0.00213189 | val_loss: 0.00211399 | Time: 1974.85 ms [2021-11-01 17:30:36 main:581] : INFO : Epoch 1825 | loss: 0.00213044 | val_loss: 0.00211483 | Time: 1963.83 ms [2021-11-01 17:30:38 main:581] : INFO : Epoch 1826 | loss: 0.00213641 | val_loss: 0.00211181 | Time: 1869.05 ms [2021-11-01 17:30:40 main:581] : INFO : Epoch 1827 | loss: 0.00213905 | val_loss: 0.00217266 | Time: 1906.13 ms [2021-11-01 17:30:42 main:581] : INFO : Epoch 1828 | loss: 0.00217068 | val_loss: 0.0021558 | Time: 1957.5 ms [2021-11-01 17:30:44 main:581] : INFO : Epoch 1829 | loss: 0.00213363 | val_loss: 0.00210977 | Time: 1960.08 ms [2021-11-01 17:30:46 main:581] : INFO : Epoch 1830 | loss: 0.0021181 | val_loss: 0.00210509 | Time: 1914.33 ms [2021-11-01 17:30:48 main:581] : INFO : Epoch 1831 | loss: 0.00211792 | val_loss: 0.00210985 | Time: 1877.5 ms [2021-11-01 17:30:50 main:581] : INFO : Epoch 1832 | loss: 0.00211493 | val_loss: 0.00209817 | Time: 1871.78 ms [2021-11-01 17:30:51 main:581] : INFO : Epoch 1833 | loss: 0.00212092 | val_loss: 0.00212644 | Time: 1869.31 ms [2021-11-01 17:30:53 main:581] : INFO : Epoch 1834 | loss: 0.0021651 | val_loss: 0.00224309 | Time: 1881.37 ms [2021-11-01 17:30:55 main:581] : INFO : Epoch 1835 | loss: 0.00215993 | val_loss: 0.00213608 | Time: 1871.21 ms [2021-11-01 17:30:57 main:581] : INFO : Epoch 1836 | loss: 0.00212599 | val_loss: 0.00210801 | Time: 1914.59 ms [2021-11-01 17:30:59 main:581] : INFO : Epoch 1837 | loss: 0.0021085 | val_loss: 0.00209489 | Time: 1908.5 ms [2021-11-01 17:31:01 main:581] : INFO : Epoch 1838 | loss: 0.00210837 | val_loss: 0.00209265 | Time: 1941.49 ms [2021-11-01 17:31:03 main:581] : INFO : Epoch 1839 | loss: 0.00211944 | val_loss: 0.00209441 | Time: 1919.52 ms [2021-11-01 17:31:05 main:581] : INFO : Epoch 1840 | loss: 0.00212196 | val_loss: 0.00210496 | Time: 1869.22 ms [2021-11-01 17:31:07 main:581] : INFO : Epoch 1841 | loss: 0.00211321 | val_loss: 0.00210352 | Time: 1904.78 ms [2021-11-01 17:31:09 main:581] : INFO : Epoch 1842 | loss: 0.00210851 | val_loss: 0.0020953 | Time: 1942.88 ms [2021-11-01 17:31:11 main:581] : INFO : Epoch 1843 | loss: 0.0021266 | val_loss: 0.00213194 | Time: 1941.87 ms [2021-11-01 17:31:12 main:581] : INFO : Epoch 1844 | loss: 0.00214821 | val_loss: 0.00213007 | Time: 1893.13 ms [2021-11-01 17:31:14 main:581] : INFO : Epoch 1845 | loss: 0.00215295 | val_loss: 0.00213795 | Time: 1870.31 ms [2021-11-01 17:31:16 main:581] : INFO : Epoch 1846 | loss: 0.00214489 | val_loss: 0.00212657 | Time: 1930.08 ms [2021-11-01 17:31:18 main:581] : INFO : Epoch 1847 | loss: 0.00212065 | val_loss: 0.00210124 | Time: 1934.95 ms [2021-11-01 17:31:20 main:581] : INFO : Epoch 1848 | loss: 0.00215273 | val_loss: 0.00210362 | Time: 1872.78 ms [2021-11-01 17:31:22 main:581] : INFO : Epoch 1849 | loss: 0.00324111 | val_loss: 0.00815216 | Time: 1906.98 ms [2021-11-01 17:31:24 main:581] : INFO : Epoch 1850 | loss: 0.00984904 | val_loss: 0.00887288 | Time: 1941.29 ms [2021-11-01 17:31:26 main:581] : INFO : Epoch 1851 | loss: 0.00588875 | val_loss: 0.00434014 | Time: 1886.45 ms [2021-11-01 17:31:28 main:581] : INFO : Epoch 1852 | loss: 0.00378161 | val_loss: 0.00345808 | Time: 1866.61 ms [2021-11-01 17:31:29 main:581] : INFO : Epoch 1853 | loss: 0.00320351 | val_loss: 0.00296757 | Time: 1859.97 ms [2021-11-01 17:31:31 main:581] : INFO : Epoch 1854 | loss: 0.0028367 | val_loss: 0.00271902 | Time: 1927.21 ms [2021-11-01 17:31:33 main:581] : INFO : Epoch 1855 | loss: 0.00266356 | val_loss: 0.0026123 | Time: 1893.75 ms [2021-11-01 17:31:35 main:581] : INFO : Epoch 1856 | loss: 0.00259057 | val_loss: 0.00255723 | Time: 1894.25 ms [2021-11-01 17:31:37 main:581] : INFO : Epoch 1857 | loss: 0.00255645 | val_loss: 0.00253209 | Time: 1951.85 ms [2021-11-01 17:31:39 main:581] : INFO : Epoch 1858 | loss: 0.00253013 | val_loss: 0.00252184 | Time: 1883.86 ms [2021-11-01 17:31:41 main:581] : INFO : Epoch 1859 | loss: 0.00256529 | val_loss: 0.00256293 | Time: 1854.8 ms [2021-11-01 17:31:43 main:581] : INFO : Epoch 1860 | loss: 0.00256034 | val_loss: 0.0025525 | Time: 1899.14 ms [2021-11-01 17:31:45 main:581] : INFO : Epoch 1861 | loss: 0.00253606 | val_loss: 0.00253122 | Time: 1885.61 ms [2021-11-01 17:31:47 main:581] : INFO : Epoch 1862 | loss: 0.00251728 | val_loss: 0.0025163 | Time: 1951.03 ms [2021-11-01 17:31:49 main:581] : INFO : Epoch 1863 | loss: 0.00251919 | val_loss: 0.0025435 | Time: 1921.42 ms [2021-11-01 17:31:50 main:581] : INFO : Epoch 1864 | loss: 0.00251295 | val_loss: 0.0024928 | Time: 1885.37 ms [2021-11-01 17:31:52 main:581] : INFO : Epoch 1865 | loss: 0.00249391 | val_loss: 0.00248741 | Time: 1874.32 ms [2021-11-01 17:31:54 main:581] : INFO : Epoch 1866 | loss: 0.00248265 | val_loss: 0.00248193 | Time: 1872.62 ms [2021-11-01 17:31:56 main:581] : INFO : Epoch 1867 | loss: 0.0024827 | val_loss: 0.00248593 | Time: 1880.6 ms [2021-11-01 17:31:58 main:581] : INFO : Epoch 1868 | loss: 0.00248376 | val_loss: 0.00246799 | Time: 1871.26 ms [2021-11-01 17:32:00 main:581] : INFO : Epoch 1869 | loss: 0.00246901 | val_loss: 0.00246223 | Time: 1867.5 ms [2021-11-01 17:32:02 main:581] : INFO : Epoch 1870 | loss: 0.00247319 | val_loss: 0.00246428 | Time: 1870.5 ms [2021-11-01 17:32:04 main:581] : INFO : Epoch 1871 | loss: 0.00246626 | val_loss: 0.00246232 | Time: 1920.5 ms [2021-11-01 17:32:05 main:581] : INFO : Epoch 1872 | loss: 0.00246343 | val_loss: 0.00245472 | Time: 1892.12 ms [2021-11-01 17:32:07 main:581] : INFO : Epoch 1873 | loss: 0.00246578 | val_loss: 0.00246268 | Time: 1859.7 ms [2021-11-01 17:32:09 main:581] : INFO : Epoch 1874 | loss: 0.00247594 | val_loss: 0.00247522 | Time: 1865.8 ms [2021-11-01 17:32:11 main:581] : INFO : Epoch 1875 | loss: 0.0024898 | val_loss: 0.0025529 | Time: 1864.97 ms [2021-11-01 17:32:13 main:581] : INFO : Epoch 1876 | loss: 0.00251899 | val_loss: 0.00250279 | Time: 1861.79 ms [2021-11-01 17:32:15 main:581] : INFO : Epoch 1877 | loss: 0.00247861 | val_loss: 0.00245205 | Time: 1859.28 ms [2021-11-01 17:32:17 main:581] : INFO : Epoch 1878 | loss: 0.00244894 | val_loss: 0.00244403 | Time: 1871.46 ms [2021-11-01 17:32:19 main:581] : INFO : Epoch 1879 | loss: 0.00244463 | val_loss: 0.00243843 | Time: 1870.28 ms [2021-11-01 17:32:20 main:581] : INFO : Epoch 1880 | loss: 0.00243672 | val_loss: 0.00243057 | Time: 1861.61 ms [2021-11-01 17:32:22 main:581] : INFO : Epoch 1881 | loss: 0.00243695 | val_loss: 0.00250088 | Time: 1860.21 ms [2021-11-01 17:32:24 main:581] : INFO : Epoch 1882 | loss: 0.00246882 | val_loss: 0.0024422 | Time: 1859.67 ms [2021-11-01 17:32:26 main:581] : INFO : Epoch 1883 | loss: 0.00245014 | val_loss: 0.00243493 | Time: 1872.99 ms [2021-11-01 17:32:28 main:581] : INFO : Epoch 1884 | loss: 0.00243761 | val_loss: 0.0024321 | Time: 1860.24 ms [2021-11-01 17:32:30 main:581] : INFO : Epoch 1885 | loss: 0.00243087 | val_loss: 0.00243217 | Time: 1858.9 ms [2021-11-01 17:32:32 main:581] : INFO : Epoch 1886 | loss: 0.00243063 | val_loss: 0.00243131 | Time: 1862.7 ms [2021-11-01 17:32:33 main:581] : INFO : Epoch 1887 | loss: 0.00243748 | val_loss: 0.00243985 | Time: 1869.21 ms [2021-11-01 17:32:35 main:581] : INFO : Epoch 1888 | loss: 0.00253469 | val_loss: 0.00250822 | Time: 1861.42 ms [2021-11-01 17:32:37 main:581] : INFO : Epoch 1889 | loss: 0.00246783 | val_loss: 0.00243666 | Time: 1859.77 ms [2021-11-01 17:32:39 main:581] : INFO : Epoch 1890 | loss: 0.00243977 | val_loss: 0.00242211 | Time: 1861.83 ms [2021-11-01 17:32:41 main:581] : INFO : Epoch 1891 | loss: 0.00248581 | val_loss: 0.00251707 | Time: 1868.65 ms [2021-11-01 17:32:43 main:581] : INFO : Epoch 1892 | loss: 0.00246831 | val_loss: 0.0024471 | Time: 1856.96 ms [2021-11-01 17:32:45 main:581] : INFO : Epoch 1893 | loss: 0.00244204 | val_loss: 0.00242511 | Time: 1863.08 ms [2021-11-01 17:32:46 main:581] : INFO : Epoch 1894 | loss: 0.00242604 | val_loss: 0.00241824 | Time: 1862.3 ms [2021-11-01 17:32:48 main:581] : INFO : Epoch 1895 | loss: 0.00242084 | val_loss: 0.00241209 | Time: 1862.71 ms [2021-11-01 17:32:50 main:581] : INFO : Epoch 1896 | loss: 0.002422 | val_loss: 0.00242402 | Time: 1859.35 ms [2021-11-01 17:32:52 main:581] : INFO : Epoch 1897 | loss: 0.00242328 | val_loss: 0.00241768 | Time: 1933.49 ms [2021-11-01 17:32:54 main:581] : INFO : Epoch 1898 | loss: 0.00242072 | val_loss: 0.00242084 | Time: 1955.47 ms [2021-11-01 17:32:56 main:581] : INFO : Epoch 1899 | loss: 0.00241879 | val_loss: 0.00241758 | Time: 1875.79 ms [2021-11-01 17:32:58 main:581] : INFO : Epoch 1900 | loss: 0.00241118 | val_loss: 0.00241203 | Time: 1893.17 ms [2021-11-01 17:33:00 main:581] : INFO : Epoch 1901 | loss: 0.00240869 | val_loss: 0.00240468 | Time: 1897.63 ms [2021-11-01 17:33:02 main:581] : INFO : Epoch 1902 | loss: 0.00240583 | val_loss: 0.00239994 | Time: 1860.2 ms [2021-11-01 17:33:03 main:581] : INFO : Epoch 1903 | loss: 0.00240702 | val_loss: 0.00240225 | Time: 1859.25 ms [2021-11-01 17:33:05 main:581] : INFO : Epoch 1904 | loss: 0.00240302 | val_loss: 0.00239726 | Time: 1868.07 ms [2021-11-01 17:33:07 main:581] : INFO : Epoch 1905 | loss: 0.00240117 | val_loss: 0.00240346 | Time: 1865.86 ms [2021-11-01 17:33:09 main:581] : INFO : Epoch 1906 | loss: 0.00240198 | val_loss: 0.00240552 | Time: 1856.7 ms [2021-11-01 17:33:11 main:581] : INFO : Epoch 1907 | loss: 0.00240388 | val_loss: 0.00239891 | Time: 1858.33 ms [2021-11-01 17:33:13 main:581] : INFO : Epoch 1908 | loss: 0.00240183 | val_loss: 0.00239455 | Time: 1858.73 ms [2021-11-01 17:33:15 main:581] : INFO : Epoch 1909 | loss: 0.00239955 | val_loss: 0.00239443 | Time: 1863.82 ms [2021-11-01 17:33:17 main:581] : INFO : Epoch 1910 | loss: 0.00239594 | val_loss: 0.00239084 | Time: 1863.66 ms [2021-11-01 17:33:18 main:581] : INFO : Epoch 1911 | loss: 0.00239639 | val_loss: 0.00239775 | Time: 1863.03 ms [2021-11-01 17:33:20 main:581] : INFO : Epoch 1912 | loss: 0.00239589 | val_loss: 0.00238913 | Time: 1863.77 ms [2021-11-01 17:33:22 main:581] : INFO : Epoch 1913 | loss: 0.0023947 | val_loss: 0.00238857 | Time: 1875.79 ms [2021-11-01 17:33:24 main:581] : INFO : Epoch 1914 | loss: 0.00239235 | val_loss: 0.00239557 | Time: 1877.56 ms [2021-11-01 17:33:26 main:581] : INFO : Epoch 1915 | loss: 0.00239772 | val_loss: 0.00240192 | Time: 1886.2 ms [2021-11-01 17:33:28 main:581] : INFO : Epoch 1916 | loss: 0.00241197 | val_loss: 0.00242246 | Time: 1877.07 ms [2021-11-01 17:33:30 main:581] : INFO : Epoch 1917 | loss: 0.00239984 | val_loss: 0.00238871 | Time: 1888.13 ms [2021-11-01 17:33:32 main:581] : INFO : Epoch 1918 | loss: 0.00245771 | val_loss: 0.00248089 | Time: 1869.6 ms [2021-11-01 17:33:33 main:581] : INFO : Epoch 1919 | loss: 0.00244268 | val_loss: 0.00241388 | Time: 1860.66 ms [2021-11-01 17:33:35 main:581] : INFO : Epoch 1920 | loss: 0.00240301 | val_loss: 0.00239135 | Time: 1862.33 ms [2021-11-01 17:33:37 main:581] : INFO : Epoch 1921 | loss: 0.00239784 | val_loss: 0.00238998 | Time: 1864.26 ms [2021-11-01 17:33:39 main:581] : INFO : Epoch 1922 | loss: 0.00238838 | val_loss: 0.00238967 | Time: 1857.84 ms [2021-11-01 17:33:41 main:581] : INFO : Epoch 1923 | loss: 0.00239976 | val_loss: 0.00241315 | Time: 1858.1 ms [2021-11-01 17:33:43 main:581] : INFO : Epoch 1924 | loss: 0.00239661 | val_loss: 0.00239438 | Time: 1861.22 ms [2021-11-01 17:33:45 main:581] : INFO : Epoch 1925 | loss: 0.0024005 | val_loss: 0.00240862 | Time: 1864.74 ms [2021-11-01 17:33:46 main:581] : INFO : Epoch 1926 | loss: 0.00240646 | val_loss: 0.00239374 | Time: 1858.15 ms [2021-11-01 17:33:48 main:581] : INFO : Epoch 1927 | loss: 0.00240225 | val_loss: 0.00241397 | Time: 1861.28 ms [2021-11-01 17:33:50 main:581] : INFO : Epoch 1928 | loss: 0.00240109 | val_loss: 0.00239181 | Time: 1859.13 ms [2021-11-01 17:33:52 main:581] : INFO : Epoch 1929 | loss: 0.00238691 | val_loss: 0.00238984 | Time: 1850.62 ms [2021-11-01 17:33:54 main:581] : INFO : Epoch 1930 | loss: 0.00238532 | val_loss: 0.00238184 | Time: 1859.58 ms [2021-11-01 17:33:56 main:581] : INFO : Epoch 1931 | loss: 0.00238716 | val_loss: 0.0023875 | Time: 1859.61 ms [2021-11-01 17:33:58 main:581] : INFO : Epoch 1932 | loss: 0.00237871 | val_loss: 0.00237441 | Time: 1854.5 ms [2021-11-01 17:33:59 main:581] : INFO : Epoch 1933 | loss: 0.00239624 | val_loss: 0.00242549 | Time: 1853.74 ms [2021-11-01 17:34:01 main:581] : INFO : Epoch 1934 | loss: 0.00240239 | val_loss: 0.00238595 | Time: 1851.9 ms [2021-11-01 17:34:03 main:581] : INFO : Epoch 1935 | loss: 0.00240387 | val_loss: 0.00238352 | Time: 1858.61 ms [2021-11-01 17:34:05 main:581] : INFO : Epoch 1936 | loss: 0.00239206 | val_loss: 0.00240173 | Time: 1864.92 ms [2021-11-01 17:34:07 main:581] : INFO : Epoch 1937 | loss: 0.00238866 | val_loss: 0.0023721 | Time: 1860.87 ms [2021-11-01 17:34:09 main:581] : INFO : Epoch 1938 | loss: 0.00236615 | val_loss: 0.00236435 | Time: 1868.52 ms [2021-11-01 17:34:11 main:581] : INFO : Epoch 1939 | loss: 0.00236543 | val_loss: 0.00236805 | Time: 1864.22 ms [2021-11-01 17:34:12 main:581] : INFO : Epoch 1940 | loss: 0.00236615 | val_loss: 0.00237419 | Time: 1862.43 ms [2021-11-01 17:34:14 main:581] : INFO : Epoch 1941 | loss: 0.00236891 | val_loss: 0.00237354 | Time: 1895.43 ms [2021-11-01 17:34:16 main:581] : INFO : Epoch 1942 | loss: 0.00238009 | val_loss: 0.00239631 | Time: 1916.95 ms [2021-11-01 17:34:18 main:581] : INFO : Epoch 1943 | loss: 0.00238186 | val_loss: 0.00237381 | Time: 1870.56 ms [2021-11-01 17:34:20 main:581] : INFO : Epoch 1944 | loss: 0.00237056 | val_loss: 0.00236636 | Time: 1858.46 ms [2021-11-01 17:34:22 main:581] : INFO : Epoch 1945 | loss: 0.00236897 | val_loss: 0.00238668 | Time: 1854.07 ms [2021-11-01 17:34:24 main:581] : INFO : Epoch 1946 | loss: 0.00237299 | val_loss: 0.00236819 | Time: 1859.29 ms [2021-11-01 17:34:26 main:581] : INFO : Epoch 1947 | loss: 0.00237063 | val_loss: 0.00237102 | Time: 1848.62 ms [2021-11-01 17:34:27 main:581] : INFO : Epoch 1948 | loss: 0.00237377 | val_loss: 0.00236184 | Time: 1851.88 ms [2021-11-01 17:34:29 main:581] : INFO : Epoch 1949 | loss: 0.00236122 | val_loss: 0.00236078 | Time: 1857.26 ms [2021-11-01 17:34:31 main:581] : INFO : Epoch 1950 | loss: 0.00238414 | val_loss: 0.00235966 | Time: 1858.41 ms [2021-11-01 17:34:33 main:581] : INFO : Epoch 1951 | loss: 0.00236184 | val_loss: 0.00236745 | Time: 1857.41 ms [2021-11-01 17:34:35 main:581] : INFO : Epoch 1952 | loss: 0.00237359 | val_loss: 0.00235348 | Time: 1860.66 ms [2021-11-01 17:34:37 main:581] : INFO : Epoch 1953 | loss: 0.00235761 | val_loss: 0.00235847 | Time: 1861.18 ms [2021-11-01 17:34:39 main:581] : INFO : Epoch 1954 | loss: 0.00236263 | val_loss: 0.00235623 | Time: 1861.8 ms [2021-11-01 17:34:40 main:581] : INFO : Epoch 1955 | loss: 0.00237064 | val_loss: 0.00236987 | Time: 1861.52 ms [2021-11-01 17:34:42 main:581] : INFO : Epoch 1956 | loss: 0.00237684 | val_loss: 0.00236824 | Time: 1859 ms [2021-11-01 17:34:44 main:581] : INFO : Epoch 1957 | loss: 0.00237125 | val_loss: 0.00236727 | Time: 1862.34 ms [2021-11-01 17:34:46 main:581] : INFO : Epoch 1958 | loss: 0.00235353 | val_loss: 0.00235516 | Time: 1876.53 ms [2021-11-01 17:34:48 main:581] : INFO : Epoch 1959 | loss: 0.00235699 | val_loss: 0.00236996 | Time: 1919.55 ms [2021-11-01 17:34:50 main:581] : INFO : Epoch 1960 | loss: 0.00237536 | val_loss: 0.00236263 | Time: 1893.44 ms [2021-11-01 17:34:52 main:581] : INFO : Epoch 1961 | loss: 0.00236811 | val_loss: 0.00235629 | Time: 1956.87 ms [2021-11-01 17:34:54 main:581] : INFO : Epoch 1962 | loss: 0.00236742 | val_loss: 0.00236752 | Time: 1958.51 ms [2021-11-01 17:34:56 main:581] : INFO : Epoch 1963 | loss: 0.00235391 | val_loss: 0.00235843 | Time: 1947.14 ms [2021-11-01 17:34:58 main:581] : INFO : Epoch 1964 | loss: 0.00236678 | val_loss: 0.00236089 | Time: 1936.27 ms [2021-11-01 17:35:00 main:581] : INFO : Epoch 1965 | loss: 0.00235715 | val_loss: 0.00235851 | Time: 2007.67 ms [2021-11-01 17:35:02 main:581] : INFO : Epoch 1966 | loss: 0.00234863 | val_loss: 0.00236012 | Time: 1863.61 ms [2021-11-01 17:35:03 main:581] : INFO : Epoch 1967 | loss: 0.0023516 | val_loss: 0.00235969 | Time: 1875.79 ms [2021-11-01 17:35:05 main:581] : INFO : Epoch 1968 | loss: 0.00234996 | val_loss: 0.00234945 | Time: 1934.45 ms [2021-11-01 17:35:07 main:581] : INFO : Epoch 1969 | loss: 0.00235417 | val_loss: 0.0023537 | Time: 1865.16 ms [2021-11-01 17:35:09 main:581] : INFO : Epoch 1970 | loss: 0.00235637 | val_loss: 0.00234961 | Time: 2018.28 ms [2021-11-01 17:35:11 main:581] : INFO : Epoch 1971 | loss: 0.00235644 | val_loss: 0.00237019 | Time: 1927.75 ms [2021-11-01 17:35:13 main:581] : INFO : Epoch 1972 | loss: 0.00235543 | val_loss: 0.00235197 | Time: 1861.66 ms [2021-11-01 17:35:15 main:581] : INFO : Epoch 1973 | loss: 0.00235227 | val_loss: 0.00235919 | Time: 1858.52 ms [2021-11-01 17:35:17 main:581] : INFO : Epoch 1974 | loss: 0.00235037 | val_loss: 0.00234876 | Time: 1969.69 ms [2021-11-01 17:35:19 main:581] : INFO : Epoch 1975 | loss: 0.0023485 | val_loss: 0.00235066 | Time: 1983.51 ms [2021-11-01 17:35:21 main:581] : INFO : Epoch 1976 | loss: 0.00235278 | val_loss: 0.00234991 | Time: 1905.83 ms [2021-11-01 17:35:23 main:581] : INFO : Epoch 1977 | loss: 0.00234318 | val_loss: 0.00234953 | Time: 1868.14 ms [2021-11-01 17:35:25 main:581] : INFO : Epoch 1978 | loss: 0.00234756 | val_loss: 0.0023453 | Time: 1930.47 ms [2021-11-01 17:35:26 main:581] : INFO : Epoch 1979 | loss: 0.00234902 | val_loss: 0.00234074 | Time: 1955.65 ms [2021-11-01 17:35:28 main:581] : INFO : Epoch 1980 | loss: 0.00235438 | val_loss: 0.00234269 | Time: 1956.26 ms [2021-11-01 17:35:30 main:581] : INFO : Epoch 1981 | loss: 0.00234802 | val_loss: 0.00236139 | Time: 1973.85 ms [2021-11-01 17:35:32 main:581] : INFO : Epoch 1982 | loss: 0.00234861 | val_loss: 0.00234716 | Time: 1958.2 ms [2021-11-01 17:35:34 main:581] : INFO : Epoch 1983 | loss: 0.00234992 | val_loss: 0.00233976 | Time: 1861.73 ms [2021-11-01 17:35:36 main:581] : INFO : Epoch 1984 | loss: 0.00236478 | val_loss: 0.00236168 | Time: 1870.61 ms [2021-11-01 17:35:38 main:581] : INFO : Epoch 1985 | loss: 0.00238134 | val_loss: 0.00242707 | Time: 1887.95 ms [2021-11-01 17:35:40 main:581] : INFO : Epoch 1986 | loss: 0.00241778 | val_loss: 0.00240339 | Time: 1865.56 ms [2021-11-01 17:35:42 main:581] : INFO : Epoch 1987 | loss: 0.00337778 | val_loss: 0.00367859 | Time: 1866.5 ms [2021-11-01 17:35:44 main:581] : INFO : Epoch 1988 | loss: 0.00344445 | val_loss: 0.00318794 | Time: 1862.99 ms [2021-11-01 17:35:45 main:581] : INFO : Epoch 1989 | loss: 0.00326408 | val_loss: 0.00310789 | Time: 1861.44 ms [2021-11-01 17:35:47 main:581] : INFO : Epoch 1990 | loss: 0.00297236 | val_loss: 0.00280027 | Time: 1928.13 ms [2021-11-01 17:35:49 main:581] : INFO : Epoch 1991 | loss: 0.0027703 | val_loss: 0.00267594 | Time: 1939.26 ms [2021-11-01 17:35:51 main:581] : INFO : Epoch 1992 | loss: 0.00266565 | val_loss: 0.00256935 | Time: 1933.72 ms [2021-11-01 17:35:53 main:581] : INFO : Epoch 1993 | loss: 0.0027816 | val_loss: 0.00266443 | Time: 1939.3 ms [2021-11-01 17:35:55 main:581] : INFO : Epoch 1994 | loss: 0.00254213 | val_loss: 0.002382 | Time: 1940.53 ms [2021-11-01 17:35:57 main:581] : INFO : Epoch 1995 | loss: 0.00264727 | val_loss: 0.00276323 | Time: 1901.78 ms [2021-11-01 17:35:59 main:581] : INFO : Epoch 1996 | loss: 0.00262145 | val_loss: 0.00250411 | Time: 1860.84 ms [2021-11-01 17:36:01 main:581] : INFO : Epoch 1997 | loss: 0.0024009 | val_loss: 0.00231129 | Time: 1864.03 ms [2021-11-01 17:36:03 main:581] : INFO : Epoch 1998 | loss: 0.00229461 | val_loss: 0.00227143 | Time: 1861.94 ms [2021-11-01 17:36:04 main:581] : INFO : Epoch 1999 | loss: 0.00225818 | val_loss: 0.00222035 | Time: 1876.92 ms [2021-11-01 17:36:06 main:581] : INFO : Epoch 2000 | loss: 0.00222125 | val_loss: 0.00221344 | Time: 1861.32 ms [2021-11-01 17:36:08 main:581] : INFO : Epoch 2001 | loss: 0.00223873 | val_loss: 0.00219883 | Time: 1858.26 ms [2021-11-01 17:36:10 main:581] : INFO : Epoch 2002 | loss: 0.00220322 | val_loss: 0.00219577 | Time: 1856.25 ms [2021-11-01 17:36:12 main:581] : INFO : Epoch 2003 | loss: 0.00219746 | val_loss: 0.00218012 | Time: 1902.62 ms [2021-11-01 17:36:14 main:581] : INFO : Epoch 2004 | loss: 0.00219606 | val_loss: 0.00218472 | Time: 1935.35 ms [2021-11-01 17:36:16 main:581] : INFO : Epoch 2005 | loss: 0.00219287 | val_loss: 0.00217492 | Time: 1853.64 ms [2021-11-01 17:36:18 main:581] : INFO : Epoch 2006 | loss: 0.00219738 | val_loss: 0.00218856 | Time: 1915.33 ms [2021-11-01 17:36:20 main:581] : INFO : Epoch 2007 | loss: 0.00218776 | val_loss: 0.00216544 | Time: 1994.56 ms [2021-11-01 17:36:22 main:581] : INFO : Epoch 2008 | loss: 0.00217692 | val_loss: 0.00215492 | Time: 1967.19 ms [2021-11-01 17:36:24 main:581] : INFO : Epoch 2009 | loss: 0.00216284 | val_loss: 0.00214548 | Time: 1954.47 ms [2021-11-01 17:36:25 main:581] : INFO : Epoch 2010 | loss: 0.00216802 | val_loss: 0.00216348 | Time: 1917.85 ms [2021-11-01 17:36:27 main:581] : INFO : Epoch 2011 | loss: 0.00215644 | val_loss: 0.00214512 | Time: 1853.59 ms [2021-11-01 17:36:29 main:581] : INFO : Epoch 2012 | loss: 0.00219037 | val_loss: 0.00215032 | Time: 1854.18 ms [2021-11-01 17:36:31 main:581] : INFO : Epoch 2013 | loss: 0.002155 | val_loss: 0.00215514 | Time: 1852.68 ms [2021-11-01 17:36:33 main:581] : INFO : Epoch 2014 | loss: 0.00216052 | val_loss: 0.00215244 | Time: 1853.9 ms [2021-11-01 17:36:35 main:581] : INFO : Epoch 2015 | loss: 0.00214865 | val_loss: 0.00213504 | Time: 1848.34 ms [2021-11-01 17:36:37 main:581] : INFO : Epoch 2016 | loss: 0.00214232 | val_loss: 0.00213894 | Time: 1856.06 ms [2021-11-01 17:36:38 main:581] : INFO : Epoch 2017 | loss: 0.0021434 | val_loss: 0.00214491 | Time: 1860.22 ms [2021-11-01 17:36:40 main:581] : INFO : Epoch 2018 | loss: 0.00216119 | val_loss: 0.00213815 | Time: 1862.04 ms [2021-11-01 17:36:42 main:581] : INFO : Epoch 2019 | loss: 0.00220669 | val_loss: 0.00217486 | Time: 1926.34 ms [2021-11-01 17:36:44 main:581] : INFO : Epoch 2020 | loss: 0.0022436 | val_loss: 0.00226968 | Time: 1856.78 ms [2021-11-01 17:36:46 main:581] : INFO : Epoch 2021 | loss: 0.00222262 | val_loss: 0.00219264 | Time: 1859.5 ms [2021-11-01 17:36:48 main:581] : INFO : Epoch 2022 | loss: 0.00218665 | val_loss: 0.00217588 | Time: 1859.5 ms [2021-11-01 17:36:50 main:581] : INFO : Epoch 2023 | loss: 0.00218068 | val_loss: 0.00217444 | Time: 1856.26 ms [2021-11-01 17:36:52 main:581] : INFO : Epoch 2024 | loss: 0.00222288 | val_loss: 0.0023202 | Time: 1858.05 ms [2021-11-01 17:36:53 main:581] : INFO : Epoch 2025 | loss: 0.0022414 | val_loss: 0.00220267 | Time: 1845.85 ms [2021-11-01 17:36:55 main:581] : INFO : Epoch 2026 | loss: 0.00225592 | val_loss: 0.00219597 | Time: 1841.29 ms [2021-11-01 17:36:57 main:581] : INFO : Epoch 2027 | loss: 0.00218367 | val_loss: 0.00216139 | Time: 1849.46 ms [2021-11-01 17:36:59 main:581] : INFO : Epoch 2028 | loss: 0.00216008 | val_loss: 0.00215251 | Time: 1850.74 ms [2021-11-01 17:37:01 main:581] : INFO : Epoch 2029 | loss: 0.00215588 | val_loss: 0.00213826 | Time: 1856.31 ms [2021-11-01 17:37:03 main:581] : INFO : Epoch 2030 | loss: 0.00214236 | val_loss: 0.00214586 | Time: 1855.5 ms [2021-11-01 17:37:05 main:581] : INFO : Epoch 2031 | loss: 0.00216885 | val_loss: 0.00215912 | Time: 1853.64 ms [2021-11-01 17:37:06 main:581] : INFO : Epoch 2032 | loss: 0.00215076 | val_loss: 0.00213997 | Time: 1850.09 ms [2021-11-01 17:37:08 main:581] : INFO : Epoch 2033 | loss: 0.00214517 | val_loss: 0.00213287 | Time: 1852.27 ms [2021-11-01 17:37:10 main:581] : INFO : Epoch 2034 | loss: 0.00213972 | val_loss: 0.00212221 | Time: 1858.93 ms [2021-11-01 17:37:12 main:581] : INFO : Epoch 2035 | loss: 0.00213674 | val_loss: 0.00212953 | Time: 1863.85 ms [2021-11-01 17:37:14 main:581] : INFO : Epoch 2036 | loss: 0.00213721 | val_loss: 0.00213735 | Time: 1875.35 ms [2021-11-01 17:37:16 main:581] : INFO : Epoch 2037 | loss: 0.00213577 | val_loss: 0.00214758 | Time: 1859.56 ms [2021-11-01 17:37:18 main:581] : INFO : Epoch 2038 | loss: 0.00215055 | val_loss: 0.00212911 | Time: 1861.99 ms [2021-11-01 17:37:19 main:581] : INFO : Epoch 2039 | loss: 0.0021395 | val_loss: 0.00212573 | Time: 1861.47 ms [2021-11-01 17:37:21 main:581] : INFO : Epoch 2040 | loss: 0.00213921 | val_loss: 0.00212593 | Time: 1934.81 ms [2021-11-01 17:37:23 main:581] : INFO : Epoch 2041 | loss: 0.00213422 | val_loss: 0.002121 | Time: 1873.71 ms [2021-11-01 17:37:25 main:581] : INFO : Epoch 2042 | loss: 0.00213048 | val_loss: 0.00211922 | Time: 1860.67 ms [2021-11-01 17:37:27 main:581] : INFO : Epoch 2043 | loss: 0.00213561 | val_loss: 0.00213472 | Time: 1858.38 ms [2021-11-01 17:37:29 main:581] : INFO : Epoch 2044 | loss: 0.00212894 | val_loss: 0.00211737 | Time: 1858.38 ms [2021-11-01 17:37:31 main:581] : INFO : Epoch 2045 | loss: 0.00215006 | val_loss: 0.00213456 | Time: 1868.63 ms [2021-11-01 17:37:33 main:581] : INFO : Epoch 2046 | loss: 0.00213218 | val_loss: 0.00211847 | Time: 1871.97 ms [2021-11-01 17:37:34 main:581] : INFO : Epoch 2047 | loss: 0.00212834 | val_loss: 0.00212065 | Time: 1904 ms [2021-11-01 17:37:36 main:581] : INFO : Epoch 2048 | loss: 0.00212457 | val_loss: 0.00211248 | Time: 1956.12 ms [2021-11-01 17:37:36 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.00211248 [2021-11-01 17:37:36 main:610] : INFO : Saving end state to config to file [2021-11-01 17:37:36 main:615] : INFO : Success, exiting.. 17:37:36 (369733): 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)