Task 13831607
| Name | ParityModified-1647047334-16058-2-0_0 |
| Workunit | 10912507 |
| Created | 27 Mar 2022, 3:30:21 UTC |
| Sent | 1 Apr 2022, 15:33:39 UTC |
| Report deadline | 9 Apr 2022, 15:33:39 UTC |
| Received | 7 Apr 2022, 0:05:33 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 19110 |
| Run time | 1 hours 4 min 54 sec |
| CPU time | 1 hours 2 min 9 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,553.57 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.54 GB |
| Peak swap size | 3.48 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 9:39 main:574] : INFO : Epoch 1567 | loss: 0.0312201 | val_loss: 0.0312167 | Time: 1921.3 ms [2022-04-06 16:19:41 main:574] : INFO : Epoch 1568 | loss: 0.0312198 | val_loss: 0.0312168 | Time: 1910.03 ms [2022-04-06 16:19:43 main:574] : INFO : Epoch 1569 | loss: 0.0312201 | val_loss: 0.0312162 | Time: 1965.11 ms [2022-04-06 16:19:45 main:574] : INFO : Epoch 1570 | loss: 0.0312185 | val_loss: 0.0312155 | Time: 1946.76 ms [2022-04-06 16:19:47 main:574] : INFO : Epoch 1571 | loss: 0.0312183 | val_loss: 0.0312152 | Time: 1884.44 ms [2022-04-06 16:19:49 main:574] : INFO : Epoch 1572 | loss: 0.031218 | val_loss: 0.0312165 | Time: 1877.21 ms [2022-04-06 16:19:51 main:574] : INFO : Epoch 1573 | loss: 0.0312192 | val_loss: 0.0312156 | Time: 1887.74 ms [2022-04-06 16:19:53 main:574] : INFO : Epoch 1574 | loss: 0.0312188 | val_loss: 0.0312168 | Time: 1940.3 ms [2022-04-06 16:19:55 main:574] : INFO : Epoch 1575 | loss: 0.0312185 | val_loss: 0.0312189 | Time: 1916.06 ms [2022-04-06 16:19:57 main:574] : INFO : Epoch 1576 | loss: 0.0312178 | val_loss: 0.0312157 | Time: 1891.13 ms [2022-04-06 16:19:59 main:574] : INFO : Epoch 1577 | loss: 0.031217 | val_loss: 0.0312158 | Time: 1953.71 ms [2022-04-06 16:20:01 main:574] : INFO : Epoch 1578 | loss: 0.0312169 | val_loss: 0.0312143 | Time: 1966.83 ms [2022-04-06 16:20:03 main:574] : INFO : Epoch 1579 | loss: 0.031216 | val_loss: 0.031214 | Time: 1971.68 ms [2022-04-06 16:20:04 main:574] : INFO : Epoch 1580 | loss: 0.0312167 | val_loss: 0.0312147 | Time: 1877.36 ms [2022-04-06 16:20:06 main:574] : INFO : Epoch 1581 | loss: 0.0312172 | val_loss: 0.0312134 | Time: 1888.88 ms [2022-04-06 16:20:08 main:574] : INFO : Epoch 1582 | loss: 0.031216 | val_loss: 0.0312136 | Time: 1968.15 ms [2022-04-06 16:20:10 main:574] : INFO : Epoch 1583 | loss: 0.0312159 | val_loss: 0.0312169 | Time: 1954.73 ms [2022-04-06 16:20:12 main:574] : INFO : Epoch 1584 | loss: 0.0312178 | val_loss: 0.0312174 | Time: 1908.6 ms [2022-04-06 16:20:14 main:574] : INFO : Epoch 1585 | loss: 0.0312162 | val_loss: 0.0312162 | Time: 1921.51 ms [2022-04-06 16:20:16 main:574] : INFO : Epoch 1586 | loss: 0.0312158 | val_loss: 0.0312131 | Time: 1894.14 ms [2022-04-06 16:20:18 main:574] : INFO : Epoch 1587 | loss: 0.031215 | val_loss: 0.0312126 | Time: 1899.84 ms [2022-04-06 16:20:20 main:574] : INFO : Epoch 1588 | loss: 0.0312147 | val_loss: 0.0312122 | Time: 1909.34 ms [2022-04-06 16:20:22 main:574] : INFO : Epoch 1589 | loss: 0.0312148 | val_loss: 0.0312124 | Time: 1940.14 ms [2022-04-06 16:20:24 main:574] : INFO : Epoch 1590 | loss: 0.0312145 | val_loss: 0.031212 | Time: 1961.01 ms [2022-04-06 16:20:26 main:574] : INFO : Epoch 1591 | loss: 0.0312146 | val_loss: 0.031213 | Time: 1964.31 ms [2022-04-06 16:20:28 main:574] : INFO : Epoch 1592 | loss: 0.0312141 | val_loss: 0.0312119 | Time: 1987.58 ms [2022-04-06 16:20:30 main:574] : INFO : Epoch 1593 | loss: 0.0312142 | val_loss: 0.0312129 | Time: 1951.05 ms [2022-04-06 16:20:32 main:574] : INFO : Epoch 1594 | loss: 0.0312142 | val_loss: 0.0312122 | Time: 1980.99 ms [2022-04-06 16:20:34 main:574] : INFO : Epoch 1595 | loss: 0.031214 | val_loss: 0.0312119 | Time: 1931.84 ms [2022-04-06 16:20:36 main:574] : INFO : Epoch 1596 | loss: 0.0312141 | val_loss: 0.0312119 | Time: 1964.35 ms [2022-04-06 16:20:38 main:574] : INFO : Epoch 1597 | loss: 0.0312141 | val_loss: 0.0312116 | Time: 1899.78 ms [2022-04-06 16:20:40 main:574] : INFO : Epoch 1598 | loss: 0.0312143 | val_loss: 0.0312118 | Time: 1892.47 ms [2022-04-06 16:20:42 main:574] : INFO : Epoch 1599 | loss: 0.0312143 | val_loss: 0.0312124 | Time: 2006.38 ms [2022-04-06 16:20:43 main:574] : INFO : Epoch 1600 | loss: 0.0312142 | val_loss: 0.0312133 | Time: 1925.82 ms [2022-04-06 16:20:45 main:574] : INFO : Epoch 1601 | loss: 0.0312139 | val_loss: 0.0312123 | Time: 1885.91 ms [2022-04-06 16:20:47 main:574] : INFO : Epoch 1602 | loss: 0.0312139 | val_loss: 0.0312115 | Time: 1979.72 ms [2022-04-06 16:20:49 main:574] : INFO : Epoch 1603 | loss: 0.0312144 | val_loss: 0.0312111 | Time: 1936.16 ms [2022-04-06 16:20:51 main:574] : INFO : Epoch 1604 | loss: 0.0312134 | val_loss: 0.0312119 | Time: 1989.5 ms [2022-04-06 16:20:53 main:574] : INFO : Epoch 1605 | loss: 0.0312145 | val_loss: 0.0312127 | Time: 2003.73 ms [2022-04-06 16:20:55 main:574] : INFO : Epoch 1606 | loss: 0.0312134 | val_loss: 0.0312112 | Time: 1902.16 ms [2022-04-06 16:20:57 main:574] : INFO : Epoch 1607 | loss: 0.0312138 | val_loss: 0.0312118 | Time: 1949.43 ms [2022-04-06 16:20:59 main:574] : INFO : Epoch 1608 | loss: 0.0312136 | val_loss: 0.0312116 | Time: 1939.09 ms [2022-04-06 16:21:01 main:574] : INFO : Epoch 1609 | loss: 0.0312143 | val_loss: 0.0312116 | Time: 1926.38 ms [2022-04-06 16:21:03 main:574] : INFO : Epoch 1610 | loss: 0.0312129 | val_loss: 0.0312133 | Time: 1934.64 ms [2022-04-06 16:21:05 main:574] : INFO : Epoch 1611 | loss: 0.0312161 | val_loss: 0.0312129 | Time: 1936.67 ms [2022-04-06 16:21:07 main:574] : INFO : Epoch 1612 | loss: 0.0312132 | val_loss: 0.0312108 | Time: 1955.63 ms [2022-04-06 16:21:09 main:574] : INFO : Epoch 1613 | loss: 0.0312142 | val_loss: 0.0312108 | Time: 1950.57 ms [2022-04-06 16:21:11 main:574] : INFO : Epoch 1614 | loss: 0.0312148 | val_loss: 0.031212 | Time: 1964.64 ms [2022-04-06 16:21:13 main:574] : INFO : Epoch 1615 | loss: 0.0312132 | val_loss: 0.0312097 | Time: 1925.06 ms [2022-04-06 16:21:15 main:574] : INFO : Epoch 1616 | loss: 0.0312121 | val_loss: 0.0312097 | Time: 2019.32 ms [2022-04-06 16:21:17 main:574] : INFO : Epoch 1617 | loss: 0.0312122 | val_loss: 0.031211 | Time: 1955.01 ms [2022-04-06 16:21:19 main:574] : INFO : Epoch 1618 | loss: 0.0312146 | val_loss: 0.0312121 | Time: 1984.87 ms [2022-04-06 16:21:21 main:574] : INFO : Epoch 1619 | loss: 0.0312134 | val_loss: 0.0312098 | Time: 1985.23 ms [2022-04-06 16:21:23 main:574] : INFO : Epoch 1620 | loss: 0.0312127 | val_loss: 0.0312099 | Time: 1953.42 ms [2022-04-06 16:21:25 main:574] : INFO : Epoch 1621 | loss: 0.0312126 | val_loss: 0.0312114 | Time: 1978.21 ms [2022-04-06 16:21:27 main:574] : INFO : Epoch 1622 | loss: 0.0312137 | val_loss: 0.0312101 | Time: 1984.11 ms [2022-04-06 16:21:29 main:574] : INFO : Epoch 1623 | loss: 0.0312129 | val_loss: 0.0312099 | Time: 1914.09 ms [2022-04-06 16:21:31 main:574] : INFO : Epoch 1624 | loss: 0.0312127 | val_loss: 0.0312103 | Time: 1898.7 ms [2022-04-06 16:21:33 main:574] : INFO : Epoch 1625 | loss: 0.0312131 | val_loss: 0.03121 | Time: 1970.36 ms [2022-04-06 16:21:35 main:574] : INFO : Epoch 1626 | loss: 0.0312132 | val_loss: 0.0312098 | Time: 2025.44 ms [2022-04-06 16:21:37 main:574] : INFO : Epoch 1627 | loss: 0.0312131 | val_loss: 0.0312104 | Time: 1928 ms [2022-04-06 16:21:39 main:574] : INFO : Epoch 1628 | loss: 0.0312142 | val_loss: 0.0312097 | Time: 1948.94 ms [2022-04-06 16:21:41 main:574] : INFO : Epoch 1629 | loss: 0.031213 | val_loss: 0.0312093 | Time: 1952.76 ms [2022-04-06 16:21:43 main:574] : INFO : Epoch 1630 | loss: 0.0312122 | val_loss: 0.0312125 | Time: 2042.52 ms [2022-04-06 16:21:45 main:574] : INFO : Epoch 1631 | loss: 0.0312128 | val_loss: 0.0312114 | Time: 1918.28 ms [2022-04-06 16:21:47 main:574] : INFO : Epoch 1632 | loss: 0.0312144 | val_loss: 0.0312115 | Time: 1943.06 ms [2022-04-06 16:21:49 main:574] : INFO : Epoch 1633 | loss: 0.0312126 | val_loss: 0.0312109 | Time: 2019.44 ms [2022-04-06 16:21:51 main:574] : INFO : Epoch 1634 | loss: 0.0312126 | val_loss: 0.0312126 | Time: 1964 ms [2022-04-06 16:21:52 main:574] : INFO : Epoch 1635 | loss: 0.0312123 | val_loss: 0.0312098 | Time: 1938.69 ms [2022-04-06 16:21:54 main:574] : INFO : Epoch 1636 | loss: 0.031212 | val_loss: 0.0312101 | Time: 1975.23 ms [2022-04-06 16:21:56 main:574] : INFO : Epoch 1637 | loss: 0.0312128 | val_loss: 0.0312128 | Time: 1937.09 ms [2022-04-06 16:21:58 main:574] : INFO : Epoch 1638 | loss: 0.031214 | val_loss: 0.0312117 | Time: 1971.57 ms [2022-04-06 16:22:00 main:574] : INFO : Epoch 1639 | loss: 0.0312129 | val_loss: 0.031211 | Time: 1900.13 ms [2022-04-06 16:22:02 main:574] : INFO : Epoch 1640 | loss: 0.0312144 | val_loss: 0.031213 | Time: 1914.69 ms [2022-04-06 16:22:04 main:574] : INFO : Epoch 1641 | loss: 0.0312123 | val_loss: 0.0312107 | Time: 1984.48 ms [2022-04-06 16:22:06 main:574] : INFO : Epoch 1642 | loss: 0.0312119 | val_loss: 0.0312103 | Time: 1907.36 ms [2022-04-06 16:22:08 main:574] : INFO : Epoch 1643 | loss: 0.0312123 | val_loss: 0.0312122 | Time: 1979.03 ms [2022-04-06 16:22:10 main:574] : INFO : Epoch 1644 | loss: 0.0312124 | val_loss: 0.0312114 | Time: 1967.4 ms [2022-04-06 16:22:12 main:574] : INFO : Epoch 1645 | loss: 0.0312121 | val_loss: 0.0312091 | Time: 1961.7 ms [2022-04-06 16:22:14 main:574] : INFO : Epoch 1646 | loss: 0.0312122 | val_loss: 0.0312109 | Time: 1922.48 ms [2022-04-06 16:22:16 main:574] : INFO : Epoch 1647 | loss: 0.0312126 | val_loss: 0.0312101 | Time: 1962.96 ms [2022-04-06 16:22:18 main:574] : INFO : Epoch 1648 | loss: 0.0312115 | val_loss: 0.0312096 | Time: 1915.3 ms [2022-04-06 16:22:20 main:574] : INFO : Epoch 1649 | loss: 0.0312115 | val_loss: 0.0312089 | Time: 1939.21 ms [2022-04-06 16:22:22 main:574] : INFO : Epoch 1650 | loss: 0.0312118 | val_loss: 0.0312086 | Time: 1957.77 ms [2022-04-06 16:22:24 main:574] : INFO : Epoch 1651 | loss: 0.0312113 | val_loss: 0.0312087 | Time: 2000.46 ms [2022-04-06 16:22:26 main:574] : INFO : Epoch 1652 | loss: 0.0312111 | val_loss: 0.0312092 | Time: 1930.4 ms [2022-04-06 16:22:28 main:574] : INFO : Epoch 1653 | loss: 0.0312112 | val_loss: 0.0312095 | Time: 1950.3 ms [2022-04-06 16:22:30 main:574] : INFO : Epoch 1654 | loss: 0.0312107 | val_loss: 0.0312086 | Time: 1984.41 ms [2022-04-06 16:22:32 main:574] : INFO : Epoch 1655 | loss: 0.0312107 | val_loss: 0.0312112 | Time: 1986.69 ms [2022-04-06 16:22:34 main:574] : INFO : Epoch 1656 | loss: 0.031212 | val_loss: 0.0312106 | Time: 1980.11 ms [2022-04-06 16:22:36 main:574] : INFO : Epoch 1657 | loss: 0.0312118 | val_loss: 0.0312122 | Time: 2003.36 ms [2022-04-06 16:22:38 main:574] : INFO : Epoch 1658 | loss: 0.0312134 | val_loss: 0.0312122 | Time: 1969.18 ms [2022-04-06 16:22:40 main:574] : INFO : Epoch 1659 | loss: 0.0312125 | val_loss: 0.0312084 | Time: 1992.46 ms [2022-04-06 16:22:42 main:574] : INFO : Epoch 1660 | loss: 0.0312107 | val_loss: 0.0312085 | Time: 1995.08 ms [2022-04-06 16:22:44 main:574] : INFO : Epoch 1661 | loss: 0.03121 | val_loss: 0.0312092 | Time: 1944.89 ms [2022-04-06 16:22:46 main:574] : INFO : Epoch 1662 | loss: 0.0312108 | val_loss: 0.0312082 | Time: 2010.65 ms [2022-04-06 16:22:48 main:574] : INFO : Epoch 1663 | loss: 0.0312111 | val_loss: 0.0312125 | Time: 1956.9 ms [2022-04-06 16:22:50 main:574] : INFO : Epoch 1664 | loss: 0.0312122 | val_loss: 0.0312142 | Time: 1923.15 ms [2022-04-06 16:22:52 main:574] : INFO : Epoch 1665 | loss: 0.0312152 | val_loss: 0.0312129 | Time: 1956.33 ms [2022-04-06 16:22:54 main:574] : INFO : Epoch 1666 | loss: 0.0312119 | val_loss: 0.0312083 | Time: 1952.11 ms [2022-04-06 16:22:56 main:574] : INFO : Epoch 1667 | loss: 0.0312105 | val_loss: 0.0312091 | Time: 1941.82 ms [2022-04-06 16:22:58 main:574] : INFO : Epoch 1668 | loss: 0.0312113 | val_loss: 0.0312098 | Time: 1945.41 ms [2022-04-06 16:22:59 main:574] : INFO : Epoch 1669 | loss: 0.0312109 | val_loss: 0.0312084 | Time: 1913.91 ms [2022-04-06 16:23:01 main:574] : INFO : Epoch 1670 | loss: 0.0312101 | val_loss: 0.0312086 | Time: 1959.11 ms [2022-04-06 16:23:03 main:574] : INFO : Epoch 1671 | loss: 0.0312106 | val_loss: 0.0312088 | Time: 1937.76 ms [2022-04-06 16:23:05 main:574] : INFO : Epoch 1672 | loss: 0.0312102 | val_loss: 0.0312079 | Time: 1896.28 ms [2022-04-06 16:23:07 main:574] : INFO : Epoch 1673 | loss: 0.03121 | val_loss: 0.0312084 | Time: 1918 ms [2022-04-06 16:23:09 main:574] : INFO : Epoch 1674 | loss: 0.031211 | val_loss: 0.0312094 | Time: 1944.55 ms [2022-04-06 16:23:11 main:574] : INFO : Epoch 1675 | loss: 0.0312116 | val_loss: 0.0312083 | Time: 1933.81 ms [2022-04-06 16:23:13 main:574] : INFO : Epoch 1676 | loss: 0.0312106 | val_loss: 0.0312082 | Time: 1924.82 ms [2022-04-06 16:23:15 main:574] : INFO : Epoch 1677 | loss: 0.0312111 | val_loss: 0.0312084 | Time: 1996.98 ms [2022-04-06 16:23:17 main:574] : INFO : Epoch 1678 | loss: 0.0312104 | val_loss: 0.0312085 | Time: 1909 ms [2022-04-06 16:23:19 main:574] : INFO : Epoch 1679 | loss: 0.0312102 | val_loss: 0.0312139 | Time: 1962.61 ms [2022-04-06 16:23:21 main:574] : INFO : Epoch 1680 | loss: 0.0312109 | val_loss: 0.0312092 | Time: 1929.69 ms [2022-04-06 16:23:23 main:574] : INFO : Epoch 1681 | loss: 0.0312094 | val_loss: 0.0312083 | Time: 1937.96 ms [2022-04-06 16:23:25 main:574] : INFO : Epoch 1682 | loss: 0.0312098 | val_loss: 0.0312097 | Time: 1907.79 ms [2022-04-06 16:23:27 main:574] : INFO : Epoch 1683 | loss: 0.0312096 | val_loss: 0.0312082 | Time: 1971.06 ms [2022-04-06 16:23:29 main:574] : INFO : Epoch 1684 | loss: 0.0312098 | val_loss: 0.0312078 | Time: 1938.78 ms [2022-04-06 16:23:31 main:574] : INFO : Epoch 1685 | loss: 0.0312099 | val_loss: 0.0312083 | Time: 1992.28 ms [2022-04-06 16:23:33 main:574] : INFO : Epoch 1686 | loss: 0.0312111 | val_loss: 0.0312084 | Time: 2036.33 ms [2022-04-06 16:23:35 main:574] : INFO : Epoch 1687 | loss: 0.0312101 | val_loss: 0.0312079 | Time: 1915.42 ms [2022-04-06 16:23:37 main:574] : INFO : Epoch 1688 | loss: 0.0312093 | val_loss: 0.0312076 | Time: 1928.82 ms [2022-04-06 16:23:39 main:574] : INFO : Epoch 1689 | loss: 0.0312103 | val_loss: 0.0312087 | Time: 1920.96 ms [2022-04-06 16:23:41 main:574] : INFO : Epoch 1690 | loss: 0.0312097 | val_loss: 0.0312093 | Time: 1959.96 ms [2022-04-06 16:23:43 main:574] : INFO : Epoch 1691 | loss: 0.0312094 | val_loss: 0.0312079 | Time: 2054.22 ms [2022-04-06 16:23:45 main:574] : INFO : Epoch 1692 | loss: 0.0312097 | val_loss: 0.0312099 | Time: 1992.42 ms [2022-04-06 16:23:47 main:574] : INFO : Epoch 1693 | loss: 0.0312092 | val_loss: 0.0312074 | Time: 1917.34 ms [2022-04-06 16:23:49 main:574] : INFO : Epoch 1694 | loss: 0.0312096 | val_loss: 0.0312129 | Time: 1885.26 ms [2022-04-06 16:23:51 main:574] : INFO : Epoch 1695 | loss: 0.0312099 | val_loss: 0.03121 | Time: 2015.66 ms [2022-04-06 16:23:53 main:574] : INFO : Epoch 1696 | loss: 0.0312088 | val_loss: 0.0312072 | Time: 1947.33 ms [2022-04-06 16:23:54 main:574] : INFO : Epoch 1697 | loss: 0.0312095 | val_loss: 0.0312076 | Time: 1977.38 ms [2022-04-06 16:23:57 main:574] : INFO : Epoch 1698 | loss: 0.0312094 | val_loss: 0.0312079 | Time: 1993.63 ms [2022-04-06 16:23:58 main:574] : INFO : Epoch 1699 | loss: 0.0312091 | val_loss: 0.0312077 | Time: 1946.54 ms [2022-04-06 16:24:00 main:574] : INFO : Epoch 1700 | loss: 0.03121 | val_loss: 0.03121 | Time: 1892.82 ms [2022-04-06 16:24:02 main:574] : INFO : Epoch 1701 | loss: 0.0312118 | val_loss: 0.0312097 | Time: 1964.04 ms [2022-04-06 16:24:04 main:574] : INFO : Epoch 1702 | loss: 0.0312092 | val_loss: 0.0312071 | Time: 1985.23 ms [2022-04-06 16:24:06 main:574] : INFO : Epoch 1703 | loss: 0.031209 | val_loss: 0.0312096 | Time: 1961.05 ms [2022-04-06 16:24:08 main:574] : INFO : Epoch 1704 | loss: 0.0312092 | val_loss: 0.0312075 | Time: 1958.99 ms [2022-04-06 16:24:10 main:574] : INFO : Epoch 1705 | loss: 0.0312086 | val_loss: 0.0312086 | Time: 2046.75 ms [2022-04-06 16:24:12 main:574] : INFO : Epoch 1706 | loss: 0.031209 | val_loss: 0.0312092 | Time: 1935.57 ms [2022-04-06 16:24:14 main:574] : INFO : Epoch 1707 | loss: 0.03121 | val_loss: 0.0312079 | Time: 1930.39 ms [2022-04-06 16:24:16 main:574] : INFO : Epoch 1708 | loss: 0.0312084 | val_loss: 0.031207 | Time: 1910.13 ms [2022-04-06 16:24:18 main:574] : INFO : Epoch 1709 | loss: 0.0312093 | val_loss: 0.0312097 | Time: 1958.6 ms [2022-04-06 16:24:20 main:574] : INFO : Epoch 1710 | loss: 0.0312096 | val_loss: 0.0312075 | Time: 1920.05 ms [2022-04-06 16:24:22 main:574] : INFO : Epoch 1711 | loss: 0.0312081 | val_loss: 0.0312072 | Time: 1982.56 ms [2022-04-06 16:24:24 main:574] : INFO : Epoch 1712 | loss: 0.0312089 | val_loss: 0.0312073 | Time: 1929.01 ms [2022-04-06 16:24:26 main:574] : INFO : Epoch 1713 | loss: 0.0312088 | val_loss: 0.0312107 | Time: 1926.62 ms [2022-04-06 16:24:28 main:574] : INFO : Epoch 1714 | loss: 0.0312107 | val_loss: 0.0312077 | Time: 1962.88 ms [2022-04-06 16:24:30 main:574] : INFO : Epoch 1715 | loss: 0.0312081 | val_loss: 0.0312073 | Time: 1990.98 ms [2022-04-06 16:24:32 main:574] : INFO : Epoch 1716 | loss: 0.0312076 | val_loss: 0.0312086 | Time: 2042.18 ms [2022-04-06 16:24:34 main:574] : INFO : Epoch 1717 | loss: 0.0312106 | val_loss: 0.0312101 | Time: 1991.87 ms [2022-04-06 16:24:36 main:574] : INFO : Epoch 1718 | loss: 0.0312082 | val_loss: 0.0312068 | Time: 1982.15 ms [2022-04-06 16:24:38 main:574] : INFO : Epoch 1719 | loss: 0.0312075 | val_loss: 0.0312092 | Time: 1944.65 ms [2022-04-06 16:24:40 main:574] : INFO : Epoch 1720 | loss: 0.0312089 | val_loss: 0.0312079 | Time: 1936.59 ms [2022-04-06 16:24:42 main:574] : INFO : Epoch 1721 | loss: 0.0312077 | val_loss: 0.0312082 | Time: 1984.56 ms [2022-04-06 16:24:44 main:574] : INFO : Epoch 1722 | loss: 0.0312083 | val_loss: 0.0312071 | Time: 1959.33 ms [2022-04-06 16:24:46 main:574] : INFO : Epoch 1723 | loss: 0.0312074 | val_loss: 0.0312072 | Time: 1979.3 ms [2022-04-06 16:24:48 main:574] : INFO : Epoch 1724 | loss: 0.0312085 | val_loss: 0.0312069 | Time: 1906.73 ms [2022-04-06 16:24:50 main:574] : INFO : Epoch 1725 | loss: 0.0312077 | val_loss: 0.0312061 | Time: 2043.06 ms [2022-04-06 16:24:52 main:574] : INFO : Epoch 1726 | loss: 0.0312077 | val_loss: 0.0312071 | Time: 1974.81 ms [2022-04-06 16:24:54 main:574] : INFO : Epoch 1727 | loss: 0.0312082 | val_loss: 0.0312084 | Time: 1969.39 ms [2022-04-06 16:24:56 main:574] : INFO : Epoch 1728 | loss: 0.0312101 | val_loss: 0.031207 | Time: 1942.14 ms [2022-04-06 16:24:58 main:574] : INFO : Epoch 1729 | loss: 0.0312075 | val_loss: 0.031208 | Time: 1901.32 ms [2022-04-06 16:25:00 main:574] : INFO : Epoch 1730 | loss: 0.0312085 | val_loss: 0.0312097 | Time: 1950.37 ms [2022-04-06 16:25:02 main:574] : INFO : Epoch 1731 | loss: 0.0312086 | val_loss: 0.0312093 | Time: 1982.95 ms [2022-04-06 16:25:04 main:574] : INFO : Epoch 1732 | loss: 0.0312103 | val_loss: 0.0312077 | Time: 1900.87 ms [2022-04-06 16:25:06 main:574] : INFO : Epoch 1733 | loss: 0.0312082 | val_loss: 0.0312089 | Time: 1935.91 ms [2022-04-06 16:25:07 main:574] : INFO : Epoch 1734 | loss: 0.0312086 | val_loss: 0.0312068 | Time: 1918.66 ms [2022-04-06 16:25:09 main:574] : INFO : Epoch 1735 | loss: 0.0312074 | val_loss: 0.0312079 | Time: 1994.82 ms [2022-04-06 16:25:11 main:574] : INFO : Epoch 1736 | loss: 0.0312074 | val_loss: 0.0312082 | Time: 1976.72 ms [2022-04-06 16:25:13 main:574] : INFO : Epoch 1737 | loss: 0.0312078 | val_loss: 0.0312085 | Time: 1941.9 ms [2022-04-06 16:25:15 main:574] : INFO : Epoch 1738 | loss: 0.0312106 | val_loss: 0.0312115 | Time: 1964.1 ms [2022-04-06 16:25:17 main:574] : INFO : Epoch 1739 | loss: 0.0312115 | val_loss: 0.0312105 | Time: 1976.06 ms [2022-04-06 16:25:19 main:574] : INFO : Epoch 1740 | loss: 0.0312111 | val_loss: 0.0312108 | Time: 1995.37 ms [2022-04-06 16:25:21 main:574] : INFO : Epoch 1741 | loss: 0.0312115 | val_loss: 0.0312109 | Time: 1990.68 ms [2022-04-06 16:25:23 main:574] : INFO : Epoch 1742 | loss: 0.031211 | val_loss: 0.0312095 | Time: 1929.35 ms [2022-04-06 16:25:25 main:574] : INFO : Epoch 1743 | loss: 0.0312129 | val_loss: 0.0312164 | Time: 1916.21 ms [2022-04-06 16:25:27 main:574] : INFO : Epoch 1744 | loss: 0.0312128 | val_loss: 0.0312091 | Time: 1993.34 ms [2022-04-06 16:25:29 main:574] : INFO : Epoch 1745 | loss: 0.0312107 | val_loss: 0.0312098 | Time: 1992.51 ms [2022-04-06 16:25:31 main:574] : INFO : Epoch 1746 | loss: 0.0312096 | val_loss: 0.0312102 | Time: 1942.69 ms [2022-04-06 16:25:33 main:574] : INFO : Epoch 1747 | loss: 0.031209 | val_loss: 0.0312142 | Time: 1953.21 ms [2022-04-06 16:25:35 main:574] : INFO : Epoch 1748 | loss: 0.0312098 | val_loss: 0.0312111 | Time: 1969.98 ms [2022-04-06 16:25:37 main:574] : INFO : Epoch 1749 | loss: 0.0312092 | val_loss: 0.031209 | Time: 1952.22 ms [2022-04-06 16:25:39 main:574] : INFO : Epoch 1750 | loss: 0.03121 | val_loss: 0.0312085 | Time: 1975.19 ms [2022-04-06 16:25:41 main:574] : INFO : Epoch 1751 | loss: 0.031209 | val_loss: 0.0312094 | Time: 1961.88 ms [2022-04-06 16:25:43 main:574] : INFO : Epoch 1752 | loss: 0.0312084 | val_loss: 0.0312088 | Time: 1948.74 ms [2022-04-06 16:25:45 main:574] : INFO : Epoch 1753 | loss: 0.0312093 | val_loss: 0.0312091 | Time: 1883.79 ms [2022-04-06 16:25:47 main:574] : INFO : Epoch 1754 | loss: 0.0312092 | val_loss: 0.0312086 | Time: 1909.76 ms [2022-04-06 16:25:49 main:574] : INFO : Epoch 1755 | loss: 0.0312078 | val_loss: 0.0312108 | Time: 1928.5 ms [2022-04-06 16:25:51 main:574] : INFO : Epoch 1756 | loss: 0.0312093 | val_loss: 0.0312104 | Time: 1964.31 ms [2022-04-06 16:25:53 main:574] : INFO : Epoch 1757 | loss: 0.0312078 | val_loss: 0.0312084 | Time: 1960.07 ms [2022-04-06 16:25:55 main:574] : INFO : Epoch 1758 | loss: 0.031209 | val_loss: 0.0312075 | Time: 1965.1 ms [2022-04-06 16:25:57 main:574] : INFO : Epoch 1759 | loss: 0.0312084 | val_loss: 0.0312081 | Time: 1984.5 ms [2022-04-06 16:25:59 main:574] : INFO : Epoch 1760 | loss: 0.0312093 | val_loss: 0.0312072 | Time: 1968.31 ms [2022-04-06 16:26:01 main:574] : INFO : Epoch 1761 | loss: 0.0312143 | val_loss: 0.0312196 | Time: 1851.17 ms [2022-04-06 16:26:03 main:574] : INFO : Epoch 1762 | loss: 0.0312177 | val_loss: 0.0312215 | Time: 1852.22 ms [2022-04-06 16:26:04 main:574] : INFO : Epoch 1763 | loss: 0.0312192 | val_loss: 0.0312267 | Time: 1944.96 ms [2022-04-06 16:26:06 main:574] : INFO : Epoch 1764 | loss: 0.031217 | val_loss: 0.0312177 | Time: 1967.69 ms [2022-04-06 16:26:08 main:574] : INFO : Epoch 1765 | loss: 0.0312142 | val_loss: 0.0312156 | Time: 1917.92 ms [2022-04-06 16:26:10 main:574] : INFO : Epoch 1766 | loss: 0.0312121 | val_loss: 0.0312187 | Time: 1945.41 ms [2022-04-06 16:26:12 main:574] : INFO : Epoch 1767 | loss: 0.0312122 | val_loss: 0.0312155 | Time: 1987.25 ms [2022-04-06 16:26:14 main:574] : INFO : Epoch 1768 | loss: 0.0312101 | val_loss: 0.0312139 | Time: 1952.44 ms [2022-04-06 16:26:16 main:574] : INFO : Epoch 1769 | loss: 0.0312097 | val_loss: 0.031216 | Time: 1974.6 ms [2022-04-06 16:26:18 main:574] : INFO : Epoch 1770 | loss: 0.0312109 | val_loss: 0.031214 | Time: 1918.36 ms [2022-04-06 16:26:20 main:574] : INFO : Epoch 1771 | loss: 0.0312097 | val_loss: 0.0312136 | Time: 1887.32 ms [2022-04-06 16:26:22 main:574] : INFO : Epoch 1772 | loss: 0.0312097 | val_loss: 0.0312124 | Time: 1908.36 ms [2022-04-06 16:26:24 main:574] : INFO : Epoch 1773 | loss: 0.0312091 | val_loss: 0.0312177 | Time: 1929.18 ms [2022-04-06 16:26:26 main:574] : INFO : Epoch 1774 | loss: 0.0312109 | val_loss: 0.0312134 | Time: 1956.39 ms [2022-04-06 16:26:28 main:574] : INFO : Epoch 1775 | loss: 0.0312101 | val_loss: 0.0312138 | Time: 1966.87 ms [2022-04-06 16:26:30 main:574] : INFO : Epoch 1776 | loss: 0.0312098 | val_loss: 0.0312115 | Time: 1924.74 ms [2022-04-06 16:26:32 main:574] : INFO : Epoch 1777 | loss: 0.0312092 | val_loss: 0.0312114 | Time: 1954.97 ms [2022-04-06 16:26:34 main:574] : INFO : Epoch 1778 | loss: 0.0312098 | val_loss: 0.0312155 | Time: 1961.13 ms [2022-04-06 16:26:36 main:574] : INFO : Epoch 1779 | loss: 0.031213 | val_loss: 0.0312166 | Time: 1894.11 ms [2022-04-06 16:26:38 main:574] : INFO : Epoch 1780 | loss: 0.0312127 | val_loss: 0.0312149 | Time: 1955.13 ms [2022-04-06 16:26:40 main:574] : INFO : Epoch 1781 | loss: 0.0312103 | val_loss: 0.0312138 | Time: 1923.56 ms [2022-04-06 16:26:42 main:574] : INFO : Epoch 1782 | loss: 0.0312092 | val_loss: 0.0312109 | Time: 1983.9 ms [2022-04-06 16:26:44 main:574] : INFO : Epoch 1783 | loss: 0.03121 | val_loss: 0.031211 | Time: 1944.55 ms [2022-04-06 16:26:46 main:574] : INFO : Epoch 1784 | loss: 0.0312099 | val_loss: 0.0312117 | Time: 1938.19 ms [2022-04-06 16:26:48 main:574] : INFO : Epoch 1785 | loss: 0.0312096 | val_loss: 0.0312154 | Time: 1920.84 ms [2022-04-06 16:26:49 main:574] : INFO : Epoch 1786 | loss: 0.0312114 | val_loss: 0.031211 | Time: 1889.49 ms [2022-04-06 16:26:51 main:574] : INFO : Epoch 1787 | loss: 0.0312096 | val_loss: 0.0312089 | Time: 1947.09 ms [2022-04-06 16:26:53 main:574] : INFO : Epoch 1788 | loss: 0.03121 | val_loss: 0.0312144 | Time: 1957.02 ms [2022-04-06 16:26:55 main:574] : INFO : Epoch 1789 | loss: 0.0312078 | val_loss: 0.0312079 | Time: 1972.01 ms [2022-04-06 16:26:57 main:574] : INFO : Epoch 1790 | loss: 0.0312071 | val_loss: 0.0312079 | Time: 1935.31 ms [2022-04-06 16:26:59 main:574] : INFO : Epoch 1791 | loss: 0.0312063 | val_loss: 0.0312088 | Time: 1876.47 ms [2022-04-06 16:27:01 main:574] : INFO : Epoch 1792 | loss: 0.031206 | val_loss: 0.0312075 | Time: 1929.87 ms [2022-04-06 16:27:03 main:574] : INFO : Epoch 1793 | loss: 0.0312085 | val_loss: 0.0312146 | Time: 1931.86 ms [2022-04-06 16:27:05 main:574] : INFO : Epoch 1794 | loss: 0.0312112 | val_loss: 0.031211 | Time: 1937.7 ms [2022-04-06 16:27:07 main:574] : INFO : Epoch 1795 | loss: 0.0312067 | val_loss: 0.0312117 | Time: 1987.61 ms [2022-04-06 16:27:09 main:574] : INFO : Epoch 1796 | loss: 0.0312075 | val_loss: 0.0312119 | Time: 1964.58 ms [2022-04-06 16:27:11 main:574] : INFO : Epoch 1797 | loss: 0.0312076 | val_loss: 0.0312077 | Time: 1954.63 ms [2022-04-06 16:27:13 main:574] : INFO : Epoch 1798 | loss: 0.0312104 | val_loss: 0.031211 | Time: 1943.12 ms [2022-04-06 16:27:15 main:574] : INFO : Epoch 1799 | loss: 0.0312077 | val_loss: 0.0312101 | Time: 1899.35 ms [2022-04-06 16:27:17 main:574] : INFO : Epoch 1800 | loss: 0.031207 | val_loss: 0.0312104 | Time: 1959.76 ms [2022-04-06 16:27:19 main:574] : INFO : Epoch 1801 | loss: 0.0312107 | val_loss: 0.0312108 | Time: 1923.78 ms [2022-04-06 16:27:21 main:574] : INFO : Epoch 1802 | loss: 0.0312071 | val_loss: 0.0312101 | Time: 1931.55 ms [2022-04-06 16:27:23 main:574] : INFO : Epoch 1803 | loss: 0.0312062 | val_loss: 0.0312064 | Time: 1941.34 ms [2022-04-06 16:27:25 main:574] : INFO : Epoch 1804 | loss: 0.0312057 | val_loss: 0.0312079 | Time: 1950.92 ms [2022-04-06 16:27:27 main:574] : INFO : Epoch 1805 | loss: 0.0312061 | val_loss: 0.0312068 | Time: 1892.08 ms [2022-04-06 16:27:28 main:574] : INFO : Epoch 1806 | loss: 0.0312062 | val_loss: 0.0312088 | Time: 1970.05 ms [2022-04-06 16:27:30 main:574] : INFO : Epoch 1807 | loss: 0.0312059 | val_loss: 0.0312097 | Time: 1909.41 ms [2022-04-06 16:27:32 main:574] : INFO : Epoch 1808 | loss: 0.0312062 | val_loss: 0.0312111 | Time: 1955.31 ms [2022-04-06 16:27:34 main:574] : INFO : Epoch 1809 | loss: 0.0312058 | val_loss: 0.0312114 | Time: 1939.6 ms [2022-04-06 16:27:36 main:574] : INFO : Epoch 1810 | loss: 0.0312108 | val_loss: 0.0312159 | Time: 1896.65 ms [2022-04-06 16:27:38 main:574] : INFO : Epoch 1811 | loss: 0.031207 | val_loss: 0.0312071 | Time: 2019.3 ms [2022-04-06 16:27:40 main:574] : INFO : Epoch 1812 | loss: 0.0312047 | val_loss: 0.0312061 | Time: 1963.42 ms [2022-04-06 16:27:42 main:574] : INFO : Epoch 1813 | loss: 0.0312045 | val_loss: 0.0312071 | Time: 1906.46 ms [2022-04-06 16:27:44 main:574] : INFO : Epoch 1814 | loss: 0.0312045 | val_loss: 0.0312064 | Time: 1895.6 ms [2022-04-06 16:27:46 main:574] : INFO : Epoch 1815 | loss: 0.0312043 | val_loss: 0.0312081 | Time: 1970.77 ms [2022-04-06 16:27:48 main:574] : INFO : Epoch 1816 | loss: 0.0312054 | val_loss: 0.0312106 | Time: 1939.19 ms [2022-04-06 16:27:50 main:574] : INFO : Epoch 1817 | loss: 0.0312057 | val_loss: 0.0312073 | Time: 1914.7 ms [2022-04-06 16:27:52 main:574] : INFO : Epoch 1818 | loss: 0.0312054 | val_loss: 0.0312096 | Time: 1939.7 ms [2022-04-06 16:27:54 main:574] : INFO : Epoch 1819 | loss: 0.0312055 | val_loss: 0.0312076 | Time: 1954.28 ms [2022-04-06 16:27:56 main:574] : INFO : Epoch 1820 | loss: 0.0312053 | val_loss: 0.0312078 | Time: 1929.19 ms [2022-04-06 16:27:58 main:574] : INFO : Epoch 1821 | loss: 0.0312067 | val_loss: 0.0312072 | Time: 1944.38 ms [2022-04-06 16:28:00 main:574] : INFO : Epoch 1822 | loss: 0.0312064 | val_loss: 0.0312117 | Time: 1985.97 ms [2022-04-06 16:28:02 main:574] : INFO : Epoch 1823 | loss: 0.0312074 | val_loss: 0.0312095 | Time: 1913.26 ms [2022-04-06 16:28:04 main:574] : INFO : Epoch 1824 | loss: 0.0312045 | val_loss: 0.0312091 | Time: 1944.05 ms [2022-04-06 16:28:06 main:574] : INFO : Epoch 1825 | loss: 0.0312061 | val_loss: 0.0312071 | Time: 1891.79 ms [2022-04-06 16:28:08 main:574] : INFO : Epoch 1826 | loss: 0.0312068 | val_loss: 0.0312085 | Time: 1980.73 ms [2022-04-06 16:28:10 main:574] : INFO : Epoch 1827 | loss: 0.0312073 | val_loss: 0.0312079 | Time: 1940.17 ms [2022-04-06 16:28:11 main:574] : INFO : Epoch 1828 | loss: 0.031207 | val_loss: 0.0312102 | Time: 1891.72 ms [2022-04-06 16:28:13 main:574] : INFO : Epoch 1829 | loss: 0.0312075 | val_loss: 0.0312094 | Time: 1947.64 ms [2022-04-06 16:28:15 main:574] : INFO : Epoch 1830 | loss: 0.0312054 | val_loss: 0.0312068 | Time: 1946.43 ms [2022-04-06 16:28:17 main:574] : INFO : Epoch 1831 | loss: 0.0312052 | val_loss: 0.0312076 | Time: 1910.13 ms [2022-04-06 16:28:19 main:574] : INFO : Epoch 1832 | loss: 0.0312057 | val_loss: 0.0312073 | Time: 1950.21 ms [2022-04-06 16:28:21 main:574] : INFO : Epoch 1833 | loss: 0.0312049 | val_loss: 0.0312128 | Time: 1890.4 ms [2022-04-06 16:28:23 main:574] : INFO : Epoch 1834 | loss: 0.0312065 | val_loss: 0.0312079 | Time: 1973.59 ms [2022-04-06 16:28:25 main:574] : INFO : Epoch 1835 | loss: 0.0312039 | val_loss: 0.0312075 | Time: 1900.58 ms [2022-04-06 16:28:27 main:574] : INFO : Epoch 1836 | loss: 0.0312037 | val_loss: 0.0312097 | Time: 1930.91 ms [2022-04-06 16:28:29 main:574] : INFO : Epoch 1837 | loss: 0.0312061 | val_loss: 0.0312083 | Time: 1900.37 ms [2022-04-06 16:28:31 main:574] : INFO : Epoch 1838 | loss: 0.0312038 | val_loss: 0.0312085 | Time: 1949.38 ms [2022-04-06 16:28:33 main:574] : INFO : Epoch 1839 | loss: 0.0312045 | val_loss: 0.0312067 | Time: 1940.39 ms [2022-04-06 16:28:35 main:574] : INFO : Epoch 1840 | loss: 0.0312053 | val_loss: 0.0312066 | Time: 1950.79 ms [2022-04-06 16:28:37 main:574] : INFO : Epoch 1841 | loss: 0.0312051 | val_loss: 0.0312076 | Time: 1900.17 ms [2022-04-06 16:28:39 main:574] : INFO : Epoch 1842 | loss: 0.0312038 | val_loss: 0.0312061 | Time: 1980.46 ms [2022-04-06 16:28:41 main:574] : INFO : Epoch 1843 | loss: 0.0312042 | val_loss: 0.031207 | Time: 1875.65 ms [2022-04-06 16:28:43 main:574] : INFO : Epoch 1844 | loss: 0.0312036 | val_loss: 0.0312068 | Time: 1903.34 ms [2022-04-06 16:28:44 main:574] : INFO : Epoch 1845 | loss: 0.0312035 | val_loss: 0.0312066 | Time: 1902.14 ms [2022-04-06 16:28:46 main:574] : INFO : Epoch 1846 | loss: 0.0312026 | val_loss: 0.0312066 | Time: 1944.98 ms [2022-04-06 16:28:48 main:574] : INFO : Epoch 1847 | loss: 0.0312031 | val_loss: 0.0312057 | Time: 1922.52 ms [2022-04-06 16:28:50 main:574] : INFO : Epoch 1848 | loss: 0.0312041 | val_loss: 0.0312076 | Time: 2022.98 ms [2022-04-06 16:28:52 main:574] : INFO : Epoch 1849 | loss: 0.0312048 | val_loss: 0.031213 | Time: 1907.11 ms [2022-04-06 16:28:54 main:574] : INFO : Epoch 1850 | loss: 0.0312056 | val_loss: 0.0312071 | Time: 1950.6 ms [2022-04-06 16:28:56 main:574] : INFO : Epoch 1851 | loss: 0.0312029 | val_loss: 0.0312052 | Time: 1916.28 ms [2022-04-06 16:28:58 main:574] : INFO : Epoch 1852 | loss: 0.0312052 | val_loss: 0.0312173 | Time: 1924.95 ms [2022-04-06 16:29:00 main:574] : INFO : Epoch 1853 | loss: 0.0312052 | val_loss: 0.0312085 | Time: 1919.22 ms [2022-04-06 16:29:02 main:574] : INFO : Epoch 1854 | loss: 0.0312034 | val_loss: 0.0312076 | Time: 1917.71 ms [2022-04-06 16:29:04 main:574] : INFO : Epoch 1855 | loss: 0.0312045 | val_loss: 0.031208 | Time: 1964.52 ms [2022-04-06 16:29:06 main:574] : INFO : Epoch 1856 | loss: 0.0312037 | val_loss: 0.0312065 | Time: 1931.89 ms [2022-04-06 16:29:08 main:574] : INFO : Epoch 1857 | loss: 0.0312033 | val_loss: 0.031208 | Time: 1865.57 ms [2022-04-06 16:29:10 main:574] : INFO : Epoch 1858 | loss: 0.031207 | val_loss: 0.0312108 | Time: 1915.06 ms [2022-04-06 16:29:12 main:574] : INFO : Epoch 1859 | loss: 0.0312079 | val_loss: 0.0312086 | Time: 1924.46 ms [2022-04-06 16:29:14 main:574] : INFO : Epoch 1860 | loss: 0.0312062 | val_loss: 0.0312202 | Time: 2014.03 ms [2022-04-06 16:29:16 main:574] : INFO : Epoch 1861 | loss: 0.0312066 | val_loss: 0.0312127 | Time: 1955.69 ms [2022-04-06 16:29:18 main:574] : INFO : Epoch 1862 | loss: 0.0312029 | val_loss: 0.0312057 | Time: 1972.49 ms [2022-04-06 16:29:20 main:574] : INFO : Epoch 1863 | loss: 0.0312038 | val_loss: 0.0312067 | Time: 1921.95 ms [2022-04-06 16:29:21 main:574] : INFO : Epoch 1864 | loss: 0.0312051 | val_loss: 0.0312058 | Time: 1887.04 ms [2022-04-06 16:29:23 main:574] : INFO : Epoch 1865 | loss: 0.0312034 | val_loss: 0.0312023 | Time: 1909.14 ms [2022-04-06 16:29:25 main:574] : INFO : Epoch 1866 | loss: 0.0312069 | val_loss: 0.0312043 | Time: 1916.49 ms [2022-04-06 16:29:27 main:574] : INFO : Epoch 1867 | loss: 0.0312174 | val_loss: 0.0312279 | Time: 1904.85 ms [2022-04-06 16:29:29 main:574] : INFO : Epoch 1868 | loss: 0.0312358 | val_loss: 0.0312337 | Time: 1880.29 ms [2022-04-06 16:29:31 main:574] : INFO : Epoch 1869 | loss: 0.031234 | val_loss: 0.0312336 | Time: 1905.11 ms [2022-04-06 16:29:33 main:574] : INFO : Epoch 1870 | loss: 0.031233 | val_loss: 0.0312274 | Time: 1950.73 ms [2022-04-06 16:29:35 main:574] : INFO : Epoch 1871 | loss: 0.0312267 | val_loss: 0.0312244 | Time: 1915.3 ms [2022-04-06 16:29:37 main:574] : INFO : Epoch 1872 | loss: 0.0312249 | val_loss: 0.0312231 | Time: 1935.79 ms [2022-04-06 16:29:39 main:574] : INFO : Epoch 1873 | loss: 0.031223 | val_loss: 0.0312198 | Time: 1980.13 ms [2022-04-06 16:29:41 main:574] : INFO : Epoch 1874 | loss: 0.0312217 | val_loss: 0.0312197 | Time: 2017.41 ms [2022-04-06 16:29:43 main:574] : INFO : Epoch 1875 | loss: 0.0312215 | val_loss: 0.0312213 | Time: 1942.79 ms [2022-04-06 16:29:45 main:574] : INFO : Epoch 1876 | loss: 0.0312229 | val_loss: 0.0312191 | Time: 1942.11 ms [2022-04-06 16:29:47 main:574] : INFO : Epoch 1877 | loss: 0.0312211 | val_loss: 0.0312185 | Time: 1923.03 ms [2022-04-06 16:29:49 main:574] : INFO : Epoch 1878 | loss: 0.0312199 | val_loss: 0.0312193 | Time: 1915.85 ms [2022-04-06 16:29:51 main:574] : INFO : Epoch 1879 | loss: 0.0312187 | val_loss: 0.0312228 | Time: 1880.46 ms [2022-04-06 16:29:53 main:574] : INFO : Epoch 1880 | loss: 0.0312265 | val_loss: 0.0312225 | Time: 1985.37 ms [2022-04-06 16:29:54 main:574] : INFO : Epoch 1881 | loss: 0.0312218 | val_loss: 0.0312197 | Time: 1897.95 ms [2022-04-06 16:29:56 main:574] : INFO : Epoch 1882 | loss: 0.0312182 | val_loss: 0.0312188 | Time: 1988.35 ms [2022-04-06 16:29:58 main:574] : INFO : Epoch 1883 | loss: 0.031219 | val_loss: 0.0312176 | Time: 1990.49 ms [2022-04-06 16:30:00 main:574] : INFO : Epoch 1884 | loss: 0.0312174 | val_loss: 0.031216 | Time: 1916.61 ms [2022-04-06 16:30:02 main:574] : INFO : Epoch 1885 | loss: 0.0312161 | val_loss: 0.0312146 | Time: 1923.09 ms [2022-04-06 16:30:04 main:574] : INFO : Epoch 1886 | loss: 0.0312166 | val_loss: 0.0312163 | Time: 1972.21 ms [2022-04-06 16:30:06 main:574] : INFO : Epoch 1887 | loss: 0.0312154 | val_loss: 0.031214 | Time: 1955.44 ms [2022-04-06 16:30:08 main:574] : INFO : Epoch 1888 | loss: 0.0312137 | val_loss: 0.0312133 | Time: 1959.32 ms [2022-04-06 16:30:10 main:574] : INFO : Epoch 1889 | loss: 0.0312127 | val_loss: 0.0312129 | Time: 2024.86 ms [2022-04-06 16:30:12 main:574] : INFO : Epoch 1890 | loss: 0.0312153 | val_loss: 0.0312138 | Time: 1933.11 ms [2022-04-06 16:30:14 main:574] : INFO : Epoch 1891 | loss: 0.0312141 | val_loss: 0.0312132 | Time: 2009.11 ms [2022-04-06 16:30:16 main:574] : INFO : Epoch 1892 | loss: 0.0312131 | val_loss: 0.0312125 | Time: 1914.14 ms [2022-04-06 16:30:18 main:574] : INFO : Epoch 1893 | loss: 0.0312119 | val_loss: 0.031211 | Time: 1985.85 ms [2022-04-06 16:30:20 main:574] : INFO : Epoch 1894 | loss: 0.0312141 | val_loss: 0.0312161 | Time: 1917.09 ms [2022-04-06 16:30:22 main:574] : INFO : Epoch 1895 | loss: 0.0312181 | val_loss: 0.0312119 | Time: 1889.84 ms [2022-04-06 16:30:24 main:574] : INFO : Epoch 1896 | loss: 0.0312134 | val_loss: 0.0312142 | Time: 1894.08 ms [2022-04-06 16:30:26 main:574] : INFO : Epoch 1897 | loss: 0.0312116 | val_loss: 0.0312109 | Time: 1938.55 ms [2022-04-06 16:30:28 main:574] : INFO : Epoch 1898 | loss: 0.0312129 | val_loss: 0.0312141 | Time: 1958.67 ms [2022-04-06 16:30:30 main:574] : INFO : Epoch 1899 | loss: 0.0312115 | val_loss: 0.0312106 | Time: 1959.76 ms [2022-04-06 16:30:32 main:574] : INFO : Epoch 1900 | loss: 0.0312106 | val_loss: 0.0312091 | Time: 1901.16 ms [2022-04-06 16:30:34 main:574] : INFO : Epoch 1901 | loss: 0.0312105 | val_loss: 0.0312104 | Time: 1951.99 ms [2022-04-06 16:30:36 main:574] : INFO : Epoch 1902 | loss: 0.0312104 | val_loss: 0.0312092 | Time: 1893.44 ms [2022-04-06 16:30:38 main:574] : INFO : Epoch 1903 | loss: 0.03121 | val_loss: 0.0312098 | Time: 1887.89 ms [2022-04-06 16:30:39 main:574] : INFO : Epoch 1904 | loss: 0.0312094 | val_loss: 0.0312096 | Time: 1970.64 ms [2022-04-06 16:30:41 main:574] : INFO : Epoch 1905 | loss: 0.0312091 | val_loss: 0.0312098 | Time: 1914.92 ms [2022-04-06 16:30:43 main:574] : INFO : Epoch 1906 | loss: 0.0312092 | val_loss: 0.0312101 | Time: 1954.89 ms [2022-04-06 16:30:45 main:574] : INFO : Epoch 1907 | loss: 0.0312086 | val_loss: 0.0312121 | Time: 1899.56 ms [2022-04-06 16:30:47 main:574] : INFO : Epoch 1908 | loss: 0.031208 | val_loss: 0.0312148 | Time: 1975.2 ms [2022-04-06 16:30:49 main:574] : INFO : Epoch 1909 | loss: 0.0312112 | val_loss: 0.0312107 | Time: 1904.1 ms [2022-04-06 16:30:51 main:574] : INFO : Epoch 1910 | loss: 0.031209 | val_loss: 0.0312111 | Time: 1897.13 ms [2022-04-06 16:30:53 main:574] : INFO : Epoch 1911 | loss: 0.0312106 | val_loss: 0.0312115 | Time: 1904.79 ms [2022-04-06 16:30:55 main:574] : INFO : Epoch 1912 | loss: 0.03121 | val_loss: 0.0312101 | Time: 2017.77 ms [2022-04-06 16:30:57 main:574] : INFO : Epoch 1913 | loss: 0.0312095 | val_loss: 0.031211 | Time: 1903.86 ms [2022-04-06 16:30:59 main:574] : INFO : Epoch 1914 | loss: 0.0312089 | val_loss: 0.0312108 | Time: 1986.88 ms [2022-04-06 16:31:01 main:574] : INFO : Epoch 1915 | loss: 0.0312121 | val_loss: 0.0312123 | Time: 1891.97 ms [2022-04-06 16:31:03 main:574] : INFO : Epoch 1916 | loss: 0.0312085 | val_loss: 0.0312109 | Time: 1868.3 ms [2022-04-06 16:31:05 main:574] : INFO : Epoch 1917 | loss: 0.0312072 | val_loss: 0.0312126 | Time: 1938.94 ms [2022-04-06 16:31:07 main:574] : INFO : Epoch 1918 | loss: 0.0312083 | val_loss: 0.0312097 | Time: 1900.3 ms [2022-04-06 16:31:09 main:574] : INFO : Epoch 1919 | loss: 0.0312086 | val_loss: 0.0312152 | Time: 1937.3 ms [2022-04-06 16:31:11 main:574] : INFO : Epoch 1920 | loss: 0.0312097 | val_loss: 0.0312108 | Time: 1955.38 ms [2022-04-06 16:31:12 main:574] : INFO : Epoch 1921 | loss: 0.0312074 | val_loss: 0.0312094 | Time: 1861.23 ms [2022-04-06 16:31:14 main:574] : INFO : Epoch 1922 | loss: 0.0312099 | val_loss: 0.0312116 | Time: 1941.28 ms [2022-04-06 16:31:16 main:574] : INFO : Epoch 1923 | loss: 0.031209 | val_loss: 0.031211 | Time: 1964.13 ms [2022-04-06 16:31:18 main:574] : INFO : Epoch 1924 | loss: 0.0312095 | val_loss: 0.0312135 | Time: 2015.93 ms [2022-04-06 16:31:20 main:574] : INFO : Epoch 1925 | loss: 0.0312147 | val_loss: 0.0312139 | Time: 1907.53 ms [2022-04-06 16:31:22 main:574] : INFO : Epoch 1926 | loss: 0.0312128 | val_loss: 0.0312109 | Time: 1889.79 ms [2022-04-06 16:31:24 main:574] : INFO : Epoch 1927 | loss: 0.0312131 | val_loss: 0.0312178 | Time: 1921.28 ms [2022-04-06 16:31:26 main:574] : INFO : Epoch 1928 | loss: 0.0312161 | val_loss: 0.0312204 | Time: 1946.31 ms [2022-04-06 16:31:28 main:574] : INFO : Epoch 1929 | loss: 0.0312224 | val_loss: 0.0312128 | Time: 1917.79 ms [2022-04-06 16:31:30 main:574] : INFO : Epoch 1930 | loss: 0.0312172 | val_loss: 0.0312125 | Time: 1964.26 ms [2022-04-06 16:31:32 main:574] : INFO : Epoch 1931 | loss: 0.0312156 | val_loss: 0.031213 | Time: 1952.42 ms [2022-04-06 16:31:34 main:574] : INFO : Epoch 1932 | loss: 0.0312147 | val_loss: 0.0312127 | Time: 1998.34 ms [2022-04-06 16:31:36 main:574] : INFO : Epoch 1933 | loss: 0.031214 | val_loss: 0.0312116 | Time: 1986.78 ms [2022-04-06 16:31:38 main:574] : INFO : Epoch 1934 | loss: 0.0312132 | val_loss: 0.0312125 | Time: 1938.15 ms [2022-04-06 16:31:40 main:574] : INFO : Epoch 1935 | loss: 0.0312132 | val_loss: 0.031212 | Time: 1934.19 ms [2022-04-06 16:31:42 main:574] : INFO : Epoch 1936 | loss: 0.0312118 | val_loss: 0.0312112 | Time: 1907.53 ms [2022-04-06 16:31:44 main:574] : INFO : Epoch 1937 | loss: 0.0312119 | val_loss: 0.0312104 | Time: 1952.56 ms [2022-04-06 16:31:46 main:574] : INFO : Epoch 1938 | loss: 0.0312112 | val_loss: 0.0312102 | Time: 1909 ms [2022-04-06 16:31:48 main:574] : INFO : Epoch 1939 | loss: 0.0312106 | val_loss: 0.0312108 | Time: 1956.8 ms [2022-04-06 16:31:50 main:574] : INFO : Epoch 1940 | loss: 0.0312112 | val_loss: 0.031211 | Time: 2000.3 ms [2022-04-06 16:31:52 main:574] : INFO : Epoch 1941 | loss: 0.0312102 | val_loss: 0.0312115 | Time: 1888.24 ms [2022-04-06 16:31:54 main:574] : INFO : Epoch 1942 | loss: 0.0312113 | val_loss: 0.0312117 | Time: 1925.62 ms [2022-04-06 16:31:56 main:574] : INFO : Epoch 1943 | loss: 0.0312098 | val_loss: 0.0312114 | Time: 1906.12 ms [2022-04-06 16:31:57 main:574] : INFO : Epoch 1944 | loss: 0.0312096 | val_loss: 0.0312135 | Time: 1923.64 ms [2022-04-06 16:31:59 main:574] : INFO : Epoch 1945 | loss: 0.0312101 | val_loss: 0.0312112 | Time: 1936.45 ms [2022-04-06 16:32:01 main:574] : INFO : Epoch 1946 | loss: 0.0312095 | val_loss: 0.0312129 | Time: 1970.91 ms [2022-04-06 16:32:03 main:574] : INFO : Epoch 1947 | loss: 0.0312122 | val_loss: 0.0312115 | Time: 1918.45 ms [2022-04-06 16:32:05 main:574] : INFO : Epoch 1948 | loss: 0.0312101 | val_loss: 0.0312113 | Time: 1922.3 ms [2022-04-06 16:32:07 main:574] : INFO : Epoch 1949 | loss: 0.0312097 | val_loss: 0.0312107 | Time: 1922.73 ms [2022-04-06 16:32:09 main:574] : INFO : Epoch 1950 | loss: 0.0312089 | val_loss: 0.0312114 | Time: 1959.83 ms [2022-04-06 16:32:11 main:574] : INFO : Epoch 1951 | loss: 0.0312086 | val_loss: 0.0312118 | Time: 1896.63 ms [2022-04-06 16:32:13 main:574] : INFO : Epoch 1952 | loss: 0.0312097 | val_loss: 0.0312096 | Time: 1919.31 ms [2022-04-06 16:32:15 main:574] : INFO : Epoch 1953 | loss: 0.0312108 | val_loss: 0.031209 | Time: 1968.32 ms [2022-04-06 16:32:17 main:574] : INFO : Epoch 1954 | loss: 0.0312117 | val_loss: 0.0312146 | Time: 1956.38 ms [2022-04-06 16:32:19 main:574] : INFO : Epoch 1955 | loss: 0.0312104 | val_loss: 0.0312098 | Time: 1925.83 ms [2022-04-06 16:32:21 main:574] : INFO : Epoch 1956 | loss: 0.0312098 | val_loss: 0.031209 | Time: 1901.11 ms [2022-04-06 16:32:23 main:574] : INFO : Epoch 1957 | loss: 0.031209 | val_loss: 0.0312084 | Time: 1983.13 ms [2022-04-06 16:32:25 main:574] : INFO : Epoch 1958 | loss: 0.0312081 | val_loss: 0.0312079 | Time: 1875.41 ms [2022-04-06 16:32:27 main:574] : INFO : Epoch 1959 | loss: 0.0312085 | val_loss: 0.0312105 | Time: 1917.48 ms [2022-04-06 16:32:29 main:574] : INFO : Epoch 1960 | loss: 0.0312101 | val_loss: 0.0312102 | Time: 1965.55 ms [2022-04-06 16:32:31 main:574] : INFO : Epoch 1961 | loss: 0.0312088 | val_loss: 0.031208 | Time: 2059.79 ms [2022-04-06 16:32:33 main:574] : INFO : Epoch 1962 | loss: 0.0312081 | val_loss: 0.0312103 | Time: 1938.59 ms [2022-04-06 16:32:35 main:574] : INFO : Epoch 1963 | loss: 0.0312083 | val_loss: 0.0312086 | Time: 1981.31 ms [2022-04-06 16:32:37 main:574] : INFO : Epoch 1964 | loss: 0.0312075 | val_loss: 0.031208 | Time: 1924.59 ms [2022-04-06 16:32:39 main:574] : INFO : Epoch 1965 | loss: 0.031208 | val_loss: 0.0312076 | Time: 1927.21 ms [2022-04-06 16:32:40 main:574] : INFO : Epoch 1966 | loss: 0.0312079 | val_loss: 0.0312079 | Time: 1936.28 ms [2022-04-06 16:32:42 main:574] : INFO : Epoch 1967 | loss: 0.0312091 | val_loss: 0.031212 | Time: 1961.31 ms [2022-04-06 16:32:44 main:574] : INFO : Epoch 1968 | loss: 0.0312098 | val_loss: 0.0312066 | Time: 1959.35 ms [2022-04-06 16:32:46 main:574] : INFO : Epoch 1969 | loss: 0.0312075 | val_loss: 0.0312077 | Time: 1963.69 ms [2022-04-06 16:32:48 main:574] : INFO : Epoch 1970 | loss: 0.0312074 | val_loss: 0.0312062 | Time: 1921.17 ms [2022-04-06 16:32:50 main:574] : INFO : Epoch 1971 | loss: 0.0312079 | val_loss: 0.0312091 | Time: 1981.91 ms [2022-04-06 16:32:52 main:574] : INFO : Epoch 1972 | loss: 0.0312081 | val_loss: 0.031208 | Time: 1906.36 ms [2022-04-06 16:32:54 main:574] : INFO : Epoch 1973 | loss: 0.0312065 | val_loss: 0.0312088 | Time: 1944.77 ms [2022-04-06 16:32:56 main:574] : INFO : Epoch 1974 | loss: 0.0312063 | val_loss: 0.0312084 | Time: 1902 ms [2022-04-06 16:32:58 main:574] : INFO : Epoch 1975 | loss: 0.0312075 | val_loss: 0.0312116 | Time: 1925.97 ms [2022-04-06 16:33:00 main:574] : INFO : Epoch 1976 | loss: 0.0312078 | val_loss: 0.0312081 | Time: 1981.26 ms [2022-04-06 16:33:02 main:574] : INFO : Epoch 1977 | loss: 0.0312072 | val_loss: 0.0312146 | Time: 1900.99 ms [2022-04-06 16:33:04 main:574] : INFO : Epoch 1978 | loss: 0.0312072 | val_loss: 0.0312066 | Time: 1990.64 ms [2022-04-06 16:33:06 main:574] : INFO : Epoch 1979 | loss: 0.0312097 | val_loss: 0.0312095 | Time: 1912.5 ms [2022-04-06 16:33:08 main:574] : INFO : Epoch 1980 | loss: 0.0312136 | val_loss: 0.0312154 | Time: 1914.33 ms [2022-04-06 16:33:10 main:574] : INFO : Epoch 1981 | loss: 0.0312152 | val_loss: 0.0312123 | Time: 1957.26 ms [2022-04-06 16:33:12 main:574] : INFO : Epoch 1982 | loss: 0.0312147 | val_loss: 0.0312097 | Time: 1862.85 ms [2022-04-06 16:33:14 main:574] : INFO : Epoch 1983 | loss: 0.0312144 | val_loss: 0.0312308 | Time: 1919.93 ms [2022-04-06 16:33:16 main:574] : INFO : Epoch 1984 | loss: 0.0312339 | val_loss: 0.0312313 | Time: 1886.49 ms [2022-04-06 16:33:17 main:574] : INFO : Epoch 1985 | loss: 0.0312326 | val_loss: 0.0312329 | Time: 1922.86 ms [2022-04-06 16:33:20 main:574] : INFO : Epoch 1986 | loss: 0.0312326 | val_loss: 0.0312309 | Time: 2040.77 ms [2022-04-06 16:33:21 main:574] : INFO : Epoch 1987 | loss: 0.0312308 | val_loss: 0.0312297 | Time: 1879.98 ms [2022-04-06 16:33:23 main:574] : INFO : Epoch 1988 | loss: 0.0312295 | val_loss: 0.0312283 | Time: 1959.99 ms [2022-04-06 16:33:25 main:574] : INFO : Epoch 1989 | loss: 0.0312287 | val_loss: 0.0312317 | Time: 1894.85 ms [2022-04-06 16:33:27 main:574] : INFO : Epoch 1990 | loss: 0.0312295 | val_loss: 0.0312281 | Time: 1909.75 ms [2022-04-06 16:33:29 main:574] : INFO : Epoch 1991 | loss: 0.0312276 | val_loss: 0.0312265 | Time: 1878.06 ms [2022-04-06 16:33:31 main:574] : INFO : Epoch 1992 | loss: 0.031228 | val_loss: 0.0312251 | Time: 1918.37 ms [2022-04-06 16:33:33 main:574] : INFO : Epoch 1993 | loss: 0.0312161 | val_loss: 0.0312105 | Time: 1886.61 ms [2022-04-06 16:33:35 main:574] : INFO : Epoch 1994 | loss: 0.0312085 | val_loss: 0.031207 | Time: 1891.29 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-04-06 20:03:37 main:435] : INFO : Set logging level to 1 [2022-04-06 20:03:37 main:441] : INFO : Running in BOINC Client mode [2022-04-06 20:03:37 main:444] : INFO : Resolving all filenames [2022-04-06 20:03:37 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-06 20:03:37 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-06 20:03:37 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-06 20:03:37 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-06 20:03:37 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-06 20:03:37 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-06 20:03:38 main:474] : INFO : Configuration: [2022-04-06 20:03:38 main:475] : INFO : Model type: GRU [2022-04-06 20:03:38 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-06 20:03:38 main:477] : INFO : Max Epochs: 2048 [2022-04-06 20:03:38 main:478] : INFO : Batch Size: 128 [2022-04-06 20:03:38 main:479] : INFO : Learning Rate: 0.01 [2022-04-06 20:03:38 main:480] : INFO : Patience: 10 [2022-04-06 20:03:38 main:481] : INFO : Hidden Width: 12 [2022-04-06 20:03:38 main:482] : INFO : # Recurrent Layers: 4 [2022-04-06 20:03:38 main:483] : INFO : # Backend Layers: 4 [2022-04-06 20:03:38 main:484] : INFO : # Threads: 1 [2022-04-06 20:03:38 main:486] : INFO : Preparing Dataset [2022-04-06 20:03:38 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-06 20:03:38 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-06 20:03:40 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-06 20:03:40 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-06 20:03:40 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-06 20:03:40 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-06 20:03:40 main:494] : INFO : Creating Model [2022-04-06 20:03:40 main:507] : INFO : Preparing config file [2022-04-06 20:03:40 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-06 20:03:40 main:512] : INFO : Loading config [2022-04-06 20:03:40 main:514] : INFO : Loading state [2022-04-06 20:03:41 main:559] : INFO : Loading DataLoader into Memory [2022-04-06 20:03:41 main:562] : INFO : Starting Training [2022-04-06 20:03:43 main:574] : INFO : Epoch 1995 | loss: 0.031308 | val_loss: 0.0312603 | Time: 2199.21 ms [2022-04-06 20:03:45 main:574] : INFO : Epoch 1996 | loss: 0.0312453 | val_loss: 0.0312265 | Time: 1921.13 ms [2022-04-06 20:03:47 main:574] : INFO : Epoch 1997 | loss: 0.0312164 | val_loss: 0.0312114 | Time: 1868.18 ms [2022-04-06 20:03:49 main:574] : INFO : Epoch 1998 | loss: 0.0312097 | val_loss: 0.031208 | Time: 1826.03 ms [2022-04-06 20:03:51 main:574] : INFO : Epoch 1999 | loss: 0.0312065 | val_loss: 0.0312069 | Time: 1833.94 ms [2022-04-06 20:03:53 main:574] : INFO : Epoch 2000 | loss: 0.0312057 | val_loss: 0.0312019 | Time: 1958.62 ms [2022-04-06 20:03:55 main:574] : INFO : Epoch 2001 | loss: 0.0312058 | val_loss: 0.0311983 | Time: 1910.33 ms [2022-04-06 20:03:57 main:574] : INFO : Epoch 2002 | loss: 0.0312046 | val_loss: 0.0312004 | Time: 1864.24 ms [2022-04-06 20:03:59 main:574] : INFO : Epoch 2003 | loss: 0.0312036 | val_loss: 0.0311984 | Time: 1944.05 ms [2022-04-06 20:04:01 main:574] : INFO : Epoch 2004 | loss: 0.0312036 | val_loss: 0.0311988 | Time: 1974.73 ms [2022-04-06 20:04:03 main:574] : INFO : Epoch 2005 | loss: 0.0312021 | val_loss: 0.0312061 | Time: 1940.79 ms [2022-04-06 20:04:05 main:574] : INFO : Epoch 2006 | loss: 0.0312076 | val_loss: 0.0312036 | Time: 1935.71 ms [2022-04-06 20:04:07 main:574] : INFO : Epoch 2007 | loss: 0.0312041 | val_loss: 0.0312006 | Time: 1938.25 ms [2022-04-06 20:04:08 main:574] : INFO : Epoch 2008 | loss: 0.0312024 | val_loss: 0.0312041 | Time: 1918.4 ms [2022-04-06 20:04:10 main:574] : INFO : Epoch 2009 | loss: 0.0312012 | val_loss: 0.0312055 | Time: 1950.64 ms [2022-04-06 20:04:12 main:574] : INFO : Epoch 2010 | loss: 0.0312062 | val_loss: 0.0312094 | Time: 1905.24 ms [2022-04-06 20:04:14 main:574] : INFO : Epoch 2011 | loss: 0.0312061 | val_loss: 0.0312002 | Time: 1952.39 ms [2022-04-06 20:04:16 main:574] : INFO : Epoch 2012 | loss: 0.0312023 | val_loss: 0.0311986 | Time: 1877.6 ms [2022-04-06 20:04:18 main:574] : INFO : Epoch 2013 | loss: 0.0312011 | val_loss: 0.0312022 | Time: 1920.3 ms [2022-04-06 20:04:20 main:574] : INFO : Epoch 2014 | loss: 0.031201 | val_loss: 0.0312013 | Time: 1915.02 ms [2022-04-06 20:04:22 main:574] : INFO : Epoch 2015 | loss: 0.0311992 | val_loss: 0.0311953 | Time: 1958.92 ms [2022-04-06 20:04:24 main:574] : INFO : Epoch 2016 | loss: 0.0311975 | val_loss: 0.0311941 | Time: 1877.27 ms [2022-04-06 20:04:26 main:574] : INFO : Epoch 2017 | loss: 0.0311973 | val_loss: 0.0311955 | Time: 1954.03 ms [2022-04-06 20:04:28 main:574] : INFO : Epoch 2018 | loss: 0.0311969 | val_loss: 0.0311994 | Time: 1910.72 ms [2022-04-06 20:04:30 main:574] : INFO : Epoch 2019 | loss: 0.0311994 | val_loss: 0.0311961 | Time: 1940.02 ms [2022-04-06 20:04:32 main:574] : INFO : Epoch 2020 | loss: 0.0311965 | val_loss: 0.0311954 | Time: 1978.46 ms [2022-04-06 20:04:34 main:574] : INFO : Epoch 2021 | loss: 0.0311971 | val_loss: 0.0311966 | Time: 1878.18 ms [2022-04-06 20:04:36 main:574] : INFO : Epoch 2022 | loss: 0.0311975 | val_loss: 0.0311973 | Time: 1896.46 ms [2022-04-06 20:04:37 main:574] : INFO : Epoch 2023 | loss: 0.0311953 | val_loss: 0.0311991 | Time: 1905.4 ms [2022-04-06 20:04:39 main:574] : INFO : Epoch 2024 | loss: 0.0311946 | val_loss: 0.0311955 | Time: 1940.17 ms [2022-04-06 20:04:41 main:574] : INFO : Epoch 2025 | loss: 0.0311935 | val_loss: 0.0311941 | Time: 1871.16 ms [2022-04-06 20:04:43 main:574] : INFO : Epoch 2026 | loss: 0.0311939 | val_loss: 0.0311938 | Time: 1887 ms [2022-04-06 20:04:45 main:574] : INFO : Epoch 2027 | loss: 0.0311947 | val_loss: 0.0311978 | Time: 1885.1 ms [2022-04-06 20:04:47 main:574] : INFO : Epoch 2028 | loss: 0.0311948 | val_loss: 0.0311886 | Time: 1896.52 ms [2022-04-06 20:04:49 main:574] : INFO : Epoch 2029 | loss: 0.0311944 | val_loss: 0.0311935 | Time: 1917.28 ms [2022-04-06 20:04:51 main:574] : INFO : Epoch 2030 | loss: 0.0311942 | val_loss: 0.0311923 | Time: 1894.43 ms [2022-04-06 20:04:53 main:574] : INFO : Epoch 2031 | loss: 0.0311981 | val_loss: 0.0312071 | Time: 1899.7 ms [2022-04-06 20:04:55 main:574] : INFO : Epoch 2032 | loss: 0.0312001 | val_loss: 0.0311947 | Time: 1919.31 ms [2022-04-06 20:04:57 main:574] : INFO : Epoch 2033 | loss: 0.0311957 | val_loss: 0.0311893 | Time: 1923.08 ms [2022-04-06 20:04:59 main:574] : INFO : Epoch 2034 | loss: 0.0311933 | val_loss: 0.0312012 | Time: 1938.41 ms [2022-04-06 20:05:01 main:574] : INFO : Epoch 2035 | loss: 0.0311943 | val_loss: 0.0311914 | Time: 1939.66 ms [2022-04-06 20:05:03 main:574] : INFO : Epoch 2036 | loss: 0.0311942 | val_loss: 0.0311942 | Time: 1949.81 ms [2022-04-06 20:05:04 main:574] : INFO : Epoch 2037 | loss: 0.0311957 | val_loss: 0.031193 | Time: 1903.6 ms [2022-04-06 20:05:06 main:574] : INFO : Epoch 2038 | loss: 0.0311931 | val_loss: 0.0311915 | Time: 1994.66 ms [2022-04-06 20:05:08 main:574] : INFO : Epoch 2039 | loss: 0.0311925 | val_loss: 0.0311911 | Time: 1878.38 ms [2022-04-06 20:05:10 main:574] : INFO : Epoch 2040 | loss: 0.0311918 | val_loss: 0.0311943 | Time: 1929.9 ms [2022-04-06 20:05:12 main:574] : INFO : Epoch 2041 | loss: 0.0311943 | val_loss: 0.0311904 | Time: 1916.05 ms [2022-04-06 20:05:14 main:574] : INFO : Epoch 2042 | loss: 0.031191 | val_loss: 0.0311968 | Time: 1916.62 ms [2022-04-06 20:05:16 main:574] : INFO : Epoch 2043 | loss: 0.031194 | val_loss: 0.0311909 | Time: 1925.99 ms [2022-04-06 20:05:18 main:574] : INFO : Epoch 2044 | loss: 0.0311919 | val_loss: 0.0311905 | Time: 1934.61 ms [2022-04-06 20:05:20 main:574] : INFO : Epoch 2045 | loss: 0.0311909 | val_loss: 0.0311897 | Time: 1923.41 ms [2022-04-06 20:05:22 main:574] : INFO : Epoch 2046 | loss: 0.0311916 | val_loss: 0.0311899 | Time: 1906.28 ms [2022-04-06 20:05:24 main:574] : INFO : Epoch 2047 | loss: 0.0311909 | val_loss: 0.0311911 | Time: 1902.5 ms [2022-04-06 20:05:26 main:574] : INFO : Epoch 2048 | loss: 0.0311898 | val_loss: 0.0311899 | Time: 1944.4 ms [2022-04-06 20:05:26 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311899 [2022-04-06 20:05:26 main:603] : INFO : Saving end state to config to file [2022-04-06 20:05:26 main:608] : INFO : Success, exiting.. 20:05:26 (20848): called boinc_finish(0) </stderr_txt> ]]>
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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)