Task 12863346
| Name | ParityModified-1645997850-31919-2-0_0 |
| Workunit | 10002898 |
| Created | 10 Mar 2022, 6:56:58 UTC |
| Sent | 10 Mar 2022, 14:06:32 UTC |
| Report deadline | 18 Mar 2022, 14:06:32 UTC |
| Received | 10 Mar 2022, 23:39:40 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 16991 |
| Run time | 8 hours 11 min 1 sec |
| CPU time | 5 hours 40 min 27 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,305.84 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.54 GB |
| Peak swap size | 3.44 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> FO : Epoch 1552 | loss: 0.000637493 | val_loss: 0.000705221 | Time: 14036.9 ms [2022-03-10 14:42:38 main:574] : INFO : Epoch 1553 | loss: 0.000980147 | val_loss: 0.000942895 | Time: 14177.1 ms [2022-03-10 14:42:52 main:574] : INFO : Epoch 1554 | loss: 0.00101929 | val_loss: 0.000845271 | Time: 14006.3 ms [2022-03-10 14:43:06 main:574] : INFO : Epoch 1555 | loss: 0.000794456 | val_loss: 0.000642431 | Time: 14289.7 ms [2022-03-10 14:43:20 main:574] : INFO : Epoch 1556 | loss: 0.000628786 | val_loss: 0.000589337 | Time: 14167.6 ms [2022-03-10 14:43:34 main:574] : INFO : Epoch 1557 | loss: 0.000618713 | val_loss: 0.00180373 | Time: 14110 ms [2022-03-10 14:43:48 main:574] : INFO : Epoch 1558 | loss: 0.0027699 | val_loss: 0.00124257 | Time: 13640.6 ms [2022-03-10 14:44:01 main:574] : INFO : Epoch 1559 | loss: 0.00112163 | val_loss: 0.000892811 | Time: 13480.9 ms [2022-03-10 14:44:15 main:574] : INFO : Epoch 1560 | loss: 0.000864861 | val_loss: 0.00074936 | Time: 13421.2 ms [2022-03-10 14:44:29 main:574] : INFO : Epoch 1561 | loss: 0.000744312 | val_loss: 0.000675091 | Time: 13749.2 ms [2022-03-10 14:44:43 main:574] : INFO : Epoch 1562 | loss: 0.000679728 | val_loss: 0.000623984 | Time: 13995.2 ms [2022-03-10 14:44:57 main:574] : INFO : Epoch 1563 | loss: 0.000639398 | val_loss: 0.000589934 | Time: 14000.7 ms [2022-03-10 14:45:10 main:574] : INFO : Epoch 1564 | loss: 0.000609517 | val_loss: 0.000564415 | Time: 13835.8 ms [2022-03-10 14:45:24 main:574] : INFO : Epoch 1565 | loss: 0.000607322 | val_loss: 0.000907108 | Time: 13538.3 ms [2022-03-10 14:45:37 main:574] : INFO : Epoch 1566 | loss: 0.000871485 | val_loss: 0.00092259 | Time: 13413.6 ms [2022-03-10 14:45:51 main:574] : INFO : Epoch 1567 | loss: 0.00104129 | val_loss: 0.000925292 | Time: 13803.8 ms [2022-03-10 14:46:05 main:574] : INFO : Epoch 1568 | loss: 0.000811604 | val_loss: 0.000614417 | Time: 13476.1 ms [2022-03-10 14:46:18 main:574] : INFO : Epoch 1569 | loss: 0.000628774 | val_loss: 0.000568186 | Time: 13575.8 ms [2022-03-10 14:46:32 main:574] : INFO : Epoch 1570 | loss: 0.000595157 | val_loss: 0.00061072 | Time: 13913 ms [2022-03-10 14:46:46 main:574] : INFO : Epoch 1571 | loss: 0.00148626 | val_loss: 0.00115218 | Time: 13543 ms [2022-03-10 14:47:00 main:574] : INFO : Epoch 1572 | loss: 0.00106827 | val_loss: 0.000738041 | Time: 14041.8 ms [2022-03-10 14:47:14 main:574] : INFO : Epoch 1573 | loss: 0.000727434 | val_loss: 0.000623373 | Time: 13708.6 ms [2022-03-10 14:47:27 main:574] : INFO : Epoch 1574 | loss: 0.00062509 | val_loss: 0.00056152 | Time: 13457.7 ms [2022-03-10 14:47:40 main:574] : INFO : Epoch 1575 | loss: 0.000574093 | val_loss: 0.000525785 | Time: 13380 ms [2022-03-10 14:47:54 main:574] : INFO : Epoch 1576 | loss: 0.000660986 | val_loss: 0.00193479 | Time: 13642.3 ms [2022-03-10 14:48:08 main:574] : INFO : Epoch 1577 | loss: 0.00152193 | val_loss: 0.00106406 | Time: 14027 ms [2022-03-10 14:48:22 main:574] : INFO : Epoch 1578 | loss: 0.000786591 | val_loss: 0.000684175 | Time: 14117.8 ms [2022-03-10 14:48:36 main:574] : INFO : Epoch 1579 | loss: 0.000633199 | val_loss: 0.000568504 | Time: 14151 ms [2022-03-10 14:48:50 main:574] : INFO : Epoch 1580 | loss: 0.000568999 | val_loss: 0.000526966 | Time: 13981.1 ms [2022-03-10 14:49:05 main:574] : INFO : Epoch 1581 | loss: 0.000582457 | val_loss: 0.000992435 | Time: 14491.3 ms [2022-03-10 14:49:18 main:574] : INFO : Epoch 1582 | loss: 0.00109979 | val_loss: 0.000711079 | Time: 13353.2 ms [2022-03-10 14:49:33 main:574] : INFO : Epoch 1583 | loss: 0.000790433 | val_loss: 0.000558177 | Time: 14464.3 ms [2022-03-10 14:49:46 main:574] : INFO : Epoch 1584 | loss: 0.000581995 | val_loss: 0.000518195 | Time: 13219.5 ms [2022-03-10 14:49:59 main:574] : INFO : Epoch 1585 | loss: 0.000560826 | val_loss: 0.000636214 | Time: 13434.6 ms [2022-03-10 14:50:13 main:574] : INFO : Epoch 1586 | loss: 0.000883532 | val_loss: 0.000773703 | Time: 13400.1 ms [2022-03-10 14:50:27 main:574] : INFO : Epoch 1587 | loss: 0.000954605 | val_loss: 0.000556164 | Time: 13815 ms [2022-03-10 14:50:41 main:574] : INFO : Epoch 1588 | loss: 0.000874681 | val_loss: 0.000742276 | Time: 14200 ms [2022-03-10 14:50:55 main:574] : INFO : Epoch 1589 | loss: 0.000656234 | val_loss: 0.000531005 | Time: 14096 ms [2022-03-10 14:51:09 main:574] : INFO : Epoch 1590 | loss: 0.000552719 | val_loss: 0.000495385 | Time: 14065.6 ms [2022-03-10 14:51:24 main:574] : INFO : Epoch 1591 | loss: 0.000817031 | val_loss: 0.00194709 | Time: 14726.8 ms [2022-03-10 14:51:38 main:574] : INFO : Epoch 1592 | loss: 0.00190781 | val_loss: 0.000868139 | Time: 14188.6 ms [2022-03-10 14:51:52 main:574] : INFO : Epoch 1593 | loss: 0.000954966 | val_loss: 0.000742717 | Time: 14173 ms [2022-03-10 14:52:07 main:574] : INFO : Epoch 1594 | loss: 0.000698176 | val_loss: 0.000611556 | Time: 14243.2 ms [2022-03-10 14:52:20 main:574] : INFO : Epoch 1595 | loss: 0.000607132 | val_loss: 0.000546879 | Time: 13293.4 ms [2022-03-10 14:52:34 main:574] : INFO : Epoch 1596 | loss: 0.000556837 | val_loss: 0.000509999 | Time: 14332.6 ms [2022-03-10 14:52:48 main:574] : INFO : Epoch 1597 | loss: 0.000523402 | val_loss: 0.000481746 | Time: 13719.5 ms [2022-03-10 14:53:02 main:574] : INFO : Epoch 1598 | loss: 0.000497501 | val_loss: 0.000459437 | Time: 14414.2 ms [2022-03-10 14:53:16 main:574] : INFO : Epoch 1599 | loss: 0.00161374 | val_loss: 0.000924268 | Time: 13664.4 ms [2022-03-10 14:53:29 main:574] : INFO : Epoch 1600 | loss: 0.000950388 | val_loss: 0.000790141 | Time: 13065.8 ms [2022-03-10 14:53:43 main:574] : INFO : Epoch 1601 | loss: 0.000676864 | val_loss: 0.000567637 | Time: 13583.7 ms [2022-03-10 14:53:57 main:574] : INFO : Epoch 1602 | loss: 0.000575876 | val_loss: 0.000513196 | Time: 13959.7 ms [2022-03-10 14:54:11 main:574] : INFO : Epoch 1603 | loss: 0.0005244 | val_loss: 0.000480731 | Time: 14090.9 ms [2022-03-10 14:54:25 main:574] : INFO : Epoch 1604 | loss: 0.000497754 | val_loss: 0.000492977 | Time: 14092.6 ms [2022-03-10 14:54:38 main:574] : INFO : Epoch 1605 | loss: 0.000837794 | val_loss: 0.000605445 | Time: 13298.5 ms [2022-03-10 14:54:52 main:574] : INFO : Epoch 1606 | loss: 0.000912741 | val_loss: 0.000987549 | Time: 13166.9 ms [2022-03-10 14:55:05 main:574] : INFO : Epoch 1607 | loss: 0.000671096 | val_loss: 0.000525506 | Time: 13077.4 ms [2022-03-10 14:55:18 main:574] : INFO : Epoch 1608 | loss: 0.000545154 | val_loss: 0.000513088 | Time: 13506.6 ms [2022-03-10 14:55:33 main:574] : INFO : Epoch 1609 | loss: 0.000487315 | val_loss: 0.000438424 | Time: 14305.6 ms [2022-03-10 14:55:46 main:574] : INFO : Epoch 1610 | loss: 0.00122846 | val_loss: 0.0051024 | Time: 13790.8 ms [2022-03-10 14:56:00 main:574] : INFO : Epoch 1611 | loss: 0.00254591 | val_loss: 0.00113061 | Time: 13944.8 ms [2022-03-10 14:56:14 main:574] : INFO : Epoch 1612 | loss: 0.00102594 | val_loss: 0.000772053 | Time: 13852.2 ms [2022-03-10 14:56:28 main:574] : INFO : Epoch 1613 | loss: 0.000737562 | val_loss: 0.00062481 | Time: 13621.2 ms [2022-03-10 14:56:42 main:574] : INFO : Epoch 1614 | loss: 0.000626662 | val_loss: 0.000563086 | Time: 14267.8 ms [2022-03-10 14:56:56 main:574] : INFO : Epoch 1615 | loss: 0.000573116 | val_loss: 0.000524844 | Time: 13983.7 ms [2022-03-10 14:57:10 main:574] : INFO : Epoch 1616 | loss: 0.000540477 | val_loss: 0.000497702 | Time: 13893.1 ms [2022-03-10 14:57:25 main:574] : INFO : Epoch 1617 | loss: 0.000512976 | val_loss: 0.000475366 | Time: 14915.4 ms [2022-03-10 14:57:40 main:574] : INFO : Epoch 1618 | loss: 0.000492012 | val_loss: 0.000462987 | Time: 15019.7 ms [2022-03-10 14:57:55 main:574] : INFO : Epoch 1619 | loss: 0.000661529 | val_loss: 0.000997184 | Time: 14848.6 ms [2022-03-10 14:58:09 main:574] : INFO : Epoch 1620 | loss: 0.000963518 | val_loss: 0.000668884 | Time: 13811.2 ms [2022-03-10 14:58:22 main:574] : INFO : Epoch 1621 | loss: 0.000621322 | val_loss: 0.000578275 | Time: 13300.8 ms [2022-03-10 14:58:37 main:574] : INFO : Epoch 1622 | loss: 0.000518435 | val_loss: 0.000451122 | Time: 14827.7 ms [2022-03-10 14:58:52 main:574] : INFO : Epoch 1623 | loss: 0.000472952 | val_loss: 0.000420701 | Time: 14859.9 ms [2022-03-10 14:59:06 main:574] : INFO : Epoch 1624 | loss: 0.00135811 | val_loss: 0.00174207 | Time: 13781.2 ms [2022-03-10 14:59:20 main:574] : INFO : Epoch 1625 | loss: 0.00137814 | val_loss: 0.000967111 | Time: 14287.6 ms [2022-03-10 14:59:33 main:574] : INFO : Epoch 1626 | loss: 0.000735603 | val_loss: 0.00059142 | Time: 13558 ms [2022-03-10 14:59:46 main:574] : INFO : Epoch 1627 | loss: 0.000582272 | val_loss: 0.000512397 | Time: 13072.2 ms [2022-03-10 15:00:00 main:574] : INFO : Epoch 1628 | loss: 0.000517581 | val_loss: 0.000470718 | Time: 13418.8 ms [2022-03-10 15:00:16 main:574] : INFO : Epoch 1629 | loss: 0.000481068 | val_loss: 0.000442832 | Time: 15649.1 ms [2022-03-10 15:00:32 main:574] : INFO : Epoch 1630 | loss: 0.000458899 | val_loss: 0.00042829 | Time: 16100.8 ms [2022-03-10 15:00:46 main:574] : INFO : Epoch 1631 | loss: 0.000765159 | val_loss: 0.00104263 | Time: 14666.1 ms [2022-03-10 15:01:02 main:574] : INFO : Epoch 1632 | loss: 0.00127398 | val_loss: 0.000963702 | Time: 15101.9 ms [2022-03-10 15:01:17 main:574] : INFO : Epoch 1633 | loss: 0.000771117 | val_loss: 0.000568368 | Time: 15818.6 ms [2022-03-10 15:01:35 main:574] : INFO : Epoch 1634 | loss: 0.000555542 | val_loss: 0.000477322 | Time: 17811.1 ms [2022-03-10 15:01:51 main:574] : INFO : Epoch 1635 | loss: 0.000486726 | val_loss: 0.000440705 | Time: 16005 ms [2022-03-10 15:02:09 main:574] : INFO : Epoch 1636 | loss: 0.000450661 | val_loss: 0.000415535 | Time: 17588.9 ms [2022-03-10 15:02:28 main:574] : INFO : Epoch 1637 | loss: 0.00065332 | val_loss: 0.00127449 | Time: 19095.7 ms [2022-03-10 15:02:46 main:574] : INFO : Epoch 1638 | loss: 0.000854922 | val_loss: 0.000666134 | Time: 18190.3 ms [2022-03-10 15:03:05 main:574] : INFO : Epoch 1639 | loss: 0.000586656 | val_loss: 0.000486208 | Time: 18297.7 ms [2022-03-10 15:03:21 main:574] : INFO : Epoch 1640 | loss: 0.000459357 | val_loss: 0.000407191 | Time: 16043.2 ms [2022-03-10 15:03:35 main:574] : INFO : Epoch 1641 | loss: 0.000429829 | val_loss: 0.000514211 | Time: 14170.6 ms [2022-03-10 15:03:49 main:574] : INFO : Epoch 1642 | loss: 0.00120172 | val_loss: 0.000623734 | Time: 14331.2 ms [2022-03-10 15:04:03 main:574] : INFO : Epoch 1643 | loss: 0.000599624 | val_loss: 0.000466279 | Time: 14146.5 ms [2022-03-10 15:04:19 main:574] : INFO : Epoch 1644 | loss: 0.000469786 | val_loss: 0.000422824 | Time: 15343.7 ms [2022-03-10 15:04:32 main:574] : INFO : Epoch 1645 | loss: 0.000433595 | val_loss: 0.000392484 | Time: 13778.3 ms [2022-03-10 15:04:47 main:574] : INFO : Epoch 1646 | loss: 0.0008186 | val_loss: 0.00138071 | Time: 14019.3 ms [2022-03-10 15:05:01 main:574] : INFO : Epoch 1647 | loss: 0.000802782 | val_loss: 0.000559535 | Time: 14032.9 ms [2022-03-10 15:05:15 main:574] : INFO : Epoch 1648 | loss: 0.00048717 | val_loss: 0.000410358 | Time: 14306.2 ms [2022-03-10 15:05:29 main:574] : INFO : Epoch 1649 | loss: 0.00042423 | val_loss: 0.000387506 | Time: 14309.6 ms [2022-03-10 15:05:43 main:574] : INFO : Epoch 1650 | loss: 0.0007198 | val_loss: 0.000430676 | Time: 13578 ms [2022-03-10 15:05:57 main:574] : INFO : Epoch 1651 | loss: 0.00109356 | val_loss: 0.000599738 | Time: 14236.2 ms [2022-03-10 15:06:11 main:574] : INFO : Epoch 1652 | loss: 0.000618314 | val_loss: 0.000476014 | Time: 13423.3 ms [2022-03-10 15:06:26 main:574] : INFO : Epoch 1653 | loss: 0.000475339 | val_loss: 0.000424171 | Time: 15395.7 ms [2022-03-10 15:06:39 main:574] : INFO : Epoch 1654 | loss: 0.000426437 | val_loss: 0.000391646 | Time: 13445.4 ms [2022-03-10 15:06:54 main:574] : INFO : Epoch 1655 | loss: 0.000550724 | val_loss: 0.00227868 | Time: 14095.1 ms [2022-03-10 15:07:08 main:574] : INFO : Epoch 1656 | loss: 0.0012115 | val_loss: 0.00120606 | Time: 14258.6 ms [2022-03-10 15:07:22 main:574] : INFO : Epoch 1657 | loss: 0.000702012 | val_loss: 0.000496257 | Time: 14192 ms [2022-03-10 15:07:36 main:574] : INFO : Epoch 1658 | loss: 0.000508306 | val_loss: 0.000439835 | Time: 13961.7 ms [2022-03-10 15:07:50 main:574] : INFO : Epoch 1659 | loss: 0.000437286 | val_loss: 0.000398193 | Time: 13781.9 ms [2022-03-10 15:08:04 main:574] : INFO : Epoch 1660 | loss: 0.000412906 | val_loss: 0.000416536 | Time: 13924.8 ms [2022-03-10 15:08:18 main:574] : INFO : Epoch 1661 | loss: 0.000992242 | val_loss: 0.000993827 | Time: 14390.3 ms [2022-03-10 15:08:32 main:574] : INFO : Epoch 1662 | loss: 0.000901169 | val_loss: 0.000536918 | Time: 13967.6 ms [2022-03-10 15:08:46 main:574] : INFO : Epoch 1663 | loss: 0.000522562 | val_loss: 0.000439528 | Time: 13655.8 ms [2022-03-10 15:09:00 main:574] : INFO : Epoch 1664 | loss: 0.000436704 | val_loss: 0.000389643 | Time: 13993.8 ms [2022-03-10 15:09:14 main:574] : INFO : Epoch 1665 | loss: 0.000406728 | val_loss: 0.000416152 | Time: 14058.1 ms [2022-03-10 15:09:28 main:574] : INFO : Epoch 1666 | loss: 0.000804592 | val_loss: 0.00236321 | Time: 14357 ms [2022-03-10 15:09:46 main:574] : INFO : Epoch 1667 | loss: 0.00154797 | val_loss: 0.000704701 | Time: 17872.2 ms [2022-03-10 15:10:02 main:574] : INFO : Epoch 1668 | loss: 0.000800513 | val_loss: 0.000541828 | Time: 15241.7 ms [2022-03-10 15:10:15 main:574] : INFO : Epoch 1669 | loss: 0.00054407 | val_loss: 0.000455308 | Time: 13863.1 ms [2022-03-10 15:10:30 main:574] : INFO : Epoch 1670 | loss: 0.00045964 | val_loss: 0.0004141 | Time: 14320.3 ms [2022-03-10 15:10:45 main:574] : INFO : Epoch 1671 | loss: 0.000421512 | val_loss: 0.000384606 | Time: 14711.2 ms [2022-03-10 15:10:59 main:574] : INFO : Epoch 1672 | loss: 0.000396599 | val_loss: 0.000365517 | Time: 14118 ms [2022-03-10 15:11:14 main:574] : INFO : Epoch 1673 | loss: 0.000761593 | val_loss: 0.00122574 | Time: 14807.1 ms [2022-03-10 15:11:28 main:574] : INFO : Epoch 1674 | loss: 0.00103142 | val_loss: 0.000591244 | Time: 14267.4 ms [2022-03-10 15:11:42 main:574] : INFO : Epoch 1675 | loss: 0.00056748 | val_loss: 0.000454727 | Time: 14153.1 ms [2022-03-10 15:11:57 main:574] : INFO : Epoch 1676 | loss: 0.00044647 | val_loss: 0.000395728 | Time: 14593.1 ms [2022-03-10 15:12:13 main:574] : INFO : Epoch 1677 | loss: 0.000403385 | val_loss: 0.000374277 | Time: 15960.6 ms [2022-03-10 15:12:26 main:574] : INFO : Epoch 1678 | loss: 0.000390533 | val_loss: 0.00044616 | Time: 13225.8 ms [2022-03-10 15:12:40 main:574] : INFO : Epoch 1679 | loss: 0.00165224 | val_loss: 0.00141598 | Time: 14086.2 ms [2022-03-10 15:13:10 main:574] : INFO : Epoch 1680 | loss: 0.00105341 | val_loss: 0.000726734 | Time: 29667.8 ms [2022-03-10 15:13:26 main:574] : INFO : Epoch 1681 | loss: 0.000681633 | val_loss: 0.000576909 | Time: 16693.1 ms [2022-03-10 15:13:41 main:574] : INFO : Epoch 1682 | loss: 0.000566305 | val_loss: 0.00050722 | Time: 14961.1 ms [2022-03-10 15:13:55 main:574] : INFO : Epoch 1683 | loss: 0.000514142 | val_loss: 0.000465245 | Time: 13778.3 ms [2022-03-10 15:14:09 main:574] : INFO : Epoch 1684 | loss: 0.000476303 | val_loss: 0.000434153 | Time: 13990.9 ms [2022-03-10 15:14:23 main:574] : INFO : Epoch 1685 | loss: 0.000447316 | val_loss: 0.000410588 | Time: 14154.8 ms [2022-03-10 15:14:37 main:574] : INFO : Epoch 1686 | loss: 0.000874715 | val_loss: 0.00103888 | Time: 13934.4 ms [2022-03-10 15:14:51 main:574] : INFO : Epoch 1687 | loss: 0.00127826 | val_loss: 0.000681982 | Time: 13751.4 ms [2022-03-10 15:15:05 main:574] : INFO : Epoch 1688 | loss: 0.000628331 | val_loss: 0.000524757 | Time: 13541.1 ms [2022-03-10 15:15:18 main:574] : INFO : Epoch 1689 | loss: 0.000503516 | val_loss: 0.000448673 | Time: 13547.2 ms [2022-03-10 15:15:32 main:574] : INFO : Epoch 1690 | loss: 0.000453861 | val_loss: 0.00041187 | Time: 13992.9 ms [2022-03-10 15:15:46 main:574] : INFO : Epoch 1691 | loss: 0.000427693 | val_loss: 0.000398122 | Time: 14111.4 ms [2022-03-10 15:16:01 main:574] : INFO : Epoch 1692 | loss: 0.000640061 | val_loss: 0.00169168 | Time: 14256 ms [2022-03-10 15:16:14 main:574] : INFO : Epoch 1693 | loss: 0.00100593 | val_loss: 0.000511945 | Time: 13529.2 ms [2022-03-10 15:16:28 main:574] : INFO : Epoch 1694 | loss: 0.000538614 | val_loss: 0.000458462 | Time: 13602.9 ms [2022-03-10 15:16:42 main:574] : INFO : Epoch 1695 | loss: 0.000448901 | val_loss: 0.000401642 | Time: 14313.9 ms [2022-03-10 15:16:56 main:574] : INFO : Epoch 1696 | loss: 0.000412166 | val_loss: 0.000396276 | Time: 13903.6 ms [2022-03-10 15:17:11 main:574] : INFO : Epoch 1697 | loss: 0.000711876 | val_loss: 0.000687839 | Time: 14673.7 ms [2022-03-10 15:17:25 main:574] : INFO : Epoch 1698 | loss: 0.000897212 | val_loss: 0.000688131 | Time: 14060 ms [2022-03-10 15:17:38 main:574] : INFO : Epoch 1699 | loss: 0.00051411 | val_loss: 0.000446244 | Time: 13706 ms [2022-03-10 15:17:52 main:574] : INFO : Epoch 1700 | loss: 0.000428313 | val_loss: 0.000385959 | Time: 13936 ms [2022-03-10 15:18:07 main:574] : INFO : Epoch 1701 | loss: 0.000411279 | val_loss: 0.000466932 | Time: 14070 ms [2022-03-10 15:18:20 main:574] : INFO : Epoch 1702 | loss: 0.00089824 | val_loss: 0.00113498 | Time: 13631.2 ms [2022-03-10 15:18:34 main:574] : INFO : Epoch 1703 | loss: 0.000667425 | val_loss: 0.000480004 | Time: 13781.6 ms [2022-03-10 15:18:48 main:574] : INFO : Epoch 1704 | loss: 0.000460864 | val_loss: 0.000420195 | Time: 13986.5 ms [2022-03-10 15:19:02 main:574] : INFO : Epoch 1705 | loss: 0.000416483 | val_loss: 0.000373283 | Time: 14181.3 ms [2022-03-10 15:19:16 main:574] : INFO : Epoch 1706 | loss: 0.000669697 | val_loss: 0.0016257 | Time: 13586 ms [2022-03-10 15:19:31 main:574] : INFO : Epoch 1707 | loss: 0.0012499 | val_loss: 0.000982041 | Time: 15034.2 ms [2022-03-10 15:19:45 main:574] : INFO : Epoch 1708 | loss: 0.000632528 | val_loss: 0.000508647 | Time: 13842.1 ms [2022-03-10 15:19:59 main:574] : INFO : Epoch 1709 | loss: 0.000483291 | val_loss: 0.000414017 | Time: 14089.2 ms [2022-03-10 15:20:14 main:574] : INFO : Epoch 1710 | loss: 0.000420947 | val_loss: 0.000378203 | Time: 15016.4 ms [2022-03-10 15:20:28 main:574] : INFO : Epoch 1711 | loss: 0.000391713 | val_loss: 0.00035797 | Time: 14114.8 ms [2022-03-10 15:20:42 main:574] : INFO : Epoch 1712 | loss: 0.000621696 | val_loss: 0.00251251 | Time: 13875.7 ms [2022-03-10 15:20:56 main:574] : INFO : Epoch 1713 | loss: 0.00148064 | val_loss: 0.000563148 | Time: 13613.6 ms [2022-03-10 15:21:13 main:574] : INFO : Epoch 1714 | loss: 0.000662752 | val_loss: 0.000480933 | Time: 17272.4 ms [2022-03-10 15:21:30 main:574] : INFO : Epoch 1715 | loss: 0.000487166 | val_loss: 0.000428895 | Time: 17426.2 ms [2022-03-10 15:21:45 main:574] : INFO : Epoch 1716 | loss: 0.000429257 | val_loss: 0.000387268 | Time: 14223.2 ms [2022-03-10 15:21:58 main:574] : INFO : Epoch 1717 | loss: 0.000398185 | val_loss: 0.000367754 | Time: 13650.9 ms [2022-03-10 15:22:13 main:574] : INFO : Epoch 1718 | loss: 0.000383872 | val_loss: 0.000416227 | Time: 14514.3 ms [2022-03-10 15:22:27 main:574] : INFO : Epoch 1719 | loss: 0.000641789 | val_loss: 0.000361267 | Time: 14142.2 ms [2022-03-10 15:22:41 main:574] : INFO : Epoch 1720 | loss: 0.000498538 | val_loss: 0.000355293 | Time: 13831.5 ms [2022-03-10 15:22:55 main:574] : INFO : Epoch 1721 | loss: 0.000410173 | val_loss: 0.000435051 | Time: 14061.9 ms [2022-03-10 15:23:09 main:574] : INFO : Epoch 1722 | loss: 0.000400628 | val_loss: 0.000523383 | Time: 14175.6 ms [2022-03-10 15:23:23 main:574] : INFO : Epoch 1723 | loss: 0.00153922 | val_loss: 0.000878434 | Time: 13881.6 ms [2022-03-10 15:23:36 main:574] : INFO : Epoch 1724 | loss: 0.000693173 | val_loss: 0.000504975 | Time: 13314.6 ms [2022-03-10 15:23:50 main:574] : INFO : Epoch 1725 | loss: 0.000488441 | val_loss: 0.000418693 | Time: 13324.4 ms [2022-03-10 15:24:04 main:574] : INFO : Epoch 1726 | loss: 0.000418727 | val_loss: 0.000374215 | Time: 13981.2 ms [2022-03-10 15:24:18 main:574] : INFO : Epoch 1727 | loss: 0.000388589 | val_loss: 0.000362263 | Time: 14181.7 ms [2022-03-10 15:24:32 main:574] : INFO : Epoch 1728 | loss: 0.000373347 | val_loss: 0.000411028 | Time: 13794.4 ms [2022-03-10 15:24:45 main:574] : INFO : Epoch 1729 | loss: 0.000795005 | val_loss: 0.000795382 | Time: 13486.6 ms [2022-03-10 15:24:59 main:574] : INFO : Epoch 1730 | loss: 0.000511909 | val_loss: 0.00036527 | Time: 13826.1 ms [2022-03-10 15:25:13 main:574] : INFO : Epoch 1731 | loss: 0.000403566 | val_loss: 0.000350397 | Time: 13727.3 ms [2022-03-10 15:25:26 main:574] : INFO : Epoch 1732 | loss: 0.000373231 | val_loss: 0.000364261 | Time: 13345.4 ms [2022-03-10 15:25:39 main:574] : INFO : Epoch 1733 | loss: 0.000767476 | val_loss: 0.000411928 | Time: 13443 ms [2022-03-10 15:25:53 main:574] : INFO : Epoch 1734 | loss: 0.000616012 | val_loss: 0.000541538 | Time: 13742.9 ms [2022-03-10 15:26:07 main:574] : INFO : Epoch 1735 | loss: 0.000445022 | val_loss: 0.000380113 | Time: 13842.5 ms [2022-03-10 15:26:21 main:574] : INFO : Epoch 1736 | loss: 0.000382564 | val_loss: 0.000353302 | Time: 14414.1 ms [2022-03-10 15:26:35 main:574] : INFO : Epoch 1737 | loss: 0.000725412 | val_loss: 0.000926537 | Time: 13925.8 ms [2022-03-10 15:26:49 main:574] : INFO : Epoch 1738 | loss: 0.000954145 | val_loss: 0.000794064 | Time: 13718.7 ms [2022-03-10 15:27:02 main:574] : INFO : Epoch 1739 | loss: 0.000531777 | val_loss: 0.000453409 | Time: 13282.6 ms [2022-03-10 15:27:16 main:574] : INFO : Epoch 1740 | loss: 0.000412214 | val_loss: 0.000372451 | Time: 14008.1 ms [2022-03-10 15:27:30 main:574] : INFO : Epoch 1741 | loss: 0.000376274 | val_loss: 0.000355473 | Time: 13548.6 ms [2022-03-10 15:27:44 main:574] : INFO : Epoch 1742 | loss: 0.000414648 | val_loss: 0.000790375 | Time: 13463.6 ms [2022-03-10 15:27:58 main:574] : INFO : Epoch 1743 | loss: 0.000607679 | val_loss: 0.000549181 | Time: 14262.4 ms [2022-03-10 15:28:12 main:574] : INFO : Epoch 1744 | loss: 0.0004572 | val_loss: 0.000398819 | Time: 14329.4 ms [2022-03-10 15:28:26 main:574] : INFO : Epoch 1745 | loss: 0.000382115 | val_loss: 0.000318478 | Time: 14035.8 ms [2022-03-10 15:28:40 main:574] : INFO : Epoch 1746 | loss: 0.000990122 | val_loss: 0.00244334 | Time: 14090.8 ms [2022-03-10 15:28:54 main:574] : INFO : Epoch 1747 | loss: 0.00138933 | val_loss: 0.000548378 | Time: 13871.2 ms [2022-03-10 15:29:09 main:574] : INFO : Epoch 1748 | loss: 0.000651109 | val_loss: 0.00048294 | Time: 14380.5 ms [2022-03-10 15:29:23 main:574] : INFO : Epoch 1749 | loss: 0.000465365 | val_loss: 0.000402577 | Time: 14247.6 ms [2022-03-10 15:29:37 main:574] : INFO : Epoch 1750 | loss: 0.000406592 | val_loss: 0.00035996 | Time: 14186 ms [2022-03-10 15:29:51 main:574] : INFO : Epoch 1751 | loss: 0.000374804 | val_loss: 0.000340443 | Time: 13649.4 ms [2022-03-10 15:30:05 main:574] : INFO : Epoch 1752 | loss: 0.000355378 | val_loss: 0.000338263 | Time: 13865.9 ms [2022-03-10 15:30:18 main:574] : INFO : Epoch 1753 | loss: 0.000705512 | val_loss: 0.00139174 | Time: 13499.5 ms [2022-03-10 15:30:31 main:574] : INFO : Epoch 1754 | loss: 0.00073454 | val_loss: 0.000545069 | Time: 13283 ms [2022-03-10 15:30:45 main:574] : INFO : Epoch 1755 | loss: 0.000461486 | val_loss: 0.000363231 | Time: 13595.3 ms [2022-03-10 15:30:59 main:574] : INFO : Epoch 1756 | loss: 0.000386006 | val_loss: 0.000362279 | Time: 13977.6 ms [2022-03-10 15:31:13 main:574] : INFO : Epoch 1757 | loss: 0.000352623 | val_loss: 0.000316548 | Time: 14168.2 ms [2022-03-10 15:31:27 main:574] : INFO : Epoch 1758 | loss: 0.000763594 | val_loss: 0.000499468 | Time: 13920.6 ms [2022-03-10 15:31:41 main:574] : INFO : Epoch 1759 | loss: 0.00119603 | val_loss: 0.000762652 | Time: 14111 ms [2022-03-10 15:31:55 main:574] : INFO : Epoch 1760 | loss: 0.000577528 | val_loss: 0.000465114 | Time: 13357.9 ms [2022-03-10 15:32:09 main:574] : INFO : Epoch 1761 | loss: 0.000427297 | val_loss: 0.000375092 | Time: 14248.1 ms [2022-03-10 15:32:23 main:574] : INFO : Epoch 1762 | loss: 0.000378779 | val_loss: 0.000344397 | Time: 14100.4 ms [2022-03-10 15:32:37 main:574] : INFO : Epoch 1763 | loss: 0.000355429 | val_loss: 0.00032764 | Time: 13665.4 ms [2022-03-10 15:32:50 main:574] : INFO : Epoch 1764 | loss: 0.000348443 | val_loss: 0.000432769 | Time: 13542.6 ms [2022-03-10 15:33:04 main:574] : INFO : Epoch 1765 | loss: 0.00127066 | val_loss: 0.000664642 | Time: 13669.5 ms [2022-03-10 15:33:18 main:574] : INFO : Epoch 1766 | loss: 0.000609455 | val_loss: 0.000493875 | Time: 14013.9 ms [2022-03-10 15:33:32 main:574] : INFO : Epoch 1767 | loss: 0.000435845 | val_loss: 0.000376024 | Time: 14047.4 ms [2022-03-10 15:33:46 main:574] : INFO : Epoch 1768 | loss: 0.000376276 | val_loss: 0.000340135 | Time: 14098.5 ms [2022-03-10 15:34:00 main:574] : INFO : Epoch 1769 | loss: 0.00035117 | val_loss: 0.00032835 | Time: 14160.8 ms [2022-03-10 15:34:14 main:574] : INFO : Epoch 1770 | loss: 0.000341859 | val_loss: 0.000460367 | Time: 13860.2 ms [2022-03-10 15:34:28 main:574] : INFO : Epoch 1771 | loss: 0.00251294 | val_loss: 0.00401832 | Time: 13797.5 ms [2022-03-10 15:34:43 main:574] : INFO : Epoch 1772 | loss: 0.00223299 | val_loss: 0.00121555 | Time: 15193 ms [2022-03-10 15:34:57 main:574] : INFO : Epoch 1773 | loss: 0.00100343 | val_loss: 0.000666367 | Time: 13904.8 ms [2022-03-10 15:35:11 main:574] : INFO : Epoch 1774 | loss: 0.000597547 | val_loss: 0.000499035 | Time: 13999.8 ms [2022-03-10 15:35:25 main:574] : INFO : Epoch 1775 | loss: 0.000496614 | val_loss: 0.000442036 | Time: 13988.7 ms [2022-03-10 15:35:39 main:574] : INFO : Epoch 1776 | loss: 0.000451705 | val_loss: 0.000408618 | Time: 13741.1 ms [2022-03-10 15:35:53 main:574] : INFO : Epoch 1777 | loss: 0.00042179 | val_loss: 0.000384352 | Time: 13663 ms [2022-03-10 15:36:07 main:574] : INFO : Epoch 1778 | loss: 0.000399166 | val_loss: 0.00036157 | Time: 14016 ms [2022-03-10 15:36:20 main:574] : INFO : Epoch 1779 | loss: 0.000466062 | val_loss: 0.000375223 | Time: 13106.6 ms [2022-03-10 15:36:36 main:574] : INFO : Epoch 1780 | loss: 0.000445225 | val_loss: 0.000389425 | Time: 16221.9 ms [2022-03-10 15:36:49 main:574] : INFO : Epoch 1781 | loss: 0.000385765 | val_loss: 0.000328808 | Time: 13331 ms [2022-03-10 15:37:03 main:574] : INFO : Epoch 1782 | loss: 0.000412916 | val_loss: 0.0004075 | Time: 13363.1 ms [2022-03-10 15:37:17 main:574] : INFO : Epoch 1783 | loss: 0.000499625 | val_loss: 0.000322488 | Time: 13984.6 ms [2022-03-10 15:37:31 main:574] : INFO : Epoch 1784 | loss: 0.00038496 | val_loss: 0.000344465 | Time: 13971.2 ms [2022-03-10 15:37:45 main:574] : INFO : Epoch 1785 | loss: 0.000689074 | val_loss: 0.000506785 | Time: 14035.8 ms [2022-03-10 15:37:59 main:574] : INFO : Epoch 1786 | loss: 0.0014324 | val_loss: 0.000725402 | Time: 13819.7 ms [2022-03-10 15:38:13 main:574] : INFO : Epoch 1787 | loss: 0.000610281 | val_loss: 0.00050111 | Time: 14470.7 ms [2022-03-10 15:38:27 main:574] : INFO : Epoch 1788 | loss: 0.000446939 | val_loss: 0.000378691 | Time: 14235.1 ms [2022-03-10 15:38:41 main:574] : INFO : Epoch 1789 | loss: 0.000387016 | val_loss: 0.000346154 | Time: 13694.9 ms [2022-03-10 15:38:55 main:574] : INFO : Epoch 1790 | loss: 0.000355973 | val_loss: 0.0003213 | Time: 14142.7 ms [2022-03-10 15:39:10 main:574] : INFO : Epoch 1791 | loss: 0.00033393 | val_loss: 0.00030619 | Time: 14523.7 ms [2022-03-10 15:39:24 main:574] : INFO : Epoch 1792 | loss: 0.000833032 | val_loss: 0.00157684 | Time: 13692.7 ms [2022-03-10 15:39:38 main:574] : INFO : Epoch 1793 | loss: 0.00079235 | val_loss: 0.000543738 | Time: 14824.6 ms [2022-03-10 15:39:52 main:574] : INFO : Epoch 1794 | loss: 0.000457639 | val_loss: 0.000352495 | Time: 13596 ms [2022-03-10 15:40:06 main:574] : INFO : Epoch 1795 | loss: 0.000367111 | val_loss: 0.000320007 | Time: 14136.6 ms [2022-03-10 15:40:23 main:574] : INFO : Epoch 1796 | loss: 0.000326857 | val_loss: 0.000290139 | Time: 16491.4 ms [2022-03-10 15:40:36 main:574] : INFO : Epoch 1797 | loss: 0.000304073 | val_loss: 0.000389128 | Time: 13778.9 ms [2022-03-10 15:40:50 main:574] : INFO : Epoch 1798 | loss: 0.0011593 | val_loss: 0.000379847 | Time: 13611.3 ms [2022-03-10 15:41:05 main:574] : INFO : Epoch 1799 | loss: 0.000487467 | val_loss: 0.000421176 | Time: 14480.7 ms [2022-03-10 15:41:19 main:574] : INFO : Epoch 1800 | loss: 0.00037271 | val_loss: 0.000324894 | Time: 14309.8 ms [2022-03-10 15:41:33 main:574] : INFO : Epoch 1801 | loss: 0.000320641 | val_loss: 0.000282017 | Time: 14170.6 ms [2022-03-10 15:41:47 main:574] : INFO : Epoch 1802 | loss: 0.000292452 | val_loss: 0.000262003 | Time: 13315.1 ms [2022-03-10 15:42:01 main:574] : INFO : Epoch 1803 | loss: 0.000934882 | val_loss: 0.000739733 | Time: 14549.6 ms [2022-03-10 15:42:14 main:574] : INFO : Epoch 1804 | loss: 0.000716865 | val_loss: 0.000420323 | Time: 13399.9 ms [2022-03-10 15:42:28 main:574] : INFO : Epoch 1805 | loss: 0.000410653 | val_loss: 0.000340991 | Time: 13785.6 ms [2022-03-10 15:42:42 main:574] : INFO : Epoch 1806 | loss: 0.000331847 | val_loss: 0.000290571 | Time: 13655.9 ms [2022-03-10 15:43:00 main:574] : INFO : Epoch 1807 | loss: 0.000298211 | val_loss: 0.000266878 | Time: 17667.3 ms [2022-03-10 15:43:19 main:574] : INFO : Epoch 1808 | loss: 0.000335415 | val_loss: 0.00104682 | Time: 19657.4 ms [2022-03-10 15:43:39 main:574] : INFO : Epoch 1809 | loss: 0.000827673 | val_loss: 0.00039294 | Time: 19196.9 ms [2022-03-10 15:43:56 main:574] : INFO : Epoch 1810 | loss: 0.000396279 | val_loss: 0.000293546 | Time: 17147.3 ms [2022-03-10 15:44:13 main:574] : INFO : Epoch 1811 | loss: 0.000309613 | val_loss: 0.000272644 | Time: 17040.9 ms [2022-03-10 15:44:31 main:574] : INFO : Epoch 1812 | loss: 0.000282225 | val_loss: 0.000255786 | Time: 17668 ms [2022-03-10 15:44:46 main:574] : INFO : Epoch 1813 | loss: 0.000454129 | val_loss: 0.00280845 | Time: 15253.9 ms [2022-03-10 15:45:01 main:574] : INFO : Epoch 1814 | loss: 0.00698923 | val_loss: 0.00398419 | Time: 15456.8 ms [2022-03-10 15:45:15 main:574] : INFO : Epoch 1815 | loss: 0.0023618 | val_loss: 0.00128883 | Time: 13438.9 ms [2022-03-10 15:45:29 main:574] : INFO : Epoch 1816 | loss: 0.00119155 | val_loss: 0.000895157 | Time: 13793.4 ms [2022-03-10 15:45:43 main:574] : INFO : Epoch 1817 | loss: 0.000861805 | val_loss: 0.000741851 | Time: 14043.4 ms [2022-03-10 15:45:57 main:574] : INFO : Epoch 1818 | loss: 0.000735135 | val_loss: 0.000655233 | Time: 13833.1 ms [2022-03-10 15:46:11 main:574] : INFO : Epoch 1819 | loss: 0.000664805 | val_loss: 0.000601806 | Time: 14312.3 ms [2022-03-10 15:46:25 main:574] : INFO : Epoch 1820 | loss: 0.000620992 | val_loss: 0.000651649 | Time: 14427.4 ms [2022-03-10 15:46:39 main:574] : INFO : Epoch 1821 | loss: 0.000674312 | val_loss: 0.000566199 | Time: 13409.1 ms [2022-03-10 15:46:52 main:574] : INFO : Epoch 1822 | loss: 0.000558431 | val_loss: 0.000505582 | Time: 13271 ms [2022-03-10 15:47:05 main:574] : INFO : Epoch 1823 | loss: 0.000516588 | val_loss: 0.000470859 | Time: 13479.7 ms [2022-03-10 15:47:19 main:574] : INFO : Epoch 1824 | loss: 0.000818927 | val_loss: 0.000591885 | Time: 13786.6 ms [2022-03-10 15:47:34 main:574] : INFO : Epoch 1825 | loss: 0.000651825 | val_loss: 0.000499193 | Time: 14533.6 ms [2022-03-10 15:47:48 main:574] : INFO : Epoch 1826 | loss: 0.000527428 | val_loss: 0.00045677 | Time: 13726.6 ms [2022-03-10 15:48:02 main:574] : INFO : Epoch 1827 | loss: 0.000471179 | val_loss: 0.000421468 | Time: 14037.8 ms [2022-03-10 15:48:16 main:574] : INFO : Epoch 1828 | loss: 0.000436619 | val_loss: 0.000398364 | Time: 14204.9 ms [2022-03-10 15:48:30 main:574] : INFO : Epoch 1829 | loss: 0.000410861 | val_loss: 0.000373673 | Time: 14133.4 ms [2022-03-10 15:48:44 main:574] : INFO : Epoch 1830 | loss: 0.000533728 | val_loss: 0.00154221 | Time: 14152.3 ms [2022-03-10 15:48:59 main:574] : INFO : Epoch 1831 | loss: 0.000777229 | val_loss: 0.000487793 | Time: 14352.5 ms [2022-03-10 15:49:13 main:574] : INFO : Epoch 1832 | loss: 0.000472234 | val_loss: 0.000389904 | Time: 14192.2 ms [2022-03-10 15:49:27 main:574] : INFO : Epoch 1833 | loss: 0.000407 | val_loss: 0.000367957 | Time: 13912.4 ms [2022-03-10 15:49:41 main:574] : INFO : Epoch 1834 | loss: 0.000377789 | val_loss: 0.000344537 | Time: 14063.4 ms [2022-03-10 15:49:57 main:574] : INFO : Epoch 1835 | loss: 0.000462871 | val_loss: 0.00152463 | Time: 16011.2 ms [2022-03-10 15:50:11 main:574] : INFO : Epoch 1836 | loss: 0.00103823 | val_loss: 0.000484874 | Time: 13923.4 ms [2022-03-10 15:50:25 main:574] : INFO : Epoch 1837 | loss: 0.000519035 | val_loss: 0.000395111 | Time: 14176.7 ms [2022-03-10 15:50:39 main:574] : INFO : Epoch 1838 | loss: 0.000413998 | val_loss: 0.000373678 | Time: 13945.6 ms [2022-03-10 15:50:53 main:574] : INFO : Epoch 1839 | loss: 0.000378753 | val_loss: 0.000340576 | Time: 13735.6 ms [2022-03-10 15:51:07 main:574] : INFO : Epoch 1840 | loss: 0.000356561 | val_loss: 0.000325474 | Time: 14502 ms [2022-03-10 15:51:21 main:574] : INFO : Epoch 1841 | loss: 0.000862044 | val_loss: 0.00216574 | Time: 13902.3 ms [2022-03-10 15:51:35 main:574] : INFO : Epoch 1842 | loss: 0.0010759 | val_loss: 0.000693702 | Time: 14108.4 ms [2022-03-10 15:51:49 main:574] : INFO : Epoch 1843 | loss: 0.000542002 | val_loss: 0.000462874 | Time: 13776.3 ms [2022-03-10 15:52:03 main:574] : INFO : Epoch 1844 | loss: 0.000430652 | val_loss: 0.000380022 | Time: 13977.7 ms [2022-03-10 15:52:17 main:574] : INFO : Epoch 1845 | loss: 0.000385702 | val_loss: 0.000348126 | Time: 14016.9 ms [2022-03-10 15:52:31 main:574] : INFO : Epoch 1846 | loss: 0.000365011 | val_loss: 0.000353942 | Time: 13483.7 ms [2022-03-10 15:52:44 main:574] : INFO : Epoch 1847 | loss: 0.000351852 | val_loss: 0.000316957 | Time: 13317.3 ms [2022-03-10 15:52:58 main:574] : INFO : Epoch 1848 | loss: 0.000798051 | val_loss: 0.00172546 | Time: 13816.1 ms [2022-03-10 15:53:12 main:574] : INFO : Epoch 1849 | loss: 0.00105763 | val_loss: 0.000546639 | Time: 14097.2 ms [2022-03-10 15:53:26 main:574] : INFO : Epoch 1850 | loss: 0.000536552 | val_loss: 0.000444548 | Time: 14425.9 ms [2022-03-10 15:53:40 main:574] : INFO : Epoch 1851 | loss: 0.000414026 | val_loss: 0.000358304 | Time: 13877.4 ms [2022-03-10 15:53:54 main:574] : INFO : Epoch 1852 | loss: 0.000370031 | val_loss: 0.000336423 | Time: 13737.4 ms [2022-03-10 15:54:07 main:574] : INFO : Epoch 1853 | loss: 0.000349122 | val_loss: 0.000322038 | Time: 13252.4 ms [2022-03-10 15:54:20 main:574] : INFO : Epoch 1854 | loss: 0.000416559 | val_loss: 0.000406417 | Time: 12970.5 ms [2022-03-10 15:54:34 main:574] : INFO : Epoch 1855 | loss: 0.0004859 | val_loss: 0.0013602 | Time: 13546.7 ms [2022-03-10 15:54:48 main:574] : INFO : Epoch 1856 | loss: 0.000786013 | val_loss: 0.000675234 | Time: 14168.7 ms [2022-03-10 15:55:02 main:574] : INFO : Epoch 1857 | loss: 0.00045183 | val_loss: 0.000394002 | Time: 13917.4 ms [2022-03-10 15:55:16 main:574] : INFO : Epoch 1858 | loss: 0.000377625 | val_loss: 0.000348043 | Time: 14205.5 ms [2022-03-10 15:55:30 main:574] : INFO : Epoch 1859 | loss: 0.000353335 | val_loss: 0.000319656 | Time: 13562.6 ms [2022-03-10 15:55:43 main:574] : INFO : Epoch 1860 | loss: 0.000712859 | val_loss: 0.000634831 | Time: 13334.6 ms [2022-03-10 15:55:57 main:574] : INFO : Epoch 1861 | loss: 0.000937506 | val_loss: 0.000565536 | Time: 13792.6 ms [2022-03-10 15:56:10 main:574] : INFO : Epoch 1862 | loss: 0.000462779 | val_loss: 0.000366051 | Time: 13339.9 ms [2022-03-10 15:56:24 main:574] : INFO : Epoch 1863 | loss: 0.000370986 | val_loss: 0.000330429 | Time: 13692.5 ms [2022-03-10 15:56:38 main:574] : INFO : Epoch 1864 | loss: 0.000343397 | val_loss: 0.000313036 | Time: 14157 ms [2022-03-10 15:56:52 main:574] : INFO : Epoch 1865 | loss: 0.000329417 | val_loss: 0.000317995 | Time: 14020 ms [2022-03-10 15:57:06 main:574] : INFO : Epoch 1866 | loss: 0.00101318 | val_loss: 0.000885815 | Time: 14065.5 ms [2022-03-10 15:57:20 main:574] : INFO : Epoch 1867 | loss: 0.000592697 | val_loss: 0.000422168 | Time: 13764.8 ms [2022-03-10 15:57:34 main:574] : INFO : Epoch 1868 | loss: 0.000400586 | val_loss: 0.000350157 | Time: 13631.6 ms [2022-03-10 15:57:47 main:574] : INFO : Epoch 1869 | loss: 0.00034896 | val_loss: 0.000314592 | Time: 13264.9 ms [2022-03-10 15:58:00 main:574] : INFO : Epoch 1870 | loss: 0.000330912 | val_loss: 0.000313986 | Time: 13360.7 ms [2022-03-10 15:58:14 main:574] : INFO : Epoch 1871 | loss: 0.000557663 | val_loss: 0.000510097 | Time: 13860 ms [2022-03-10 15:58:28 main:574] : INFO : Epoch 1872 | loss: 0.00045538 | val_loss: 0.000403269 | Time: 13614 ms [2022-03-10 15:58:42 main:574] : INFO : Epoch 1873 | loss: 0.000364812 | val_loss: 0.000322564 | Time: 13990.7 ms [2022-03-10 15:58:56 main:574] : INFO : Epoch 1874 | loss: 0.000578168 | val_loss: 0.00151607 | Time: 14024.3 ms [2022-03-10 15:59:10 main:574] : INFO : Epoch 1875 | loss: 0.000976432 | val_loss: 0.00089669 | Time: 14012.1 ms [2022-03-10 15:59:24 main:574] : INFO : Epoch 1876 | loss: 0.00054866 | val_loss: 0.00041924 | Time: 13831.7 ms [2022-03-10 15:59:37 main:574] : INFO : Epoch 1877 | loss: 0.000385718 | val_loss: 0.000331216 | Time: 13715.2 ms [2022-03-10 15:59:51 main:574] : INFO : Epoch 1878 | loss: 0.000339114 | val_loss: 0.000310111 | Time: 13486.9 ms [2022-03-10 16:00:05 main:574] : INFO : Epoch 1879 | loss: 0.000319975 | val_loss: 0.000293732 | Time: 13592.1 ms [2022-03-10 16:00:18 main:574] : INFO : Epoch 1880 | loss: 0.000700581 | val_loss: 0.000571237 | Time: 13687.4 ms [2022-03-10 16:00:32 main:574] : INFO : Epoch 1881 | loss: 0.00062891 | val_loss: 0.000473065 | Time: 13706 ms [2022-03-10 16:00:46 main:574] : INFO : Epoch 1882 | loss: 0.000420793 | val_loss: 0.000355806 | Time: 14065.2 ms [2022-03-10 16:01:00 main:574] : INFO : Epoch 1883 | loss: 0.000345324 | val_loss: 0.000312997 | Time: 14160.4 ms [2022-03-10 16:01:14 main:574] : INFO : Epoch 1884 | loss: 0.000324053 | val_loss: 0.000348624 | Time: 14103.4 ms [2022-03-10 16:01:27 main:574] : INFO : Epoch 1885 | loss: 0.000485242 | val_loss: 0.000374084 | Time: 12939 ms [2022-03-10 16:01:41 main:574] : INFO : Epoch 1886 | loss: 0.000406316 | val_loss: 0.000604888 | Time: 13574.6 ms [2022-03-10 16:01:55 main:574] : INFO : Epoch 1887 | loss: 0.00043467 | val_loss: 0.00033393 | Time: 14330.2 ms [2022-03-10 16:02:09 main:574] : INFO : Epoch 1888 | loss: 0.000341477 | val_loss: 0.000313306 | Time: 13873.1 ms [2022-03-10 16:02:24 main:574] : INFO : Epoch 1889 | loss: 0.00113679 | val_loss: 0.000455039 | Time: 14613.6 ms [2022-03-10 16:02:37 main:574] : INFO : Epoch 1890 | loss: 0.000702656 | val_loss: 0.000526606 | Time: 13324.6 ms [2022-03-10 16:02:51 main:574] : INFO : Epoch 1891 | loss: 0.000439507 | val_loss: 0.000350978 | Time: 13481.8 ms [2022-03-10 16:03:04 main:574] : INFO : Epoch 1892 | loss: 0.000355049 | val_loss: 0.000319151 | Time: 13850.2 ms [2022-03-10 16:03:18 main:574] : INFO : Epoch 1893 | loss: 0.000324855 | val_loss: 0.000296554 | Time: 14048.4 ms [2022-03-10 16:03:32 main:574] : INFO : Epoch 1894 | loss: 0.000309234 | val_loss: 0.00028607 | Time: 13740 ms [2022-03-10 16:03:46 main:574] : INFO : Epoch 1895 | loss: 0.00106993 | val_loss: 0.00120861 | Time: 14245.5 ms [2022-03-10 16:04:00 main:574] : INFO : Epoch 1896 | loss: 0.0177348 | val_loss: 0.0227198 | Time: 13124.1 ms [2022-03-10 16:04:13 main:574] : INFO : Epoch 1897 | loss: 0.0211432 | val_loss: 0.0195988 | Time: 13181.1 ms [2022-03-10 16:04:26 main:574] : INFO : Epoch 1898 | loss: 0.0191211 | val_loss: 0.0186504 | Time: 13534.2 ms [2022-03-10 16:04:40 main:574] : INFO : Epoch 1899 | loss: 0.0185679 | val_loss: 0.0181134 | Time: 14070.4 ms [2022-03-10 16:04:54 main:574] : INFO : Epoch 1900 | loss: 0.0191171 | val_loss: 0.0185954 | Time: 13896.1 ms [2022-03-10 16:05:09 main:574] : INFO : Epoch 1901 | loss: 0.0187041 | val_loss: 0.0180521 | Time: 14347 ms [2022-03-10 16:05:22 main:574] : INFO : Epoch 1902 | loss: 0.0181168 | val_loss: 0.0178571 | Time: 13432.6 ms [2022-03-10 16:05:36 main:574] : INFO : Epoch 1903 | loss: 0.0178922 | val_loss: 0.0176768 | Time: 13626.5 ms [2022-03-10 16:05:50 main:574] : INFO : Epoch 1904 | loss: 0.0177348 | val_loss: 0.0175436 | Time: 13752.7 ms [2022-03-10 16:06:03 main:574] : INFO : Epoch 1905 | loss: 0.01762 | val_loss: 0.017423 | Time: 13099.3 ms [2022-03-10 16:06:19 main:574] : INFO : Epoch 1906 | loss: 0.0174996 | val_loss: 0.0173345 | Time: 15896.5 ms [2022-03-10 16:06:33 main:574] : INFO : Epoch 1907 | loss: 0.017405 | val_loss: 0.0172173 | Time: 13901.1 ms [2022-03-10 16:06:46 main:574] : INFO : Epoch 1908 | loss: 0.0172875 | val_loss: 0.0171008 | Time: 13767.2 ms [2022-03-10 16:07:00 main:574] : INFO : Epoch 1909 | loss: 0.0171979 | val_loss: 0.0170354 | Time: 13425 ms [2022-03-10 16:07:13 main:574] : INFO : Epoch 1910 | loss: 0.0171131 | val_loss: 0.0169503 | Time: 13464.7 ms [2022-03-10 16:07:27 main:574] : INFO : Epoch 1911 | loss: 0.0170457 | val_loss: 0.0168841 | Time: 14005.1 ms [2022-03-10 16:07:42 main:574] : INFO : Epoch 1912 | loss: 0.0170018 | val_loss: 0.0168262 | Time: 14222.5 ms [2022-03-10 16:07:56 main:574] : INFO : Epoch 1913 | loss: 0.0169259 | val_loss: 0.0167487 | Time: 14284.1 ms [2022-03-10 16:08:10 main:574] : INFO : Epoch 1914 | loss: 0.0168424 | val_loss: 0.0166503 | Time: 14080.3 ms [2022-03-10 16:08:24 main:574] : INFO : Epoch 1915 | loss: 0.0167833 | val_loss: 0.016614 | Time: 14356.1 ms [2022-03-10 16:08:39 main:574] : INFO : Epoch 1916 | loss: 0.01667 | val_loss: 0.016433 | Time: 14306.6 ms [2022-03-10 16:08:53 main:574] : INFO : Epoch 1917 | loss: 0.016427 | val_loss: 0.0160443 | Time: 14284.9 ms [2022-03-10 16:09:07 main:574] : INFO : Epoch 1918 | loss: 0.0160524 | val_loss: 0.0158385 | Time: 13586.2 ms [2022-03-10 16:09:20 main:574] : INFO : Epoch 1919 | loss: 0.0160052 | val_loss: 0.0157838 | Time: 13644.7 ms [2022-03-10 16:09:34 main:574] : INFO : Epoch 1920 | loss: 0.0159259 | val_loss: 0.0157126 | Time: 14265.6 ms [2022-03-10 16:09:49 main:574] : INFO : Epoch 1921 | loss: 0.0157879 | val_loss: 0.0156194 | Time: 14505 ms [2022-03-10 16:10:03 main:574] : INFO : Epoch 1922 | loss: 0.0157344 | val_loss: 0.0155793 | Time: 13921.4 ms [2022-03-10 16:10:17 main:574] : INFO : Epoch 1923 | loss: 0.015699 | val_loss: 0.0155574 | Time: 14493 ms [2022-03-10 16:10:32 main:574] : INFO : Epoch 1924 | loss: 0.015674 | val_loss: 0.0155382 | Time: 14277.3 ms [2022-03-10 16:10:46 main:574] : INFO : Epoch 1925 | loss: 0.0156547 | val_loss: 0.0155164 | Time: 14180.7 ms [2022-03-10 16:11:00 main:574] : INFO : Epoch 1926 | loss: 0.01564 | val_loss: 0.0155184 | Time: 14162.6 ms [2022-03-10 16:11:14 main:574] : INFO : Epoch 1927 | loss: 0.0156245 | val_loss: 0.0154865 | Time: 13877 ms [2022-03-10 16:11:28 main:574] : INFO : Epoch 1928 | loss: 0.0156122 | val_loss: 0.015475 | Time: 13779.6 ms [2022-03-10 16:11:42 main:574] : INFO : Epoch 1929 | loss: 0.015592 | val_loss: 0.0154509 | Time: 13948.3 ms [2022-03-10 16:11:56 main:574] : INFO : Epoch 1930 | loss: 0.0155704 | val_loss: 0.0154351 | Time: 13787.2 ms [2022-03-10 16:12:10 main:574] : INFO : Epoch 1931 | loss: 0.0155553 | val_loss: 0.015423 | Time: 14599.3 ms [2022-03-10 16:12:24 main:574] : INFO : Epoch 1932 | loss: 0.0155436 | val_loss: 0.0154057 | Time: 13528.1 ms [2022-03-10 16:12:38 main:574] : INFO : Epoch 1933 | loss: 0.0155285 | val_loss: 0.0154009 | Time: 14212 ms [2022-03-10 16:12:52 main:574] : INFO : Epoch 1934 | loss: 0.0155153 | val_loss: 0.0153852 | Time: 14049.7 ms [2022-03-10 16:13:07 main:574] : INFO : Epoch 1935 | loss: 0.0155004 | val_loss: 0.015367 | Time: 15139.4 ms [2022-03-10 16:13:21 main:574] : INFO : Epoch 1936 | loss: 0.015485 | val_loss: 0.0153623 | Time: 14039.7 ms [2022-03-10 16:13:35 main:574] : INFO : Epoch 1937 | loss: 0.0154942 | val_loss: 0.0153636 | Time: 13982.3 ms [2022-03-10 16:13:49 main:574] : INFO : Epoch 1938 | loss: 0.0154656 | val_loss: 0.0153327 | Time: 13716 ms [2022-03-10 16:14:03 main:574] : INFO : Epoch 1939 | loss: 0.0154594 | val_loss: 0.0153705 | Time: 14047.4 ms [2022-03-10 16:14:17 main:574] : INFO : Epoch 1940 | loss: 0.0154519 | val_loss: 0.0153121 | Time: 13915.5 ms [2022-03-10 16:14:31 main:574] : INFO : Epoch 1941 | loss: 0.0154328 | val_loss: 0.0153006 | Time: 14034.9 ms [2022-03-10 16:14:45 main:574] : INFO : Epoch 1942 | loss: 0.0154205 | val_loss: 0.0152935 | Time: 13885.9 ms [2022-03-10 16:14:59 main:574] : INFO : Epoch 1943 | loss: 0.0154152 | val_loss: 0.0152839 | Time: 13883.9 ms [2022-03-10 16:15:12 main:574] : INFO : Epoch 1944 | loss: 0.015408 | val_loss: 0.0152777 | Time: 13505.9 ms [2022-03-10 16:15:26 main:574] : INFO : Epoch 1945 | loss: 0.0154008 | val_loss: 0.0152719 | Time: 13977.4 ms [2022-03-10 16:15:40 main:574] : INFO : Epoch 1946 | loss: 0.0153968 | val_loss: 0.0152678 | Time: 13665.8 ms [2022-03-10 16:15:54 main:574] : INFO : Epoch 1947 | loss: 0.0153933 | val_loss: 0.015265 | Time: 13909 ms [2022-03-10 16:16:08 main:574] : INFO : Epoch 1948 | loss: 0.0153897 | val_loss: 0.0152583 | Time: 14109 ms [2022-03-10 16:16:22 main:574] : INFO : Epoch 1949 | loss: 0.0153776 | val_loss: 0.0152546 | Time: 13770.3 ms [2022-03-10 16:16:36 main:574] : INFO : Epoch 1950 | loss: 0.015382 | val_loss: 0.0152619 | Time: 13558.2 ms [2022-03-10 16:16:49 main:574] : INFO : Epoch 1951 | loss: 0.0153726 | val_loss: 0.0152389 | Time: 13779.1 ms [2022-03-10 16:17:03 main:574] : INFO : Epoch 1952 | loss: 0.0153619 | val_loss: 0.015234 | Time: 13214.8 ms [2022-03-10 16:17:16 main:574] : INFO : Epoch 1953 | loss: 0.0153575 | val_loss: 0.0152329 | Time: 13190.5 ms [2022-03-10 16:17:30 main:574] : INFO : Epoch 1954 | loss: 0.0153592 | val_loss: 0.0152351 | Time: 14213.6 ms [2022-03-10 16:17:44 main:574] : INFO : Epoch 1955 | loss: 0.0153519 | val_loss: 0.0152326 | Time: 13965 ms [2022-03-10 16:17:58 main:574] : INFO : Epoch 1956 | loss: 0.0153462 | val_loss: 0.0152221 | Time: 14305.4 ms [2022-03-10 16:18:12 main:574] : INFO : Epoch 1957 | loss: 0.0153386 | val_loss: 0.0152076 | Time: 14147.1 ms [2022-03-10 16:18:27 main:574] : INFO : Epoch 1958 | loss: 0.0153326 | val_loss: 0.0152171 | Time: 14268 ms [2022-03-10 16:18:41 main:574] : INFO : Epoch 1959 | loss: 0.0153345 | val_loss: 0.0152042 | Time: 13966.5 ms [2022-03-10 16:18:54 main:574] : INFO : Epoch 1960 | loss: 0.0153372 | val_loss: 0.0152081 | Time: 13741.6 ms [2022-03-10 16:19:08 main:574] : INFO : Epoch 1961 | loss: 0.0153322 | val_loss: 0.0152159 | Time: 13845.9 ms [2022-03-10 16:19:22 main:574] : INFO : Epoch 1962 | loss: 0.0153193 | val_loss: 0.0151878 | Time: 14049.9 ms [2022-03-10 16:19:36 main:574] : INFO : Epoch 1963 | loss: 0.0153095 | val_loss: 0.0151883 | Time: 14065.3 ms [2022-03-10 16:19:50 main:574] : INFO : Epoch 1964 | loss: 0.0153061 | val_loss: 0.0151756 | Time: 13967.8 ms [2022-03-10 16:20:04 main:574] : INFO : Epoch 1965 | loss: 0.0153052 | val_loss: 0.0151922 | Time: 13529.5 ms [2022-03-10 16:20:18 main:574] : INFO : Epoch 1966 | loss: 0.0152914 | val_loss: 0.0151645 | Time: 14203 ms [2022-03-10 16:20:32 main:574] : INFO : Epoch 1967 | loss: 0.0152848 | val_loss: 0.0151535 | Time: 13906.5 ms [2022-03-10 16:20:46 main:574] : INFO : Epoch 1968 | loss: 0.0152764 | val_loss: 0.01515 | Time: 13717.1 ms [2022-03-10 16:21:00 main:574] : INFO : Epoch 1969 | loss: 0.0152711 | val_loss: 0.0151456 | Time: 13958.1 ms [2022-03-10 16:21:14 main:574] : INFO : Epoch 1970 | loss: 0.0152667 | val_loss: 0.0151422 | Time: 13699.1 ms [2022-03-10 16:21:29 main:574] : INFO : Epoch 1971 | loss: 0.015259 | val_loss: 0.0151294 | Time: 14967.8 ms [2022-03-10 16:21:43 main:574] : INFO : Epoch 1972 | loss: 0.0152529 | val_loss: 0.0151244 | Time: 14073.1 ms [2022-03-10 16:21:56 main:574] : INFO : Epoch 1973 | loss: 0.0152505 | val_loss: 0.0151374 | Time: 13800.7 ms [2022-03-10 16:22:11 main:574] : INFO : Epoch 1974 | loss: 0.0152404 | val_loss: 0.015115 | Time: 14310 ms [2022-03-10 16:22:25 main:574] : INFO : Epoch 1975 | loss: 0.0152319 | val_loss: 0.0151085 | Time: 14591.1 ms [2022-03-10 16:22:39 main:574] : INFO : Epoch 1976 | loss: 0.0152264 | val_loss: 0.0151001 | Time: 13418.6 ms [2022-03-10 16:22:53 main:574] : INFO : Epoch 1977 | loss: 0.01522 | val_loss: 0.0150993 | Time: 13912.2 ms [2022-03-10 16:23:07 main:574] : INFO : Epoch 1978 | loss: 0.0152177 | val_loss: 0.0150904 | Time: 13695.2 ms [2022-03-10 16:23:20 main:574] : INFO : Epoch 1979 | loss: 0.0152157 | val_loss: 0.0150857 | Time: 13835.4 ms [2022-03-10 16:23:33 main:574] : INFO : Epoch 1980 | loss: 0.0152052 | val_loss: 0.0150825 | Time: 12823.2 ms [2022-03-10 16:23:47 main:574] : INFO : Epoch 1981 | loss: 0.0151967 | val_loss: 0.0150834 | Time: 13911.6 ms [2022-03-10 16:24:01 main:574] : INFO : Epoch 1982 | loss: 0.0151917 | val_loss: 0.0150669 | Time: 14043.8 ms [2022-03-10 16:24:15 main:574] : INFO : Epoch 1983 | loss: 0.0151813 | val_loss: 0.0150532 | Time: 13583.6 ms [2022-03-10 16:24:29 main:574] : INFO : Epoch 1984 | loss: 0.0151706 | val_loss: 0.0150484 | Time: 14099.6 ms [2022-03-10 16:24:43 main:574] : INFO : Epoch 1985 | loss: 0.0151504 | val_loss: 0.0150106 | Time: 14388.6 ms [2022-03-10 16:24:57 main:574] : INFO : Epoch 1986 | loss: 0.0150874 | val_loss: 0.0148986 | Time: 13392.5 ms [2022-03-10 16:25:11 main:574] : INFO : Epoch 1987 | loss: 0.0149475 | val_loss: 0.0146737 | Time: 13841.5 ms [2022-03-10 16:25:25 main:574] : INFO : Epoch 1988 | loss: 0.0148346 | val_loss: 0.0148101 | Time: 14312 ms [2022-03-10 16:25:39 main:574] : INFO : Epoch 1989 | loss: 0.0144015 | val_loss: 0.0138997 | Time: 13786 ms [2022-03-10 16:25:52 main:574] : INFO : Epoch 1990 | loss: 0.0136977 | val_loss: 0.0132121 | Time: 13673.7 ms [2022-03-10 16:26:06 main:574] : INFO : Epoch 1991 | loss: 0.0143374 | val_loss: 0.0141344 | Time: 13705.2 ms [2022-03-10 16:26:20 main:574] : INFO : Epoch 1992 | loss: 0.0136852 | val_loss: 0.0132378 | Time: 13941.8 ms [2022-03-10 16:26:34 main:574] : INFO : Epoch 1993 | loss: 0.0127987 | val_loss: 0.0124766 | Time: 14245.8 ms [2022-03-10 16:26:48 main:574] : INFO : Epoch 1994 | loss: 0.0122041 | val_loss: 0.0111491 | Time: 13805 ms [2022-03-10 16:27:02 main:574] : INFO : Epoch 1995 | loss: 0.0110582 | val_loss: 0.0106843 | Time: 13926.4 ms [2022-03-10 16:27:16 main:574] : INFO : Epoch 1996 | loss: 0.0106961 | val_loss: 0.0104911 | Time: 13718.6 ms [2022-03-10 16:27:29 main:574] : INFO : Epoch 1997 | loss: 0.0105772 | val_loss: 0.0104015 | Time: 12944.9 ms [2022-03-10 16:27:42 main:574] : INFO : Epoch 1998 | loss: 0.0105156 | val_loss: 0.0103482 | Time: 12907.2 ms [2022-03-10 16:27:56 main:574] : INFO : Epoch 1999 | loss: 0.0104961 | val_loss: 0.0103166 | Time: 13976.4 ms [2022-03-10 16:28:10 main:574] : INFO : Epoch 2000 | loss: 0.0104644 | val_loss: 0.0103101 | Time: 14160 ms [2022-03-10 16:28:24 main:574] : INFO : Epoch 2001 | loss: 0.010481 | val_loss: 0.0102922 | Time: 14264.5 ms [2022-03-10 16:28:39 main:574] : INFO : Epoch 2002 | loss: 0.01045 | val_loss: 0.0102843 | Time: 14546.6 ms [2022-03-10 16:28:53 main:574] : INFO : Epoch 2003 | loss: 0.0105229 | val_loss: 0.0106256 | Time: 14321.4 ms [2022-03-10 16:29:07 main:574] : INFO : Epoch 2004 | loss: 0.0105823 | val_loss: 0.0101465 | Time: 14270 ms [2022-03-10 16:29:22 main:574] : INFO : Epoch 2005 | loss: 0.0102789 | val_loss: 0.0100173 | Time: 14175.3 ms [2022-03-10 16:29:36 main:574] : INFO : Epoch 2006 | loss: 0.0101154 | val_loss: 0.00992749 | Time: 14295 ms [2022-03-10 16:29:50 main:574] : INFO : Epoch 2007 | loss: 0.0100444 | val_loss: 0.00983053 | Time: 13710.5 ms [2022-03-10 16:30:03 main:574] : INFO : Epoch 2008 | loss: 0.0100275 | val_loss: 0.00974309 | Time: 13566.9 ms [2022-03-10 16:30:17 main:574] : INFO : Epoch 2009 | loss: 0.00896237 | val_loss: 0.00829147 | Time: 13416 ms [2022-03-10 16:30:30 main:574] : INFO : Epoch 2010 | loss: 0.00827353 | val_loss: 0.00797446 | Time: 13174.9 ms [2022-03-10 16:30:43 main:574] : INFO : Epoch 2011 | loss: 0.00801601 | val_loss: 0.00780659 | Time: 13531.5 ms [2022-03-10 16:30:57 main:574] : INFO : Epoch 2012 | loss: 0.00796569 | val_loss: 0.00816252 | Time: 13901.2 ms [2022-03-10 16:31:11 main:574] : INFO : Epoch 2013 | loss: 0.00923259 | val_loss: 0.0124043 | Time: 14188.2 ms [2022-03-10 16:31:26 main:574] : INFO : Epoch 2014 | loss: 0.012738 | val_loss: 0.0101264 | Time: 14134 ms [2022-03-10 16:31:39 main:574] : INFO : Epoch 2015 | loss: 0.00976506 | val_loss: 0.00888244 | Time: 13713.3 ms [2022-03-10 16:31:54 main:574] : INFO : Epoch 2016 | loss: 0.00891319 | val_loss: 0.00859004 | Time: 14158.8 ms [2022-03-10 16:32:07 main:574] : INFO : Epoch 2017 | loss: 0.00842495 | val_loss: 0.00808713 | Time: 13917.5 ms [2022-03-10 16:32:21 main:574] : INFO : Epoch 2018 | loss: 0.00813898 | val_loss: 0.00790582 | Time: 13411.7 ms [2022-03-10 16:32:34 main:574] : INFO : Epoch 2019 | loss: 0.00801948 | val_loss: 0.00781732 | Time: 12991.6 ms [2022-03-10 16:32:47 main:574] : INFO : Epoch 2020 | loss: 0.00791783 | val_loss: 0.00772273 | Time: 13506 ms [2022-03-10 16:33:01 main:574] : INFO : Epoch 2021 | loss: 0.00782702 | val_loss: 0.00765324 | Time: 13982.1 ms [2022-03-10 16:33:16 main:574] : INFO : Epoch 2022 | loss: 0.00780609 | val_loss: 0.00819737 | Time: 14068.5 ms [2022-03-10 16:33:30 main:574] : INFO : Epoch 2023 | loss: 0.00802225 | val_loss: 0.00765506 | Time: 14022.4 ms [2022-03-10 16:33:43 main:574] : INFO : Epoch 2024 | loss: 0.0077758 | val_loss: 0.00761223 | Time: 13854.4 ms [2022-03-10 16:33:58 main:574] : INFO : Epoch 2025 | loss: 0.00773823 | val_loss: 0.00764918 | Time: 14317.2 ms [2022-03-10 16:34:11 main:574] : INFO : Epoch 2026 | loss: 0.0077501 | val_loss: 0.00784708 | Time: 13570.8 ms [2022-03-10 16:34:25 main:574] : INFO : Epoch 2027 | loss: 0.00796305 | val_loss: 0.00758056 | Time: 13240.8 ms [2022-03-10 16:34:38 main:574] : INFO : Epoch 2028 | loss: 0.00779264 | val_loss: 0.00770494 | Time: 13676 ms [2022-03-10 16:34:52 main:574] : INFO : Epoch 2029 | loss: 0.00771507 | val_loss: 0.0075501 | Time: 13361 ms [2022-03-10 16:35:06 main:574] : INFO : Epoch 2030 | loss: 0.0076825 | val_loss: 0.00751944 | Time: 14093 ms [2022-03-10 16:35:20 main:574] : INFO : Epoch 2031 | loss: 0.00766076 | val_loss: 0.00751569 | Time: 14096 ms [2022-03-10 16:35:34 main:574] : INFO : Epoch 2032 | loss: 0.00764242 | val_loss: 0.00751471 | Time: 14439.7 ms [2022-03-10 16:35:48 main:574] : INFO : Epoch 2033 | loss: 0.00787028 | val_loss: 0.0075637 | Time: 14102 ms [2022-03-10 16:36:02 main:574] : INFO : Epoch 2034 | loss: 0.00782544 | val_loss: 0.00752155 | Time: 13996.2 ms [2022-03-10 16:36:17 main:574] : INFO : Epoch 2035 | loss: 0.00766762 | val_loss: 0.00755247 | Time: 14534 ms [2022-03-10 16:36:31 main:574] : INFO : Epoch 2036 | loss: 0.00765129 | val_loss: 0.00750142 | Time: 14381.9 ms [2022-03-10 16:36:46 main:574] : INFO : Epoch 2037 | loss: 0.00762934 | val_loss: 0.00748729 | Time: 14155.5 ms [2022-03-10 16:37:00 main:574] : INFO : Epoch 2038 | loss: 0.00768601 | val_loss: 0.00753457 | Time: 14056.6 ms [2022-03-10 16:37:13 main:574] : INFO : Epoch 2039 | loss: 0.00764318 | val_loss: 0.0074693 | Time: 13439.2 ms [2022-03-10 16:37:27 main:574] : INFO : Epoch 2040 | loss: 0.00760916 | val_loss: 0.00745684 | Time: 13994.3 ms [2022-03-10 16:37:41 main:574] : INFO : Epoch 2041 | loss: 0.00787168 | val_loss: 0.00750368 | Time: 13502.5 ms [2022-03-10 16:37:54 main:574] : INFO : Epoch 2042 | loss: 0.00768834 | val_loss: 0.00746898 | Time: 13584.4 ms [2022-03-10 16:38:08 main:574] : INFO : Epoch 2043 | loss: 0.00761555 | val_loss: 0.00746636 | Time: 13297.5 ms [2022-03-10 16:38:22 main:574] : INFO : Epoch 2044 | loss: 0.00759337 | val_loss: 0.00745555 | Time: 14006.2 ms [2022-03-10 16:38:36 main:574] : INFO : Epoch 2045 | loss: 0.00761947 | val_loss: 0.00745105 | Time: 14330.6 ms [2022-03-10 16:38:50 main:574] : INFO : Epoch 2046 | loss: 0.00764516 | val_loss: 0.00753203 | Time: 14087 ms [2022-03-10 16:39:05 main:574] : INFO : Epoch 2047 | loss: 0.0076503 | val_loss: 0.00761212 | Time: 14746.6 ms [2022-03-10 16:39:19 main:574] : INFO : Epoch 2048 | loss: 0.00759524 | val_loss: 0.00751475 | Time: 14167.4 ms [2022-03-10 16:39:19 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.00751475 [2022-03-10 16:39:19 main:603] : INFO : Saving end state to config to file [2022-03-10 16:39:19 main:608] : INFO : Success, exiting.. 16:39:19 (15688): 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)