| Name | ParityModified-1638632520-10144-3-0_1 |
| Workunit | 7554925 |
| Created | 11 Jan 2022, 20:14:48 UTC |
| Sent | 11 Jan 2022, 21:51:00 UTC |
| Report deadline | 19 Jan 2022, 21:51:00 UTC |
| Received | 12 Jan 2022, 12:49:39 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 16815 |
| Run time | 1 hours 39 min 30 sec |
| CPU time | 1 hours 39 min 16 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 17,976.49 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.72 GB |
| Peak swap size | 4.59 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 15 | Time: 1577.71 ms [2022-01-12 06:35:57 main:574] : INFO : Epoch 1546 | loss: 0.00690789 | val_loss: 0.0066995 | Time: 1585.68 ms [2022-01-12 06:35:59 main:574] : INFO : Epoch 1547 | loss: 0.00679523 | val_loss: 0.00681341 | Time: 1595.69 ms [2022-01-12 06:36:00 main:574] : INFO : Epoch 1548 | loss: 0.00667001 | val_loss: 0.00655222 | Time: 1621.86 ms [2022-01-12 06:36:02 main:574] : INFO : Epoch 1549 | loss: 0.00652001 | val_loss: 0.00648449 | Time: 1603.49 ms [2022-01-12 06:36:03 main:574] : INFO : Epoch 1550 | loss: 0.0064732 | val_loss: 0.00645786 | Time: 1516.73 ms [2022-01-12 06:36:05 main:574] : INFO : Epoch 1551 | loss: 0.00646541 | val_loss: 0.00644177 | Time: 1545.18 ms [2022-01-12 06:36:07 main:574] : INFO : Epoch 1552 | loss: 0.00644285 | val_loss: 0.00642735 | Time: 1577.21 ms [2022-01-12 06:36:08 main:574] : INFO : Epoch 1553 | loss: 0.00642881 | val_loss: 0.00643125 | Time: 1610.5 ms [2022-01-12 06:36:10 main:574] : INFO : Epoch 1554 | loss: 0.00643037 | val_loss: 0.00642599 | Time: 1633.14 ms [2022-01-12 06:36:11 main:574] : INFO : Epoch 1555 | loss: 0.00641958 | val_loss: 0.00641255 | Time: 1551.01 ms [2022-01-12 06:36:13 main:574] : INFO : Epoch 1556 | loss: 0.00641902 | val_loss: 0.00642375 | Time: 1591.02 ms [2022-01-12 06:36:15 main:574] : INFO : Epoch 1557 | loss: 0.0063447 | val_loss: 0.0062862 | Time: 1566.05 ms [2022-01-12 06:36:16 main:574] : INFO : Epoch 1558 | loss: 0.00605598 | val_loss: 0.00591067 | Time: 1538.63 ms [2022-01-12 06:36:18 main:574] : INFO : Epoch 1559 | loss: 0.00585772 | val_loss: 0.00580517 | Time: 1543.06 ms [2022-01-12 06:36:19 main:574] : INFO : Epoch 1560 | loss: 0.00581105 | val_loss: 0.00582796 | Time: 1497.59 ms [2022-01-12 06:36:21 main:574] : INFO : Epoch 1561 | loss: 0.00579647 | val_loss: 0.00576496 | Time: 1551.78 ms [2022-01-12 06:36:22 main:574] : INFO : Epoch 1562 | loss: 0.0057816 | val_loss: 0.00574237 | Time: 1556.41 ms [2022-01-12 06:36:24 main:574] : INFO : Epoch 1563 | loss: 0.00575503 | val_loss: 0.0057717 | Time: 1554.75 ms [2022-01-12 06:36:25 main:574] : INFO : Epoch 1564 | loss: 0.00596279 | val_loss: 0.00589499 | Time: 1547.89 ms [2022-01-12 06:36:27 main:574] : INFO : Epoch 1565 | loss: 0.00586504 | val_loss: 0.00579707 | Time: 1557.37 ms [2022-01-12 06:36:29 main:574] : INFO : Epoch 1566 | loss: 0.00585367 | val_loss: 0.00581211 | Time: 1618.12 ms [2022-01-12 06:36:30 main:574] : INFO : Epoch 1567 | loss: 0.00574826 | val_loss: 0.00567958 | Time: 1601.98 ms [2022-01-12 06:36:32 main:574] : INFO : Epoch 1568 | loss: 0.00567631 | val_loss: 0.00564568 | Time: 1534.71 ms [2022-01-12 06:36:33 main:574] : INFO : Epoch 1569 | loss: 0.00562042 | val_loss: 0.00557177 | Time: 1611.02 ms [2022-01-12 06:36:35 main:574] : INFO : Epoch 1570 | loss: 0.0056062 | val_loss: 0.0109818 | Time: 1535.97 ms [2022-01-12 06:36:36 main:574] : INFO : Epoch 1571 | loss: 0.016305 | val_loss: 0.0125871 | Time: 1602.07 ms [2022-01-12 06:36:38 main:574] : INFO : Epoch 1572 | loss: 0.0101438 | val_loss: 0.00849021 | Time: 1618.38 ms [2022-01-12 06:36:40 main:574] : INFO : Epoch 1573 | loss: 0.0078274 | val_loss: 0.00741408 | Time: 1563.85 ms [2022-01-12 06:36:41 main:574] : INFO : Epoch 1574 | loss: 0.00716346 | val_loss: 0.00692061 | Time: 1594.61 ms [2022-01-12 06:36:43 main:574] : INFO : Epoch 1575 | loss: 0.00682011 | val_loss: 0.00665689 | Time: 1602.34 ms [2022-01-12 06:36:44 main:574] : INFO : Epoch 1576 | loss: 0.00658949 | val_loss: 0.00646924 | Time: 1619.28 ms [2022-01-12 06:36:46 main:574] : INFO : Epoch 1577 | loss: 0.00645109 | val_loss: 0.00640071 | Time: 1560.62 ms [2022-01-12 06:36:48 main:574] : INFO : Epoch 1578 | loss: 0.00637493 | val_loss: 0.00625182 | Time: 1577.07 ms [2022-01-12 06:36:49 main:574] : INFO : Epoch 1579 | loss: 0.00631666 | val_loss: 0.00644817 | Time: 1556.58 ms [2022-01-12 06:36:51 main:574] : INFO : Epoch 1580 | loss: 0.00625986 | val_loss: 0.00617204 | Time: 1527.19 ms [2022-01-12 06:36:52 main:574] : INFO : Epoch 1581 | loss: 0.00615916 | val_loss: 0.00609288 | Time: 1566.88 ms [2022-01-12 06:36:54 main:574] : INFO : Epoch 1582 | loss: 0.00613465 | val_loss: 0.00608295 | Time: 1563.78 ms [2022-01-12 06:36:55 main:574] : INFO : Epoch 1583 | loss: 0.00607404 | val_loss: 0.00603224 | Time: 1607.45 ms [2022-01-12 06:36:57 main:574] : INFO : Epoch 1584 | loss: 0.0060895 | val_loss: 0.00610685 | Time: 1597.23 ms [2022-01-12 06:36:59 main:574] : INFO : Epoch 1585 | loss: 0.00606957 | val_loss: 0.00597534 | Time: 1584.97 ms [2022-01-12 06:37:00 main:574] : INFO : Epoch 1586 | loss: 0.00597828 | val_loss: 0.00593992 | Time: 1586.57 ms [2022-01-12 06:37:02 main:574] : INFO : Epoch 1587 | loss: 0.00593363 | val_loss: 0.00586984 | Time: 1553.45 ms [2022-01-12 06:37:03 main:574] : INFO : Epoch 1588 | loss: 0.00587315 | val_loss: 0.00581159 | Time: 1575.85 ms [2022-01-12 06:37:05 main:574] : INFO : Epoch 1589 | loss: 0.00592612 | val_loss: 0.00605158 | Time: 1616.83 ms [2022-01-12 06:37:07 main:574] : INFO : Epoch 1590 | loss: 0.00614503 | val_loss: 0.00640437 | Time: 1600.22 ms [2022-01-12 06:37:08 main:574] : INFO : Epoch 1591 | loss: 0.00616538 | val_loss: 0.00586572 | Time: 1546.55 ms [2022-01-12 06:37:10 main:574] : INFO : Epoch 1592 | loss: 0.00583703 | val_loss: 0.00569618 | Time: 1608.54 ms [2022-01-12 06:37:11 main:574] : INFO : Epoch 1593 | loss: 0.00569307 | val_loss: 0.00562595 | Time: 1616.59 ms [2022-01-12 06:37:13 main:574] : INFO : Epoch 1594 | loss: 0.00555394 | val_loss: 0.00545065 | Time: 1556.97 ms [2022-01-12 06:37:15 main:574] : INFO : Epoch 1595 | loss: 0.00546666 | val_loss: 0.00556369 | Time: 1631.4 ms [2022-01-12 06:37:16 main:574] : INFO : Epoch 1596 | loss: 0.00551952 | val_loss: 0.00535693 | Time: 1549.27 ms [2022-01-12 06:37:18 main:574] : INFO : Epoch 1597 | loss: 0.0054134 | val_loss: 0.00530229 | Time: 1597.22 ms [2022-01-12 06:37:19 main:574] : INFO : Epoch 1598 | loss: 0.00531402 | val_loss: 0.00525474 | Time: 1540.72 ms [2022-01-12 06:37:21 main:574] : INFO : Epoch 1599 | loss: 0.00536362 | val_loss: 0.00564085 | Time: 1545.88 ms [2022-01-12 06:37:22 main:574] : INFO : Epoch 1600 | loss: 0.00587001 | val_loss: 0.00635416 | Time: 1599.92 ms [2022-01-12 06:37:24 main:574] : INFO : Epoch 1601 | loss: 0.00651443 | val_loss: 0.00608743 | Time: 1573.33 ms [2022-01-12 06:37:26 main:574] : INFO : Epoch 1602 | loss: 0.00573961 | val_loss: 0.00546283 | Time: 1558.47 ms [2022-01-12 06:37:27 main:574] : INFO : Epoch 1603 | loss: 0.00538094 | val_loss: 0.00525152 | Time: 1598.69 ms [2022-01-12 06:37:29 main:574] : INFO : Epoch 1604 | loss: 0.00524661 | val_loss: 0.00517434 | Time: 1585.8 ms [2022-01-12 06:37:30 main:574] : INFO : Epoch 1605 | loss: 0.00519983 | val_loss: 0.00518237 | Time: 1556.7 ms [2022-01-12 06:37:32 main:574] : INFO : Epoch 1606 | loss: 0.00519875 | val_loss: 0.00520277 | Time: 1553.25 ms [2022-01-12 06:37:33 main:574] : INFO : Epoch 1607 | loss: 0.00527487 | val_loss: 0.00540694 | Time: 1584.91 ms [2022-01-12 06:37:35 main:574] : INFO : Epoch 1608 | loss: 0.00525061 | val_loss: 0.00513229 | Time: 1590.54 ms [2022-01-12 06:37:37 main:574] : INFO : Epoch 1609 | loss: 0.0051981 | val_loss: 0.00529615 | Time: 1551.54 ms [2022-01-12 06:37:38 main:574] : INFO : Epoch 1610 | loss: 0.00574827 | val_loss: 0.00557224 | Time: 1553.81 ms [2022-01-12 06:37:40 main:574] : INFO : Epoch 1611 | loss: 0.00537111 | val_loss: 0.00518823 | Time: 1571.27 ms [2022-01-12 06:37:41 main:574] : INFO : Epoch 1612 | loss: 0.00517777 | val_loss: 0.00513552 | Time: 1586.65 ms [2022-01-12 06:37:43 main:574] : INFO : Epoch 1613 | loss: 0.00512369 | val_loss: 0.00508738 | Time: 1592.62 ms [2022-01-12 06:37:44 main:574] : INFO : Epoch 1614 | loss: 0.0050898 | val_loss: 0.00506861 | Time: 1576.74 ms [2022-01-12 06:37:46 main:574] : INFO : Epoch 1615 | loss: 0.00509017 | val_loss: 0.00515171 | Time: 1608.68 ms [2022-01-12 06:37:48 main:574] : INFO : Epoch 1616 | loss: 0.00531259 | val_loss: 0.00522701 | Time: 1650.3 ms [2022-01-12 06:37:49 main:574] : INFO : Epoch 1617 | loss: 0.00528378 | val_loss: 0.00524834 | Time: 1563.99 ms [2022-01-12 06:37:51 main:574] : INFO : Epoch 1618 | loss: 0.0052543 | val_loss: 0.00513669 | Time: 1600.78 ms [2022-01-12 06:37:52 main:574] : INFO : Epoch 1619 | loss: 0.00512809 | val_loss: 0.00511371 | Time: 1578.75 ms [2022-01-12 06:37:54 main:574] : INFO : Epoch 1620 | loss: 0.00511015 | val_loss: 0.00504965 | Time: 1530.19 ms [2022-01-12 06:37:56 main:574] : INFO : Epoch 1621 | loss: 0.00504967 | val_loss: 0.00500906 | Time: 1540.38 ms [2022-01-12 06:37:57 main:574] : INFO : Epoch 1622 | loss: 0.00502863 | val_loss: 0.00503696 | Time: 1583.41 ms [2022-01-12 06:37:59 main:574] : INFO : Epoch 1623 | loss: 0.00501989 | val_loss: 0.00499053 | Time: 1610.39 ms [2022-01-12 06:38:00 main:574] : INFO : Epoch 1624 | loss: 0.00499587 | val_loss: 0.00498243 | Time: 1584.72 ms [2022-01-12 06:38:02 main:574] : INFO : Epoch 1625 | loss: 0.00499135 | val_loss: 0.00497855 | Time: 1599.21 ms [2022-01-12 06:38:04 main:574] : INFO : Epoch 1626 | loss: 0.00499275 | val_loss: 0.00497559 | Time: 1589.92 ms [2022-01-12 06:38:05 main:574] : INFO : Epoch 1627 | loss: 0.00502235 | val_loss: 0.00508605 | Time: 1518.75 ms [2022-01-12 06:38:07 main:574] : INFO : Epoch 1628 | loss: 0.00513658 | val_loss: 0.00507335 | Time: 1551.06 ms [2022-01-12 06:38:08 main:574] : INFO : Epoch 1629 | loss: 0.00501924 | val_loss: 0.00497454 | Time: 1513.35 ms [2022-01-12 06:38:10 main:574] : INFO : Epoch 1630 | loss: 0.0049741 | val_loss: 0.00494964 | Time: 1569.17 ms [2022-01-12 06:38:11 main:574] : INFO : Epoch 1631 | loss: 0.00495221 | val_loss: 0.00495394 | Time: 1516.27 ms [2022-01-12 06:38:13 main:574] : INFO : Epoch 1632 | loss: 0.00495645 | val_loss: 0.00493513 | Time: 1570.82 ms [2022-01-12 06:38:14 main:574] : INFO : Epoch 1633 | loss: 0.0049729 | val_loss: 0.00508306 | Time: 1565.53 ms [2022-01-12 06:38:16 main:574] : INFO : Epoch 1634 | loss: 0.00509892 | val_loss: 0.0051317 | Time: 1624.47 ms [2022-01-12 06:38:18 main:574] : INFO : Epoch 1635 | loss: 0.0053402 | val_loss: 0.00517072 | Time: 1562.01 ms [2022-01-12 06:38:19 main:574] : INFO : Epoch 1636 | loss: 0.00509395 | val_loss: 0.00498939 | Time: 1549.94 ms [2022-01-12 06:38:21 main:574] : INFO : Epoch 1637 | loss: 0.00500521 | val_loss: 0.00497842 | Time: 1615.15 ms [2022-01-12 06:38:22 main:574] : INFO : Epoch 1638 | loss: 0.00497342 | val_loss: 0.00495039 | Time: 1578.79 ms [2022-01-12 06:38:24 main:574] : INFO : Epoch 1639 | loss: 0.00495191 | val_loss: 0.00496872 | Time: 1618.85 ms [2022-01-12 06:38:25 main:574] : INFO : Epoch 1640 | loss: 0.00495077 | val_loss: 0.0049135 | Time: 1539.57 ms [2022-01-12 06:38:27 main:574] : INFO : Epoch 1641 | loss: 0.0049292 | val_loss: 0.00495861 | Time: 1535.81 ms [2022-01-12 06:38:29 main:574] : INFO : Epoch 1642 | loss: 0.00493417 | val_loss: 0.00489644 | Time: 1536.76 ms [2022-01-12 06:38:30 main:574] : INFO : Epoch 1643 | loss: 0.00495871 | val_loss: 0.00506072 | Time: 1526.17 ms [2022-01-12 06:38:32 main:574] : INFO : Epoch 1644 | loss: 0.00515193 | val_loss: 0.00528087 | Time: 1550.14 ms [2022-01-12 06:38:33 main:574] : INFO : Epoch 1645 | loss: 0.00509668 | val_loss: 0.00494981 | Time: 1645.83 ms [2022-01-12 06:38:35 main:574] : INFO : Epoch 1646 | loss: 0.00496845 | val_loss: 0.00493256 | Time: 1576.56 ms [2022-01-12 06:38:36 main:574] : INFO : Epoch 1647 | loss: 0.00492105 | val_loss: 0.00489774 | Time: 1605.27 ms [2022-01-12 06:38:38 main:574] : INFO : Epoch 1648 | loss: 0.00489175 | val_loss: 0.0048607 | Time: 1618.18 ms [2022-01-12 06:38:40 main:574] : INFO : Epoch 1649 | loss: 0.00480926 | val_loss: 0.00474091 | Time: 1632.05 ms [2022-01-12 06:38:41 main:574] : INFO : Epoch 1650 | loss: 0.00475019 | val_loss: 0.00472035 | Time: 1612.61 ms [2022-01-12 06:38:43 main:574] : INFO : Epoch 1651 | loss: 0.00473009 | val_loss: 0.00470483 | Time: 1624.49 ms [2022-01-12 06:38:45 main:574] : INFO : Epoch 1652 | loss: 0.00472575 | val_loss: 0.00470179 | Time: 1590.98 ms [2022-01-12 06:38:46 main:574] : INFO : Epoch 1653 | loss: 0.0047169 | val_loss: 0.00470604 | Time: 1585.99 ms [2022-01-12 06:38:48 main:574] : INFO : Epoch 1654 | loss: 0.00472237 | val_loss: 0.00472107 | Time: 1552.89 ms [2022-01-12 06:38:49 main:574] : INFO : Epoch 1655 | loss: 0.00472918 | val_loss: 0.0046977 | Time: 1601.97 ms [2022-01-12 06:38:51 main:574] : INFO : Epoch 1656 | loss: 0.00471972 | val_loss: 0.0046966 | Time: 1628.74 ms [2022-01-12 06:38:53 main:574] : INFO : Epoch 1657 | loss: 0.00473809 | val_loss: 0.0057647 | Time: 1595.95 ms [2022-01-12 06:38:54 main:574] : INFO : Epoch 1658 | loss: 0.00632527 | val_loss: 0.00617261 | Time: 1597.41 ms [2022-01-12 06:38:56 main:574] : INFO : Epoch 1659 | loss: 0.00579416 | val_loss: 0.00545831 | Time: 1607.7 ms [2022-01-12 06:38:57 main:574] : INFO : Epoch 1660 | loss: 0.00527961 | val_loss: 0.00513839 | Time: 1560.33 ms [2022-01-12 06:38:59 main:574] : INFO : Epoch 1661 | loss: 0.00502289 | val_loss: 0.00488996 | Time: 1611.91 ms [2022-01-12 06:39:00 main:574] : INFO : Epoch 1662 | loss: 0.00487247 | val_loss: 0.00480708 | Time: 1543.29 ms [2022-01-12 06:39:02 main:574] : INFO : Epoch 1663 | loss: 0.00483875 | val_loss: 0.00481133 | Time: 1556.67 ms [2022-01-12 06:39:04 main:574] : INFO : Epoch 1664 | loss: 0.00480803 | val_loss: 0.00476876 | Time: 1597.21 ms [2022-01-12 06:39:05 main:574] : INFO : Epoch 1665 | loss: 0.00479282 | val_loss: 0.00478294 | Time: 1602.89 ms [2022-01-12 06:39:07 main:574] : INFO : Epoch 1666 | loss: 0.00478976 | val_loss: 0.00475601 | Time: 1577.29 ms [2022-01-12 06:39:08 main:574] : INFO : Epoch 1667 | loss: 0.00477386 | val_loss: 0.00474778 | Time: 1615.51 ms [2022-01-12 06:39:10 main:574] : INFO : Epoch 1668 | loss: 0.00476289 | val_loss: 0.00474051 | Time: 1569.15 ms [2022-01-12 06:39:12 main:574] : INFO : Epoch 1669 | loss: 0.0047632 | val_loss: 0.00474268 | Time: 1574.8 ms [2022-01-12 06:39:13 main:574] : INFO : Epoch 1670 | loss: 0.00477746 | val_loss: 0.00474462 | Time: 1561.85 ms [2022-01-12 06:39:15 main:574] : INFO : Epoch 1671 | loss: 0.004803 | val_loss: 0.00474698 | Time: 1577.41 ms [2022-01-12 06:39:16 main:574] : INFO : Epoch 1672 | loss: 0.00476976 | val_loss: 0.0047449 | Time: 1520.3 ms [2022-01-12 06:39:18 main:574] : INFO : Epoch 1673 | loss: 0.0047685 | val_loss: 0.00474464 | Time: 1534.27 ms [2022-01-12 06:39:19 main:574] : INFO : Epoch 1674 | loss: 0.00476675 | val_loss: 0.00475305 | Time: 1490.4 ms [2022-01-12 06:39:21 main:574] : INFO : Epoch 1675 | loss: 0.0047558 | val_loss: 0.00472463 | Time: 1598.67 ms [2022-01-12 06:39:22 main:574] : INFO : Epoch 1676 | loss: 0.00475198 | val_loss: 0.00473079 | Time: 1592.3 ms [2022-01-12 06:39:24 main:574] : INFO : Epoch 1677 | loss: 0.00475956 | val_loss: 0.00474462 | Time: 1575.49 ms [2022-01-12 06:39:26 main:574] : INFO : Epoch 1678 | loss: 0.00475739 | val_loss: 0.00472259 | Time: 1577.54 ms [2022-01-12 06:39:27 main:574] : INFO : Epoch 1679 | loss: 0.00474176 | val_loss: 0.00472477 | Time: 1524.94 ms [2022-01-12 06:39:29 main:574] : INFO : Epoch 1680 | loss: 0.00476807 | val_loss: 0.00475695 | Time: 1549.07 ms [2022-01-12 06:39:30 main:574] : INFO : Epoch 1681 | loss: 0.00476242 | val_loss: 0.00475607 | Time: 1533.91 ms [2022-01-12 06:39:32 main:574] : INFO : Epoch 1682 | loss: 0.00478131 | val_loss: 0.00473558 | Time: 1517.52 ms [2022-01-12 06:39:33 main:574] : INFO : Epoch 1683 | loss: 0.00475934 | val_loss: 0.00472863 | Time: 1563.6 ms [2022-01-12 06:39:35 main:574] : INFO : Epoch 1684 | loss: 0.00474186 | val_loss: 0.00475769 | Time: 1546.84 ms [2022-01-12 06:39:36 main:574] : INFO : Epoch 1685 | loss: 0.00477439 | val_loss: 0.00474531 | Time: 1597.56 ms [2022-01-12 06:39:38 main:574] : INFO : Epoch 1686 | loss: 0.00481803 | val_loss: 0.00606982 | Time: 1672.52 ms [2022-01-12 06:39:40 main:574] : INFO : Epoch 1687 | loss: 0.0134514 | val_loss: 0.00991011 | Time: 1546.72 ms [2022-01-12 06:39:41 main:574] : INFO : Epoch 1688 | loss: 0.00845193 | val_loss: 0.00729155 | Time: 1611.38 ms [2022-01-12 06:39:43 main:574] : INFO : Epoch 1689 | loss: 0.00696246 | val_loss: 0.00641274 | Time: 1568.55 ms [2022-01-12 06:39:44 main:574] : INFO : Epoch 1690 | loss: 0.00625774 | val_loss: 0.00603543 | Time: 1627.77 ms [2022-01-12 06:39:46 main:574] : INFO : Epoch 1691 | loss: 0.00597164 | val_loss: 0.00582978 | Time: 1602.62 ms [2022-01-12 06:39:48 main:574] : INFO : Epoch 1692 | loss: 0.00578539 | val_loss: 0.00567486 | Time: 1565.81 ms [2022-01-12 06:39:49 main:574] : INFO : Epoch 1693 | loss: 0.0056507 | val_loss: 0.00555269 | Time: 1615.74 ms [2022-01-12 06:39:51 main:574] : INFO : Epoch 1694 | loss: 0.00554654 | val_loss: 0.00546165 | Time: 1581.34 ms [2022-01-12 06:39:52 main:574] : INFO : Epoch 1695 | loss: 0.00545855 | val_loss: 0.00539435 | Time: 1599.34 ms [2022-01-12 06:39:54 main:574] : INFO : Epoch 1696 | loss: 0.00540031 | val_loss: 0.00529134 | Time: 1597.3 ms [2022-01-12 06:39:56 main:574] : INFO : Epoch 1697 | loss: 0.00542746 | val_loss: 0.0053649 | Time: 1620.31 ms [2022-01-12 06:39:57 main:574] : INFO : Epoch 1698 | loss: 0.00541094 | val_loss: 0.00528244 | Time: 1574.29 ms [2022-01-12 06:39:59 main:574] : INFO : Epoch 1699 | loss: 0.00521807 | val_loss: 0.00510613 | Time: 1549.47 ms [2022-01-12 06:40:00 main:574] : INFO : Epoch 1700 | loss: 0.00493262 | val_loss: 0.00467162 | Time: 1579.53 ms [2022-01-12 06:40:02 main:574] : INFO : Epoch 1701 | loss: 0.00463477 | val_loss: 0.00456324 | Time: 1582.96 ms [2022-01-12 06:40:04 main:574] : INFO : Epoch 1702 | loss: 0.00456186 | val_loss: 0.00454836 | Time: 1579.82 ms [2022-01-12 06:40:05 main:574] : INFO : Epoch 1703 | loss: 0.00463236 | val_loss: 0.00500009 | Time: 1633.92 ms [2022-01-12 06:40:07 main:574] : INFO : Epoch 1704 | loss: 0.00522316 | val_loss: 0.00514183 | Time: 1486.13 ms [2022-01-12 06:40:08 main:574] : INFO : Epoch 1705 | loss: 0.00502081 | val_loss: 0.00474857 | Time: 1578.61 ms [2022-01-12 06:40:10 main:574] : INFO : Epoch 1706 | loss: 0.00473631 | val_loss: 0.00463537 | Time: 1565.27 ms [2022-01-12 06:40:11 main:574] : INFO : Epoch 1707 | loss: 0.00460226 | val_loss: 0.00449618 | Time: 1470.64 ms [2022-01-12 06:40:13 main:574] : INFO : Epoch 1708 | loss: 0.00454278 | val_loss: 0.00462546 | Time: 1575.1 ms [2022-01-12 06:40:14 main:574] : INFO : Epoch 1709 | loss: 0.00463903 | val_loss: 0.00461624 | Time: 1558.32 ms [2022-01-12 06:40:16 main:574] : INFO : Epoch 1710 | loss: 0.00477538 | val_loss: 0.00458842 | Time: 1573.49 ms [2022-01-12 06:40:18 main:574] : INFO : Epoch 1711 | loss: 0.00461152 | val_loss: 0.00450241 | Time: 1552.93 ms [2022-01-12 06:40:19 main:574] : INFO : Epoch 1712 | loss: 0.00448342 | val_loss: 0.00442432 | Time: 1541.43 ms [2022-01-12 06:40:21 main:574] : INFO : Epoch 1713 | loss: 0.00440695 | val_loss: 0.00436429 | Time: 1577.37 ms [2022-01-12 06:40:22 main:574] : INFO : Epoch 1714 | loss: 0.00436371 | val_loss: 0.00433479 | Time: 1566.4 ms [2022-01-12 06:40:24 main:574] : INFO : Epoch 1715 | loss: 0.00434808 | val_loss: 0.00432374 | Time: 1562.16 ms [2022-01-12 06:40:25 main:574] : INFO : Epoch 1716 | loss: 0.00433699 | val_loss: 0.00431524 | Time: 1605.56 ms [2022-01-12 06:40:27 main:574] : INFO : Epoch 1717 | loss: 0.00433406 | val_loss: 0.00431349 | Time: 1575.42 ms [2022-01-12 06:40:29 main:574] : INFO : Epoch 1718 | loss: 0.00434732 | val_loss: 0.00431882 | Time: 1568.72 ms [2022-01-12 06:40:30 main:574] : INFO : Epoch 1719 | loss: 0.00435032 | val_loss: 0.00437434 | Time: 1545.3 ms [2022-01-12 06:40:32 main:574] : INFO : Epoch 1720 | loss: 0.00434672 | val_loss: 0.00429904 | Time: 1529.82 ms [2022-01-12 06:40:33 main:574] : INFO : Epoch 1721 | loss: 0.00432498 | val_loss: 0.00429169 | Time: 1577.17 ms [2022-01-12 06:40:35 main:574] : INFO : Epoch 1722 | loss: 0.00431976 | val_loss: 0.00429673 | Time: 1583.41 ms [2022-01-12 06:40:37 main:574] : INFO : Epoch 1723 | loss: 0.00432416 | val_loss: 0.00431554 | Time: 1698.22 ms [2022-01-12 06:40:38 main:574] : INFO : Epoch 1724 | loss: 0.00433216 | val_loss: 0.00428635 | Time: 1684.34 ms [2022-01-12 06:40:40 main:574] : INFO : Epoch 1725 | loss: 0.00442718 | val_loss: 0.004507 | Time: 1567.33 ms [2022-01-12 06:40:41 main:574] : INFO : Epoch 1726 | loss: 0.00445445 | val_loss: 0.00436034 | Time: 1543.32 ms [2022-01-12 06:40:43 main:574] : INFO : Epoch 1727 | loss: 0.00443189 | val_loss: 0.00441532 | Time: 1576.47 ms [2022-01-12 06:40:45 main:574] : INFO : Epoch 1728 | loss: 0.00434832 | val_loss: 0.00432282 | Time: 1630.91 ms [2022-01-12 06:40:46 main:574] : INFO : Epoch 1729 | loss: 0.00463096 | val_loss: 0.00474352 | Time: 1566.13 ms [2022-01-12 06:40:48 main:574] : INFO : Epoch 1730 | loss: 0.00455917 | val_loss: 0.00438555 | Time: 1582.21 ms [2022-01-12 06:40:49 main:574] : INFO : Epoch 1731 | loss: 0.0043598 | val_loss: 0.00428772 | Time: 1585.45 ms [2022-01-12 06:40:51 main:574] : INFO : Epoch 1732 | loss: 0.00428935 | val_loss: 0.00425672 | Time: 1619.22 ms [2022-01-12 06:40:53 main:574] : INFO : Epoch 1733 | loss: 0.00425975 | val_loss: 0.00425327 | Time: 1612.12 ms [2022-01-12 06:40:54 main:574] : INFO : Epoch 1734 | loss: 0.00425405 | val_loss: 0.00423924 | Time: 1647.82 ms [2022-01-12 06:40:56 main:574] : INFO : Epoch 1735 | loss: 0.00424352 | val_loss: 0.00422838 | Time: 1585.18 ms [2022-01-12 06:40:57 main:574] : INFO : Epoch 1736 | loss: 0.00424612 | val_loss: 0.00424682 | Time: 1569.13 ms [2022-01-12 06:40:59 main:574] : INFO : Epoch 1737 | loss: 0.00426928 | val_loss: 0.00434138 | Time: 1585.39 ms [2022-01-12 06:41:01 main:574] : INFO : Epoch 1738 | loss: 0.00435293 | val_loss: 0.00430108 | Time: 1563.12 ms [2022-01-12 06:41:02 main:574] : INFO : Epoch 1739 | loss: 0.00430504 | val_loss: 0.00429621 | Time: 1623.89 ms [2022-01-12 06:41:04 main:574] : INFO : Epoch 1740 | loss: 0.00445576 | val_loss: 0.00451862 | Time: 1560.46 ms [2022-01-12 06:41:05 main:574] : INFO : Epoch 1741 | loss: 0.00460683 | val_loss: 0.00437164 | Time: 1606.83 ms [2022-01-12 06:41:07 main:574] : INFO : Epoch 1742 | loss: 0.00444735 | val_loss: 0.00437584 | Time: 1601.91 ms [2022-01-12 06:41:09 main:574] : INFO : Epoch 1743 | loss: 0.00463321 | val_loss: 0.0117562 | Time: 1635.43 ms [2022-01-12 06:41:10 main:574] : INFO : Epoch 1744 | loss: 0.0196097 | val_loss: 0.0223701 | Time: 1590.09 ms [2022-01-12 06:41:12 main:574] : INFO : Epoch 1745 | loss: 0.0232319 | val_loss: 0.0269929 | Time: 1568.77 ms [2022-01-12 06:41:13 main:574] : INFO : Epoch 1746 | loss: 0.0271657 | val_loss: 0.0268385 | Time: 1624.35 ms [2022-01-12 06:41:15 main:574] : INFO : Epoch 1747 | loss: 0.0263906 | val_loss: 0.0257473 | Time: 1559.37 ms [2022-01-12 06:41:16 main:574] : INFO : Epoch 1748 | loss: 0.0256829 | val_loss: 0.0254732 | Time: 1544.91 ms [2022-01-12 06:41:18 main:574] : INFO : Epoch 1749 | loss: 0.0251975 | val_loss: 0.025123 | Time: 1554.87 ms [2022-01-12 06:41:20 main:574] : INFO : Epoch 1750 | loss: 0.0246328 | val_loss: 0.0243766 | Time: 1601.49 ms [2022-01-12 06:41:21 main:574] : INFO : Epoch 1751 | loss: 0.0241068 | val_loss: 0.0238987 | Time: 1614.66 ms [2022-01-12 06:41:23 main:574] : INFO : Epoch 1752 | loss: 0.0235063 | val_loss: 0.023132 | Time: 1561.7 ms [2022-01-12 06:41:24 main:574] : INFO : Epoch 1753 | loss: 0.0230018 | val_loss: 0.0246252 | Time: 1522.53 ms [2022-01-12 06:41:26 main:574] : INFO : Epoch 1754 | loss: 0.0238497 | val_loss: 0.0233922 | Time: 1645.07 ms [2022-01-12 06:41:28 main:574] : INFO : Epoch 1755 | loss: 0.0227588 | val_loss: 0.022441 | Time: 1569.15 ms [2022-01-12 06:41:29 main:574] : INFO : Epoch 1756 | loss: 0.0221255 | val_loss: 0.0221583 | Time: 1600.83 ms [2022-01-12 06:41:31 main:574] : INFO : Epoch 1757 | loss: 0.0219157 | val_loss: 0.0217781 | Time: 1573.15 ms [2022-01-12 06:41:32 main:574] : INFO : Epoch 1758 | loss: 0.0215644 | val_loss: 0.0217139 | Time: 1595.92 ms [2022-01-12 06:41:34 main:574] : INFO : Epoch 1759 | loss: 0.0216009 | val_loss: 0.0215308 | Time: 1558.64 ms [2022-01-12 06:41:35 main:574] : INFO : Epoch 1760 | loss: 0.0209807 | val_loss: 0.0203566 | Time: 1598.6 ms [2022-01-12 06:41:37 main:574] : INFO : Epoch 1761 | loss: 0.0205781 | val_loss: 0.0231386 | Time: 1588.44 ms [2022-01-12 06:41:39 main:574] : INFO : Epoch 1762 | loss: 0.0237234 | val_loss: 0.022555 | Time: 1563.18 ms [2022-01-12 06:41:40 main:574] : INFO : Epoch 1763 | loss: 0.0248693 | val_loss: 0.0277256 | Time: 1606.71 ms [2022-01-12 06:41:42 main:574] : INFO : Epoch 1764 | loss: 0.0269687 | val_loss: 0.0257822 | Time: 1570.84 ms [2022-01-12 06:41:43 main:574] : INFO : Epoch 1765 | loss: 0.0251114 | val_loss: 0.024628 | Time: 1596.81 ms [2022-01-12 06:41:45 main:574] : INFO : Epoch 1766 | loss: 0.0244176 | val_loss: 0.0243696 | Time: 1601.08 ms [2022-01-12 06:41:47 main:574] : INFO : Epoch 1767 | loss: 0.0239228 | val_loss: 0.0236335 | Time: 1587.71 ms [2022-01-12 06:41:48 main:574] : INFO : Epoch 1768 | loss: 0.0231939 | val_loss: 0.0227612 | Time: 1606.58 ms [2022-01-12 06:41:50 main:574] : INFO : Epoch 1769 | loss: 0.0225604 | val_loss: 0.0228585 | Time: 1609.61 ms [2022-01-12 06:41:51 main:574] : INFO : Epoch 1770 | loss: 0.0225837 | val_loss: 0.021778 | Time: 1595.71 ms [2022-01-12 06:41:53 main:574] : INFO : Epoch 1771 | loss: 0.0286913 | val_loss: 0.0313895 | Time: 1559.3 ms [2022-01-12 06:41:55 main:574] : INFO : Epoch 1772 | loss: 0.0312786 | val_loss: 0.0312668 | Time: 1577.28 ms [2022-01-12 06:41:56 main:574] : INFO : Epoch 1773 | loss: 0.0312522 | val_loss: 0.0312462 | Time: 1552.71 ms [2022-01-12 06:41:58 main:574] : INFO : Epoch 1774 | loss: 0.031247 | val_loss: 0.0312452 | Time: 1632.96 ms [2022-01-12 06:41:59 main:574] : INFO : Epoch 1775 | loss: 0.0312456 | val_loss: 0.031244 | Time: 1607.8 ms [2022-01-12 06:42:01 main:574] : INFO : Epoch 1776 | loss: 0.0312449 | val_loss: 0.0312426 | Time: 1562.26 ms [2022-01-12 06:42:03 main:574] : INFO : Epoch 1777 | loss: 0.0312437 | val_loss: 0.0312407 | Time: 1602.09 ms [2022-01-12 06:42:04 main:574] : INFO : Epoch 1778 | loss: 0.0312422 | val_loss: 0.0312391 | Time: 1556.27 ms [2022-01-12 06:42:06 main:574] : INFO : Epoch 1779 | loss: 0.0312406 | val_loss: 0.0312378 | Time: 1572.36 ms [2022-01-12 06:42:07 main:574] : INFO : Epoch 1780 | loss: 0.0312391 | val_loss: 0.0312364 | Time: 1581.27 ms [2022-01-12 06:42:09 main:574] : INFO : Epoch 1781 | loss: 0.0312394 | val_loss: 0.0312362 | Time: 1643.88 ms [2022-01-12 06:42:10 main:574] : INFO : Epoch 1782 | loss: 0.0312382 | val_loss: 0.031235 | Time: 1585.08 ms [2022-01-12 06:42:12 main:574] : INFO : Epoch 1783 | loss: 0.0312373 | val_loss: 0.0312333 | Time: 1593.55 ms [2022-01-12 06:42:14 main:574] : INFO : Epoch 1784 | loss: 0.0312364 | val_loss: 0.0312329 | Time: 1540.85 ms [2022-01-12 06:42:15 main:574] : INFO : Epoch 1785 | loss: 0.0312357 | val_loss: 0.031232 | Time: 1582.63 ms [2022-01-12 06:42:17 main:574] : INFO : Epoch 1786 | loss: 0.0312339 | val_loss: 0.03123 | Time: 1563.77 ms [2022-01-12 06:42:18 main:574] : INFO : Epoch 1787 | loss: 0.0312304 | val_loss: 0.0312295 | Time: 1612.78 ms [2022-01-12 06:42:20 main:574] : INFO : Epoch 1788 | loss: 0.0312298 | val_loss: 0.0312312 | Time: 1524.31 ms [2022-01-12 06:42:21 main:574] : INFO : Epoch 1789 | loss: 0.0312281 | val_loss: 0.0312263 | Time: 1568.55 ms [2022-01-12 06:42:23 main:574] : INFO : Epoch 1790 | loss: 0.0312248 | val_loss: 0.0312216 | Time: 1605.26 ms [2022-01-12 06:42:25 main:574] : INFO : Epoch 1791 | loss: 0.0312234 | val_loss: 0.0312195 | Time: 1581.48 ms [2022-01-12 06:42:26 main:574] : INFO : Epoch 1792 | loss: 0.0312202 | val_loss: 0.0312143 | Time: 1597.32 ms [2022-01-12 06:42:28 main:574] : INFO : Epoch 1793 | loss: 0.0312166 | val_loss: 0.031211 | Time: 1578.89 ms [2022-01-12 06:42:29 main:574] : INFO : Epoch 1794 | loss: 0.0312118 | val_loss: 0.0312088 | Time: 1619.98 ms [2022-01-12 06:42:31 main:574] : INFO : Epoch 1795 | loss: 0.0312074 | val_loss: 0.0312053 | Time: 1561.71 ms [2022-01-12 06:42:33 main:574] : INFO : Epoch 1796 | loss: 0.0312026 | val_loss: 0.0311993 | Time: 1655.2 ms [2022-01-12 06:42:34 main:574] : INFO : Epoch 1797 | loss: 0.0311941 | val_loss: 0.0311867 | Time: 1552.64 ms [2022-01-12 06:42:36 main:574] : INFO : Epoch 1798 | loss: 0.0311785 | val_loss: 0.0311636 | Time: 1583.66 ms [2022-01-12 06:42:37 main:574] : INFO : Epoch 1799 | loss: 0.0311555 | val_loss: 0.0311364 | Time: 1555.67 ms [2022-01-12 06:42:39 main:574] : INFO : Epoch 1800 | loss: 0.0311179 | val_loss: 0.0310883 | Time: 1584.18 ms [2022-01-12 06:42:41 main:574] : INFO : Epoch 1801 | loss: 0.0310646 | val_loss: 0.0310272 | Time: 1587.51 ms [2022-01-12 06:42:42 main:574] : INFO : Epoch 1802 | loss: 0.0310097 | val_loss: 0.0309746 | Time: 1590.34 ms [2022-01-12 06:42:44 main:574] : INFO : Epoch 1803 | loss: 0.0309464 | val_loss: 0.0309007 | Time: 1586.13 ms [2022-01-12 06:42:45 main:574] : INFO : Epoch 1804 | loss: 0.0308664 | val_loss: 0.030818 | Time: 1588.25 ms [2022-01-12 06:42:47 main:574] : INFO : Epoch 1805 | loss: 0.0307812 | val_loss: 0.0307378 | Time: 1623.85 ms [2022-01-12 06:42:49 main:574] : INFO : Epoch 1806 | loss: 0.0307056 | val_loss: 0.0306654 | Time: 1592.29 ms [2022-01-12 06:42:50 main:574] : INFO : Epoch 1807 | loss: 0.030625 | val_loss: 0.0305722 | Time: 1612.8 ms [2022-01-12 06:42:52 main:574] : INFO : Epoch 1808 | loss: 0.0305049 | val_loss: 0.0304436 | Time: 1570.12 ms [2022-01-12 06:42:53 main:574] : INFO : Epoch 1809 | loss: 0.030396 | val_loss: 0.0303304 | Time: 1612.3 ms [2022-01-12 06:42:55 main:574] : INFO : Epoch 1810 | loss: 0.0303011 | val_loss: 0.030343 | Time: 1529.82 ms [2022-01-12 06:42:56 main:574] : INFO : Epoch 1811 | loss: 0.0303022 | val_loss: 0.030249 | Time: 1574.44 ms [2022-01-12 06:42:58 main:574] : INFO : Epoch 1812 | loss: 0.030156 | val_loss: 0.0300448 | Time: 1550.76 ms [2022-01-12 06:43:00 main:574] : INFO : Epoch 1813 | loss: 0.0299134 | val_loss: 0.029803 | Time: 1580.05 ms [2022-01-12 06:43:01 main:574] : INFO : Epoch 1814 | loss: 0.0298161 | val_loss: 0.029776 | Time: 1601.03 ms [2022-01-12 06:43:03 main:574] : INFO : Epoch 1815 | loss: 0.0296852 | val_loss: 0.0295659 | Time: 1609 ms [2022-01-12 06:43:04 main:574] : INFO : Epoch 1816 | loss: 0.0296476 | val_loss: 0.0296579 | Time: 1581.75 ms [2022-01-12 06:43:06 main:574] : INFO : Epoch 1817 | loss: 0.0295096 | val_loss: 0.0293985 | Time: 1584.72 ms [2022-01-12 06:43:08 main:574] : INFO : Epoch 1818 | loss: 0.0294975 | val_loss: 0.0294707 | Time: 1649.72 ms [2022-01-12 06:43:09 main:574] : INFO : Epoch 1819 | loss: 0.0294433 | val_loss: 0.0293678 | Time: 1587.87 ms [2022-01-12 06:43:11 main:574] : INFO : Epoch 1820 | loss: 0.0293366 | val_loss: 0.0292829 | Time: 1641.41 ms [2022-01-12 06:43:12 main:574] : INFO : Epoch 1821 | loss: 0.0292839 | val_loss: 0.0292282 | Time: 1548.14 ms [2022-01-12 06:43:14 main:574] : INFO : Epoch 1822 | loss: 0.0292822 | val_loss: 0.02925 | Time: 1596.05 ms [2022-01-12 06:43:16 main:574] : INFO : Epoch 1823 | loss: 0.0293373 | val_loss: 0.0292922 | Time: 1522.45 ms [2022-01-12 06:43:17 main:574] : INFO : Epoch 1824 | loss: 0.0292724 | val_loss: 0.0292625 | Time: 1547.37 ms [2022-01-12 06:43:19 main:574] : INFO : Epoch 1825 | loss: 0.029258 | val_loss: 0.0291695 | Time: 1569.35 ms [2022-01-12 06:43:20 main:574] : INFO : Epoch 1826 | loss: 0.0291672 | val_loss: 0.0290803 | Time: 1569.96 ms [2022-01-12 06:43:22 main:574] : INFO : Epoch 1827 | loss: 0.0290878 | val_loss: 0.0290361 | Time: 1582.4 ms [2022-01-12 06:43:23 main:574] : INFO : Epoch 1828 | loss: 0.0290542 | val_loss: 0.0289836 | Time: 1602.51 ms [2022-01-12 06:43:25 main:574] : INFO : Epoch 1829 | loss: 0.0290267 | val_loss: 0.0289586 | Time: 1521.82 ms [2022-01-12 06:43:27 main:574] : INFO : Epoch 1830 | loss: 0.0290067 | val_loss: 0.0289784 | Time: 1608.24 ms [2022-01-12 06:43:28 main:574] : INFO : Epoch 1831 | loss: 0.0289779 | val_loss: 0.0289505 | Time: 1584.8 ms [2022-01-12 06:43:30 main:574] : INFO : Epoch 1832 | loss: 0.0289645 | val_loss: 0.0289352 | Time: 1597.44 ms [2022-01-12 06:43:31 main:574] : INFO : Epoch 1833 | loss: 0.0289563 | val_loss: 0.0289188 | Time: 1609.38 ms [2022-01-12 06:43:33 main:574] : INFO : Epoch 1834 | loss: 0.0289341 | val_loss: 0.0288898 | Time: 1621.37 ms [2022-01-12 06:43:35 main:574] : INFO : Epoch 1835 | loss: 0.0289117 | val_loss: 0.0288969 | Time: 1542.98 ms [2022-01-12 06:43:36 main:574] : INFO : Epoch 1836 | loss: 0.0288858 | val_loss: 0.0288022 | Time: 1634.06 ms [2022-01-12 06:43:38 main:574] : INFO : Epoch 1837 | loss: 0.0288448 | val_loss: 0.0287776 | Time: 1577.9 ms [2022-01-12 06:43:39 main:574] : INFO : Epoch 1838 | loss: 0.0287592 | val_loss: 0.0286697 | Time: 1621.34 ms [2022-01-12 06:43:41 main:574] : INFO : Epoch 1839 | loss: 0.0287007 | val_loss: 0.0286272 | Time: 1511.14 ms [2022-01-12 06:43:43 main:574] : INFO : Epoch 1840 | loss: 0.0286637 | val_loss: 0.0285603 | Time: 1613.9 ms [2022-01-12 06:43:44 main:574] : INFO : Epoch 1841 | loss: 0.0286057 | val_loss: 0.0285302 | Time: 1612.91 ms [2022-01-12 06:43:46 main:574] : INFO : Epoch 1842 | loss: 0.0285583 | val_loss: 0.0285949 | Time: 1617.14 ms [2022-01-12 06:43:47 main:574] : INFO : Epoch 1843 | loss: 0.0286989 | val_loss: 0.0286069 | Time: 1545.26 ms [2022-01-12 06:43:49 main:574] : INFO : Epoch 1844 | loss: 0.0285701 | val_loss: 0.0284546 | Time: 1643.01 ms [2022-01-12 06:43:51 main:574] : INFO : Epoch 1845 | loss: 0.0284903 | val_loss: 0.0284128 | Time: 1585 ms [2022-01-12 06:43:52 main:574] : INFO : Epoch 1846 | loss: 0.028423 | val_loss: 0.0283515 | Time: 1603.02 ms [2022-01-12 06:43:54 main:574] : INFO : Epoch 1847 | loss: 0.0283625 | val_loss: 0.0282954 | Time: 1604.54 ms [2022-01-12 06:43:55 main:574] : INFO : Epoch 1848 | loss: 0.0283201 | val_loss: 0.0282731 | Time: 1583.78 ms [2022-01-12 06:43:57 main:574] : INFO : Epoch 1849 | loss: 0.0283119 | val_loss: 0.0282866 | Time: 1645.05 ms [2022-01-12 06:43:59 main:574] : INFO : Epoch 1850 | loss: 0.0283147 | val_loss: 0.0290022 | Time: 1605.28 ms [2022-01-12 06:44:00 main:574] : INFO : Epoch 1851 | loss: 0.0295177 | val_loss: 0.0289279 | Time: 1570.56 ms [2022-01-12 06:44:02 main:574] : INFO : Epoch 1852 | loss: 0.0282593 | val_loss: 0.0274565 | Time: 1556.23 ms [2022-01-12 06:44:03 main:574] : INFO : Epoch 1853 | loss: 0.0268824 | val_loss: 0.026383 | Time: 1589.12 ms [2022-01-12 06:44:05 main:574] : INFO : Epoch 1854 | loss: 0.0261846 | val_loss: 0.0260098 | Time: 1648.68 ms [2022-01-12 06:44:07 main:574] : INFO : Epoch 1855 | loss: 0.0258052 | val_loss: 0.0256887 | Time: 1593.83 ms [2022-01-12 06:44:08 main:574] : INFO : Epoch 1856 | loss: 0.0255229 | val_loss: 0.0253919 | Time: 1619.29 ms [2022-01-12 06:44:10 main:574] : INFO : Epoch 1857 | loss: 0.0244641 | val_loss: 0.0237963 | Time: 1551.58 ms [2022-01-12 06:44:11 main:574] : INFO : Epoch 1858 | loss: 0.0235902 | val_loss: 0.0233511 | Time: 1563.31 ms [2022-01-12 06:44:13 main:574] : INFO : Epoch 1859 | loss: 0.0231142 | val_loss: 0.0230041 | Time: 1550.26 ms [2022-01-12 06:44:14 main:574] : INFO : Epoch 1860 | loss: 0.0232255 | val_loss: 0.0230332 | Time: 1538.92 ms [2022-01-12 06:44:16 main:574] : INFO : Epoch 1861 | loss: 0.0227267 | val_loss: 0.0224981 | Time: 1496.87 ms [2022-01-12 06:44:17 main:574] : INFO : Epoch 1862 | loss: 0.0221981 | val_loss: 0.0220491 | Time: 1527.28 ms [2022-01-12 06:44:19 main:574] : INFO : Epoch 1863 | loss: 0.0217162 | val_loss: 0.0217461 | Time: 1554.38 ms [2022-01-12 06:44:21 main:574] : INFO : Epoch 1864 | loss: 0.021518 | val_loss: 0.0215251 | Time: 1536.74 ms [2022-01-12 06:44:22 main:574] : INFO : Epoch 1865 | loss: 0.0214008 | val_loss: 0.0213484 | Time: 1531.3 ms [2022-01-12 06:44:24 main:574] : INFO : Epoch 1866 | loss: 0.0211037 | val_loss: 0.0210614 | Time: 1542.71 ms [2022-01-12 06:44:25 main:574] : INFO : Epoch 1867 | loss: 0.0208804 | val_loss: 0.0208445 | Time: 1604.79 ms [2022-01-12 06:44:27 main:574] : INFO : Epoch 1868 | loss: 0.0206777 | val_loss: 0.0207537 | Time: 1559.09 ms [2022-01-12 06:44:28 main:574] : INFO : Epoch 1869 | loss: 0.0205425 | val_loss: 0.0206256 | Time: 1548.2 ms [2022-01-12 06:44:30 main:574] : INFO : Epoch 1870 | loss: 0.0203872 | val_loss: 0.0204655 | Time: 1568.03 ms [2022-01-12 06:44:31 main:574] : INFO : Epoch 1871 | loss: 0.0202456 | val_loss: 0.0203828 | Time: 1580.18 ms [2022-01-12 06:44:33 main:574] : INFO : Epoch 1872 | loss: 0.0201793 | val_loss: 0.0202545 | Time: 1498.08 ms [2022-01-12 06:44:35 main:574] : INFO : Epoch 1873 | loss: 0.0200543 | val_loss: 0.020194 | Time: 1573.11 ms [2022-01-12 06:44:36 main:574] : INFO : Epoch 1874 | loss: 0.0199805 | val_loss: 0.020105 | Time: 1540.52 ms [2022-01-12 06:44:38 main:574] : INFO : Epoch 1875 | loss: 0.019968 | val_loss: 0.0200561 | Time: 1520.67 ms [2022-01-12 06:44:39 main:574] : INFO : Epoch 1876 | loss: 0.0198755 | val_loss: 0.0199284 | Time: 1541.67 ms [2022-01-12 06:44:41 main:574] : INFO : Epoch 1877 | loss: 0.019752 | val_loss: 0.0197668 | Time: 1527.8 ms [2022-01-12 06:44:42 main:574] : INFO : Epoch 1878 | loss: 0.019609 | val_loss: 0.0196339 | Time: 1528.34 ms [2022-01-12 06:44:44 main:574] : INFO : Epoch 1879 | loss: 0.0195284 | val_loss: 0.0196377 | Time: 1576.46 ms [2022-01-12 06:44:45 main:574] : INFO : Epoch 1880 | loss: 0.0194957 | val_loss: 0.0195924 | Time: 1552 ms [2022-01-12 06:44:47 main:574] : INFO : Epoch 1881 | loss: 0.0193385 | val_loss: 0.0193307 | Time: 1536.12 ms [2022-01-12 06:44:48 main:574] : INFO : Epoch 1882 | loss: 0.019177 | val_loss: 0.0192662 | Time: 1570.61 ms [2022-01-12 06:44:50 main:574] : INFO : Epoch 1883 | loss: 0.0190549 | val_loss: 0.0191013 | Time: 1596.1 ms [2022-01-12 06:44:52 main:574] : INFO : Epoch 1884 | loss: 0.0188538 | val_loss: 0.0188809 | Time: 1604.93 ms [2022-01-12 06:44:53 main:574] : INFO : Epoch 1885 | loss: 0.0186892 | val_loss: 0.018785 | Time: 1573.01 ms [2022-01-12 06:44:55 main:574] : INFO : Epoch 1886 | loss: 0.0185401 | val_loss: 0.0186668 | Time: 1599.7 ms [2022-01-12 06:44:56 main:574] : INFO : Epoch 1887 | loss: 0.0184331 | val_loss: 0.0184527 | Time: 1619.99 ms [2022-01-12 06:44:58 main:574] : INFO : Epoch 1888 | loss: 0.0179492 | val_loss: 0.0177972 | Time: 1551.05 ms [2022-01-12 06:45:00 main:574] : INFO : Epoch 1889 | loss: 0.0188564 | val_loss: 0.0212781 | Time: 1597.1 ms [2022-01-12 06:45:01 main:574] : INFO : Epoch 1890 | loss: 0.0214218 | val_loss: 0.0191995 | Time: 1581.76 ms [2022-01-12 06:45:03 main:574] : INFO : Epoch 1891 | loss: 0.0175968 | val_loss: 0.016969 | Time: 1566.73 ms [2022-01-12 06:45:04 main:574] : INFO : Epoch 1892 | loss: 0.0165975 | val_loss: 0.0164472 | Time: 1598.87 ms [2022-01-12 06:45:06 main:574] : INFO : Epoch 1893 | loss: 0.0162362 | val_loss: 0.0161158 | Time: 1628.08 ms [2022-01-12 06:45:08 main:574] : INFO : Epoch 1894 | loss: 0.0159109 | val_loss: 0.0158784 | Time: 1565.78 ms [2022-01-12 06:45:09 main:574] : INFO : Epoch 1895 | loss: 0.0156382 | val_loss: 0.0156997 | Time: 1559.58 ms [2022-01-12 06:45:11 main:574] : INFO : Epoch 1896 | loss: 0.0155159 | val_loss: 0.0156128 | Time: 1597.28 ms [2022-01-12 06:45:12 main:574] : INFO : Epoch 1897 | loss: 0.0153972 | val_loss: 0.0154779 | Time: 1630.64 ms [2022-01-12 06:45:14 main:574] : INFO : Epoch 1898 | loss: 0.0153395 | val_loss: 0.0154359 | Time: 1595.56 ms [2022-01-12 06:45:16 main:574] : INFO : Epoch 1899 | loss: 0.0154209 | val_loss: 0.0158826 | Time: 1511.5 ms [2022-01-12 06:45:17 main:574] : INFO : Epoch 1900 | loss: 0.0156475 | val_loss: 0.0154974 | Time: 1574.97 ms [2022-01-12 06:45:19 main:574] : INFO : Epoch 1901 | loss: 0.0153284 | val_loss: 0.0153336 | Time: 1601.5 ms [2022-01-12 06:45:20 main:574] : INFO : Epoch 1902 | loss: 0.0151334 | val_loss: 0.0151694 | Time: 1550.81 ms [2022-01-12 06:45:22 main:574] : INFO : Epoch 1903 | loss: 0.0150331 | val_loss: 0.0151131 | Time: 1541.66 ms [2022-01-12 06:45:23 main:574] : INFO : Epoch 1904 | loss: 0.0149732 | val_loss: 0.0150224 | Time: 1565.78 ms [2022-01-12 06:45:25 main:574] : INFO : Epoch 1905 | loss: 0.0148752 | val_loss: 0.014931 | Time: 1629.69 ms [2022-01-12 06:45:27 main:574] : INFO : Epoch 1906 | loss: 0.0147866 | val_loss: 0.0148306 | Time: 1558.69 ms [2022-01-12 06:45:28 main:574] : INFO : Epoch 1907 | loss: 0.016986 | val_loss: 0.0158981 | Time: 1549.02 ms [2022-01-12 06:45:30 main:574] : INFO : Epoch 1908 | loss: 0.0147366 | val_loss: 0.0139557 | Time: 1557.64 ms [2022-01-12 06:45:31 main:574] : INFO : Epoch 1909 | loss: 0.0135034 | val_loss: 0.0132117 | Time: 1575.01 ms [2022-01-12 06:45:33 main:574] : INFO : Epoch 1910 | loss: 0.0129721 | val_loss: 0.0129016 | Time: 1550.81 ms [2022-01-12 06:45:34 main:574] : INFO : Epoch 1911 | loss: 0.0127449 | val_loss: 0.012684 | Time: 1551 ms [2022-01-12 06:45:36 main:574] : INFO : Epoch 1912 | loss: 0.0125727 | val_loss: 0.0125265 | Time: 1560.29 ms [2022-01-12 06:45:37 main:574] : INFO : Epoch 1913 | loss: 0.0124477 | val_loss: 0.0124144 | Time: 1567.62 ms [2022-01-12 06:45:39 main:574] : INFO : Epoch 1914 | loss: 0.0123591 | val_loss: 0.012342 | Time: 1538.91 ms [2022-01-12 06:45:41 main:574] : INFO : Epoch 1915 | loss: 0.0122616 | val_loss: 0.0123104 | Time: 1586.99 ms [2022-01-12 06:45:42 main:574] : INFO : Epoch 1916 | loss: 0.01221 | val_loss: 0.012219 | Time: 1554.69 ms [2022-01-12 06:45:44 main:574] : INFO : Epoch 1917 | loss: 0.0121273 | val_loss: 0.0121891 | Time: 1553.15 ms [2022-01-12 06:45:45 main:574] : INFO : Epoch 1918 | loss: 0.0120916 | val_loss: 0.0121445 | Time: 1594.29 ms [2022-01-12 06:45:47 main:574] : INFO : Epoch 1919 | loss: 0.0120464 | val_loss: 0.0120821 | Time: 1605.85 ms [2022-01-12 06:45:48 main:574] : INFO : Epoch 1920 | loss: 0.0119452 | val_loss: 0.0119611 | Time: 1560.74 ms [2022-01-12 06:45:50 main:574] : INFO : Epoch 1921 | loss: 0.0118253 | val_loss: 0.0118973 | Time: 1553.17 ms [2022-01-12 06:45:52 main:574] : INFO : Epoch 1922 | loss: 0.011755 | val_loss: 0.0118202 | Time: 1540.69 ms [2022-01-12 06:45:53 main:574] : INFO : Epoch 1923 | loss: 0.0117188 | val_loss: 0.011819 | Time: 1579.44 ms [2022-01-12 06:45:55 main:574] : INFO : Epoch 1924 | loss: 0.0116974 | val_loss: 0.0117556 | Time: 1586.51 ms [2022-01-12 06:45:56 main:574] : INFO : Epoch 1925 | loss: 0.0116752 | val_loss: 0.0118863 | Time: 1610.38 ms [2022-01-12 06:45:58 main:574] : INFO : Epoch 1926 | loss: 0.0116455 | val_loss: 0.0117002 | Time: 1523.33 ms [2022-01-12 06:45:59 main:574] : INFO : Epoch 1927 | loss: 0.0115787 | val_loss: 0.0116603 | Time: 1543.39 ms [2022-01-12 06:46:01 main:574] : INFO : Epoch 1928 | loss: 0.011515 | val_loss: 0.0115913 | Time: 1567.15 ms [2022-01-12 06:46:03 main:574] : INFO : Epoch 1929 | loss: 0.0115056 | val_loss: 0.0115899 | Time: 1548.24 ms [2022-01-12 06:46:04 main:574] : INFO : Epoch 1930 | loss: 0.011476 | val_loss: 0.0115419 | Time: 1617.02 ms [2022-01-12 06:46:06 main:574] : INFO : Epoch 1931 | loss: 0.0114347 | val_loss: 0.0115157 | Time: 1551.9 ms [2022-01-12 06:46:07 main:574] : INFO : Epoch 1932 | loss: 0.0113912 | val_loss: 0.0115131 | Time: 1542.85 ms [2022-01-12 06:46:09 main:574] : INFO : Epoch 1933 | loss: 0.0113662 | val_loss: 0.0114597 | Time: 1608.32 ms [2022-01-12 06:46:11 main:574] : INFO : Epoch 1934 | loss: 0.0113488 | val_loss: 0.0114379 | Time: 1608.83 ms [2022-01-12 06:46:12 main:574] : INFO : Epoch 1935 | loss: 0.0113196 | val_loss: 0.0114187 | Time: 1605.86 ms [2022-01-12 06:46:14 main:574] : INFO : Epoch 1936 | loss: 0.0112957 | val_loss: 0.0113734 | Time: 1595.25 ms [2022-01-12 06:46:15 main:574] : INFO : Epoch 1937 | loss: 0.0113084 | val_loss: 0.0113915 | Time: 1579.18 ms [2022-01-12 06:46:17 main:574] : INFO : Epoch 1938 | loss: 0.0112745 | val_loss: 0.0114007 | Time: 1604.62 ms [2022-01-12 06:46:18 main:574] : INFO : Epoch 1939 | loss: 0.011251 | val_loss: 0.0113181 | Time: 1570.58 ms [2022-01-12 06:46:20 main:574] : INFO : Epoch 1940 | loss: 0.0111987 | val_loss: 0.0112946 | Time: 1576.11 ms [2022-01-12 06:46:22 main:574] : INFO : Epoch 1941 | loss: 0.0111819 | val_loss: 0.0112649 | Time: 1577.89 ms [2022-01-12 06:46:23 main:574] : INFO : Epoch 1942 | loss: 0.011151 | val_loss: 0.0112454 | Time: 1529.48 ms [2022-01-12 06:46:25 main:574] : INFO : Epoch 1943 | loss: 0.011129 | val_loss: 0.0112178 | Time: 1544.55 ms [2022-01-12 06:46:26 main:574] : INFO : Epoch 1944 | loss: 0.011123 | val_loss: 0.0112641 | Time: 1581.14 ms [2022-01-12 06:46:28 main:574] : INFO : Epoch 1945 | loss: 0.0111116 | val_loss: 0.0112212 | Time: 1565.93 ms [2022-01-12 06:46:29 main:574] : INFO : Epoch 1946 | loss: 0.0110969 | val_loss: 0.0112556 | Time: 1488.19 ms [2022-01-12 06:46:31 main:574] : INFO : Epoch 1947 | loss: 0.0111493 | val_loss: 0.0112592 | Time: 1565.01 ms [2022-01-12 06:46:33 main:574] : INFO : Epoch 1948 | loss: 0.0111214 | val_loss: 0.0112097 | Time: 1577.04 ms [2022-01-12 06:46:34 main:574] : INFO : Epoch 1949 | loss: 0.0110797 | val_loss: 0.011178 | Time: 1628.37 ms [2022-01-12 06:46:36 main:574] : INFO : Epoch 1950 | loss: 0.0110494 | val_loss: 0.0111516 | Time: 1592.95 ms [2022-01-12 06:46:37 main:574] : INFO : Epoch 1951 | loss: 0.0110295 | val_loss: 0.011141 | Time: 1599.34 ms [2022-01-12 06:46:39 main:574] : INFO : Epoch 1952 | loss: 0.0110091 | val_loss: 0.0111108 | Time: 1596.43 ms [2022-01-12 06:46:40 main:574] : INFO : Epoch 1953 | loss: 0.0109896 | val_loss: 0.0111185 | Time: 1557.95 ms [2022-01-12 06:46:42 main:574] : INFO : Epoch 1954 | loss: 0.0109912 | val_loss: 0.011094 | Time: 1588.07 ms [2022-01-12 06:46:44 main:574] : INFO : Epoch 1955 | loss: 0.0109459 | val_loss: 0.0110636 | Time: 1534.01 ms [2022-01-12 06:46:45 main:574] : INFO : Epoch 1956 | loss: 0.0109175 | val_loss: 0.0111025 | Time: 1582.93 ms [2022-01-12 06:46:47 main:574] : INFO : Epoch 1957 | loss: 0.0109092 | val_loss: 0.0110101 | Time: 1554.87 ms [2022-01-12 06:46:48 main:574] : INFO : Epoch 1958 | loss: 0.0108452 | val_loss: 0.0109432 | Time: 1605.73 ms [2022-01-12 06:46:50 main:574] : INFO : Epoch 1959 | loss: 0.0107906 | val_loss: 0.0108981 | Time: 1660.68 ms [2022-01-12 06:46:52 main:574] : INFO : Epoch 1960 | loss: 0.0107518 | val_loss: 0.0108947 | Time: 1578.64 ms [2022-01-12 06:46:53 main:574] : INFO : Epoch 1961 | loss: 0.0107042 | val_loss: 0.0108351 | Time: 1579.6 ms [2022-01-12 06:46:55 main:574] : INFO : Epoch 1962 | loss: 0.0106907 | val_loss: 0.0107791 | Time: 1606.53 ms [2022-01-12 06:46:56 main:574] : INFO : Epoch 1963 | loss: 0.0106773 | val_loss: 0.0108666 | Time: 1561.08 ms [2022-01-12 06:46:58 main:574] : INFO : Epoch 1964 | loss: 0.0106754 | val_loss: 0.0107625 | Time: 1578.72 ms [2022-01-12 06:47:00 main:574] : INFO : Epoch 1965 | loss: 0.0106095 | val_loss: 0.0107233 | Time: 1611.41 ms [2022-01-12 06:47:01 main:574] : INFO : Epoch 1966 | loss: 0.0105912 | val_loss: 0.0107089 | Time: 1540.72 ms [2022-01-12 06:47:03 main:574] : INFO : Epoch 1967 | loss: 0.0106214 | val_loss: 0.010767 | Time: 1566.55 ms [2022-01-12 06:47:04 main:574] : INFO : Epoch 1968 | loss: 0.0106045 | val_loss: 0.0106874 | Time: 1571.94 ms [2022-01-12 06:47:06 main:574] : INFO : Epoch 1969 | loss: 0.0105805 | val_loss: 0.010679 | Time: 1606.49 ms [2022-01-12 06:47:07 main:574] : INFO : Epoch 1970 | loss: 0.0105369 | val_loss: 0.0106863 | Time: 1563.7 ms [2022-01-12 06:47:09 main:574] : INFO : Epoch 1971 | loss: 0.0105053 | val_loss: 0.0106473 | Time: 1590.72 ms [2022-01-12 06:47:11 main:574] : INFO : Epoch 1972 | loss: 0.0104838 | val_loss: 0.0106007 | Time: 1589.67 ms [2022-01-12 06:47:12 main:574] : INFO : Epoch 1973 | loss: 0.010462 | val_loss: 0.0105696 | Time: 1607.71 ms [2022-01-12 06:47:14 main:574] : INFO : Epoch 1974 | loss: 0.0104437 | val_loss: 0.01058 | Time: 1604.46 ms [2022-01-12 06:47:15 main:574] : INFO : Epoch 1975 | loss: 0.0104684 | val_loss: 0.0105969 | Time: 1558.47 ms [2022-01-12 06:47:17 main:574] : INFO : Epoch 1976 | loss: 0.010473 | val_loss: 0.0105744 | Time: 1570.07 ms [2022-01-12 06:47:18 main:574] : INFO : Epoch 1977 | loss: 0.0104494 | val_loss: 0.0105692 | Time: 1521.14 ms [2022-01-12 06:47:20 main:574] : INFO : Epoch 1978 | loss: 0.0104085 | val_loss: 0.0105454 | Time: 1520.6 ms [2022-01-12 06:47:22 main:574] : INFO : Epoch 1979 | loss: 0.0104144 | val_loss: 0.0105491 | Time: 1601.71 ms [2022-01-12 06:47:23 main:574] : INFO : Epoch 1980 | loss: 0.0104236 | val_loss: 0.0105355 | Time: 1608.44 ms [2022-01-12 06:47:25 main:574] : INFO : Epoch 1981 | loss: 0.0103931 | val_loss: 0.0105057 | Time: 1591.2 ms [2022-01-12 06:47:26 main:574] : INFO : Epoch 1982 | loss: 0.0103653 | val_loss: 0.0105006 | Time: 1630.78 ms [2022-01-12 06:47:28 main:574] : INFO : Epoch 1983 | loss: 0.0103795 | val_loss: 0.0105122 | Time: 1602.8 ms [2022-01-12 06:47:30 main:574] : INFO : Epoch 1984 | loss: 0.0103888 | val_loss: 0.0104814 | Time: 1634.35 ms [2022-01-12 06:47:31 main:574] : INFO : Epoch 1985 | loss: 0.010373 | val_loss: 0.0104832 | Time: 1597.85 ms [2022-01-12 06:47:33 main:574] : INFO : Epoch 1986 | loss: 0.0103886 | val_loss: 0.0104391 | Time: 1537.74 ms [2022-01-12 06:47:34 main:574] : INFO : Epoch 1987 | loss: 0.010371 | val_loss: 0.0105155 | Time: 1573.36 ms [2022-01-12 06:47:36 main:574] : INFO : Epoch 1988 | loss: 0.0103619 | val_loss: 0.0104864 | Time: 1544.28 ms [2022-01-12 06:47:38 main:574] : INFO : Epoch 1989 | loss: 0.0103267 | val_loss: 0.0104359 | Time: 1571.7 ms [2022-01-12 06:47:39 main:574] : INFO : Epoch 1990 | loss: 0.0102999 | val_loss: 0.0104064 | Time: 1571.05 ms [2022-01-12 06:47:41 main:574] : INFO : Epoch 1991 | loss: 0.0102645 | val_loss: 0.0104179 | Time: 1534.35 ms [2022-01-12 06:47:42 main:574] : INFO : Epoch 1992 | loss: 0.0102651 | val_loss: 0.0104314 | Time: 1619.22 ms [2022-01-12 06:47:44 main:574] : INFO : Epoch 1993 | loss: 0.0102661 | val_loss: 0.0103797 | Time: 1538 ms [2022-01-12 06:47:45 main:574] : INFO : Epoch 1994 | loss: 0.0102176 | val_loss: 0.010343 | Time: 1521.52 ms [2022-01-12 06:47:47 main:574] : INFO : Epoch 1995 | loss: 0.0102238 | val_loss: 0.0103888 | Time: 1599.93 ms [2022-01-12 06:47:48 main:574] : INFO : Epoch 1996 | loss: 0.0102078 | val_loss: 0.0103994 | Time: 1557.2 ms [2022-01-12 06:47:50 main:574] : INFO : Epoch 1997 | loss: 0.0102008 | val_loss: 0.010321 | Time: 1610.57 ms [2022-01-12 06:47:52 main:574] : INFO : Epoch 1998 | loss: 0.0101826 | val_loss: 0.0103202 | Time: 1576.04 ms [2022-01-12 06:47:53 main:574] : INFO : Epoch 1999 | loss: 0.0101532 | val_loss: 0.0102824 | Time: 1591.07 ms [2022-01-12 06:47:55 main:574] : INFO : Epoch 2000 | loss: 0.0101368 | val_loss: 0.0102857 | Time: 1511.77 ms [2022-01-12 06:47:56 main:574] : INFO : Epoch 2001 | loss: 0.0101343 | val_loss: 0.0103339 | Time: 1546.91 ms [2022-01-12 06:47:58 main:574] : INFO : Epoch 2002 | loss: 0.0101681 | val_loss: 0.0103102 | Time: 1527.96 ms [2022-01-12 06:47:59 main:574] : INFO : Epoch 2003 | loss: 0.0101298 | val_loss: 0.0102656 | Time: 1591.2 ms [2022-01-12 06:48:01 main:574] : INFO : Epoch 2004 | loss: 0.0100894 | val_loss: 0.01021 | Time: 1610 ms [2022-01-12 06:48:03 main:574] : INFO : Epoch 2005 | loss: 0.0100893 | val_loss: 0.0102331 | Time: 1586.49 ms [2022-01-12 06:48:04 main:574] : INFO : Epoch 2006 | loss: 0.0101177 | val_loss: 0.0103201 | Time: 1576.16 ms [2022-01-12 06:48:06 main:574] : INFO : Epoch 2007 | loss: 0.0101184 | val_loss: 0.0102716 | Time: 1604.75 ms [2022-01-12 06:48:07 main:574] : INFO : Epoch 2008 | loss: 0.0101105 | val_loss: 0.0102071 | Time: 1602.71 ms [2022-01-12 06:48:09 main:574] : INFO : Epoch 2009 | loss: 0.0100173 | val_loss: 0.0101379 | Time: 1609.27 ms [2022-01-12 06:48:11 main:574] : INFO : Epoch 2010 | loss: 0.0099915 | val_loss: 0.0101164 | Time: 1570.54 ms [2022-01-12 06:48:12 main:574] : INFO : Epoch 2011 | loss: 0.00997553 | val_loss: 0.010246 | Time: 1562.05 ms [2022-01-12 06:48:14 main:574] : INFO : Epoch 2012 | loss: 0.00999988 | val_loss: 0.0101172 | Time: 1604.13 ms [2022-01-12 06:48:15 main:574] : INFO : Epoch 2013 | loss: 0.0100602 | val_loss: 0.0101532 | Time: 1580.35 ms [2022-01-12 06:48:17 main:574] : INFO : Epoch 2014 | loss: 0.00998582 | val_loss: 0.010098 | Time: 1573.38 ms [2022-01-12 06:48:19 main:574] : INFO : Epoch 2015 | loss: 0.00996405 | val_loss: 0.0101946 | Time: 1620.22 ms [2022-01-12 06:48:20 main:574] : INFO : Epoch 2016 | loss: 0.0100808 | val_loss: 0.0101313 | Time: 1580.42 ms [2022-01-12 06:48:22 main:574] : INFO : Epoch 2017 | loss: 0.00994962 | val_loss: 0.0100433 | Time: 1594.81 ms [2022-01-12 06:48:23 main:574] : INFO : Epoch 2018 | loss: 0.00990965 | val_loss: 0.010049 | Time: 1548.81 ms [2022-01-12 06:48:25 main:574] : INFO : Epoch 2019 | loss: 0.00988245 | val_loss: 0.0100044 | Time: 1494.99 ms [2022-01-12 06:48:26 main:574] : INFO : Epoch 2020 | loss: 0.00985669 | val_loss: 0.0101126 | Time: 1560.31 ms [2022-01-12 06:48:28 main:574] : INFO : Epoch 2021 | loss: 0.00988075 | val_loss: 0.0100011 | Time: 1487.02 ms [2022-01-12 06:48:29 main:574] : INFO : Epoch 2022 | loss: 0.00988492 | val_loss: 0.0100094 | Time: 1605.52 ms [2022-01-12 06:48:31 main:574] : INFO : Epoch 2023 | loss: 0.00986326 | val_loss: 0.00996338 | Time: 1567.29 ms [2022-01-12 06:48:33 main:574] : INFO : Epoch 2024 | loss: 0.00982908 | val_loss: 0.00993676 | Time: 1543.45 ms [2022-01-12 06:48:34 main:574] : INFO : Epoch 2025 | loss: 0.00983825 | val_loss: 0.00994133 | Time: 1551.88 ms [2022-01-12 06:48:36 main:574] : INFO : Epoch 2026 | loss: 0.00980264 | val_loss: 0.00991991 | Time: 1568.07 ms [2022-01-12 06:48:37 main:574] : INFO : Epoch 2027 | loss: 0.00976186 | val_loss: 0.00985558 | Time: 1524.46 ms [2022-01-12 06:48:39 main:574] : INFO : Epoch 2028 | loss: 0.00976749 | val_loss: 0.00984061 | Time: 1634.74 ms [2022-01-12 06:48:40 main:574] : INFO : Epoch 2029 | loss: 0.00972624 | val_loss: 0.0099149 | Time: 1552.92 ms [2022-01-12 06:48:42 main:574] : INFO : Epoch 2030 | loss: 0.00975825 | val_loss: 0.0098727 | Time: 1560.52 ms [2022-01-12 06:48:44 main:574] : INFO : Epoch 2031 | loss: 0.00973416 | val_loss: 0.00978557 | Time: 1580.31 ms [2022-01-12 06:48:45 main:574] : INFO : Epoch 2032 | loss: 0.00969016 | val_loss: 0.00977673 | Time: 1577.13 ms [2022-01-12 06:48:47 main:574] : INFO : Epoch 2033 | loss: 0.00969973 | val_loss: 0.00979371 | Time: 1568.03 ms [2022-01-12 06:48:48 main:574] : INFO : Epoch 2034 | loss: 0.00966554 | val_loss: 0.00974681 | Time: 1609.73 ms [2022-01-12 06:48:50 main:574] : INFO : Epoch 2035 | loss: 0.00964217 | val_loss: 0.00975158 | Time: 1515.62 ms [2022-01-12 06:48:52 main:574] : INFO : Epoch 2036 | loss: 0.00968364 | val_loss: 0.00979861 | Time: 1628.1 ms [2022-01-12 06:48:53 main:574] : INFO : Epoch 2037 | loss: 0.00965348 | val_loss: 0.00977131 | Time: 1541.44 ms [2022-01-12 06:48:55 main:574] : INFO : Epoch 2038 | loss: 0.0096307 | val_loss: 0.00972702 | Time: 1614.5 ms [2022-01-12 06:48:56 main:574] : INFO : Epoch 2039 | loss: 0.00966656 | val_loss: 0.00974831 | Time: 1585.94 ms [2022-01-12 06:48:58 main:574] : INFO : Epoch 2040 | loss: 0.00963298 | val_loss: 0.00970387 | Time: 1553.97 ms [2022-01-12 06:48:59 main:574] : INFO : Epoch 2041 | loss: 0.00958926 | val_loss: 0.00968222 | Time: 1573.47 ms [2022-01-12 06:49:01 main:574] : INFO : Epoch 2042 | loss: 0.00959261 | val_loss: 0.00969173 | Time: 1624.09 ms [2022-01-12 06:49:03 main:574] : INFO : Epoch 2043 | loss: 0.00962542 | val_loss: 0.00979117 | Time: 1601.95 ms [2022-01-12 06:49:04 main:574] : INFO : Epoch 2044 | loss: 0.00962502 | val_loss: 0.00970611 | Time: 1577.67 ms [2022-01-12 06:49:06 main:574] : INFO : Epoch 2045 | loss: 0.00960021 | val_loss: 0.00969273 | Time: 1605.55 ms [2022-01-12 06:49:07 main:574] : INFO : Epoch 2046 | loss: 0.00957402 | val_loss: 0.00969723 | Time: 1503.39 ms [2022-01-12 06:49:09 main:574] : INFO : Epoch 2047 | loss: 0.00958404 | val_loss: 0.00967505 | Time: 1610.04 ms [2022-01-12 06:49:10 main:574] : INFO : Epoch 2048 | loss: 0.00957644 | val_loss: 0.00964701 | Time: 1563.07 ms [2022-01-12 06:49:10 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.00964701 [2022-01-12 06:49:10 main:603] : INFO : Saving end state to config to file [2022-01-12 06:49:10 main:608] : INFO : Success, exiting.. 06:49:10 (6108): 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)