Task 5548815
| Name | ParityMachine-1625098993-6272-0_0 |
| Workunit | 3397629 |
| Created | 1 Jul 2021, 0:23:17 UTC |
| Sent | 5 Jul 2021, 3:11:16 UTC |
| Report deadline | 13 Jul 2021, 3:11:16 UTC |
| Received | 5 Jul 2021, 8:05:13 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 7284 |
| Run time | 1 hours 0 min 43 sec |
| CPU time | 1 hours 0 min 31 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 15,411.33 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.44 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> O : Epoch 1571 | loss: 0.0311487 | val_loss: 0.0311551 | Time: 1675.54 ms [2021-07-05 08:53:46 main:574] : INFO : Epoch 1572 | loss: 0.0311456 | val_loss: 0.0311546 | Time: 1664.58 ms [2021-07-05 08:53:48 main:574] : INFO : Epoch 1573 | loss: 0.0311451 | val_loss: 0.0311561 | Time: 1656.66 ms [2021-07-05 08:53:50 main:574] : INFO : Epoch 1574 | loss: 0.0311638 | val_loss: 0.0311778 | Time: 1694.38 ms [2021-07-05 08:53:51 main:574] : INFO : Epoch 1575 | loss: 0.0311618 | val_loss: 0.0311616 | Time: 1671.41 ms [2021-07-05 08:53:53 main:574] : INFO : Epoch 1576 | loss: 0.0311566 | val_loss: 0.0311595 | Time: 1671.84 ms [2021-07-05 08:53:55 main:574] : INFO : Epoch 1577 | loss: 0.0311539 | val_loss: 0.031159 | Time: 1676.25 ms [2021-07-05 08:53:56 main:574] : INFO : Epoch 1578 | loss: 0.031155 | val_loss: 0.0311572 | Time: 1680.15 ms [2021-07-05 08:53:58 main:574] : INFO : Epoch 1579 | loss: 0.0311506 | val_loss: 0.0311601 | Time: 1708.7 ms [2021-07-05 08:54:00 main:574] : INFO : Epoch 1580 | loss: 0.0311505 | val_loss: 0.0311547 | Time: 1701.08 ms [2021-07-05 08:54:01 main:574] : INFO : Epoch 1581 | loss: 0.0311493 | val_loss: 0.0311527 | Time: 1691.41 ms [2021-07-05 08:54:03 main:574] : INFO : Epoch 1582 | loss: 0.0311465 | val_loss: 0.0311535 | Time: 1675.01 ms [2021-07-05 08:54:05 main:574] : INFO : Epoch 1583 | loss: 0.0311461 | val_loss: 0.0311554 | Time: 1669.9 ms [2021-07-05 08:54:06 main:574] : INFO : Epoch 1584 | loss: 0.0311437 | val_loss: 0.0311523 | Time: 1640.2 ms [2021-07-05 08:54:08 main:574] : INFO : Epoch 1585 | loss: 0.031144 | val_loss: 0.0311532 | Time: 1652.54 ms [2021-07-05 08:54:10 main:574] : INFO : Epoch 1586 | loss: 0.0311447 | val_loss: 0.0311532 | Time: 1672.64 ms [2021-07-05 08:54:11 main:574] : INFO : Epoch 1587 | loss: 0.0311436 | val_loss: 0.0311645 | Time: 1705.42 ms [2021-07-05 08:54:13 main:574] : INFO : Epoch 1588 | loss: 0.0311458 | val_loss: 0.0311664 | Time: 1698.64 ms [2021-07-05 08:54:15 main:574] : INFO : Epoch 1589 | loss: 0.031144 | val_loss: 0.0311549 | Time: 1673.91 ms [2021-07-05 08:54:16 main:574] : INFO : Epoch 1590 | loss: 0.0311429 | val_loss: 0.0311544 | Time: 1686.43 ms [2021-07-05 08:54:18 main:574] : INFO : Epoch 1591 | loss: 0.0311392 | val_loss: 0.0311564 | Time: 1682.07 ms [2021-07-05 08:54:20 main:574] : INFO : Epoch 1592 | loss: 0.0311405 | val_loss: 0.031153 | Time: 1663.55 ms [2021-07-05 08:54:21 main:574] : INFO : Epoch 1593 | loss: 0.0311404 | val_loss: 0.0311527 | Time: 1661.09 ms [2021-07-05 08:54:23 main:574] : INFO : Epoch 1594 | loss: 0.0311385 | val_loss: 0.0311535 | Time: 1639.47 ms [2021-07-05 08:54:25 main:574] : INFO : Epoch 1595 | loss: 0.0311379 | val_loss: 0.0311655 | Time: 1663.9 ms [2021-07-05 08:54:26 main:574] : INFO : Epoch 1596 | loss: 0.0311443 | val_loss: 0.0311544 | Time: 1683.9 ms [2021-07-05 08:54:28 main:574] : INFO : Epoch 1597 | loss: 0.0311389 | val_loss: 0.031153 | Time: 1702.88 ms [2021-07-05 08:54:30 main:574] : INFO : Epoch 1598 | loss: 0.0311382 | val_loss: 0.0311526 | Time: 1706.8 ms [2021-07-05 08:54:32 main:574] : INFO : Epoch 1599 | loss: 0.0311372 | val_loss: 0.0311582 | Time: 1675.77 ms [2021-07-05 08:54:33 main:574] : INFO : Epoch 1600 | loss: 0.0311374 | val_loss: 0.0311531 | Time: 1668.93 ms [2021-07-05 08:54:35 main:574] : INFO : Epoch 1601 | loss: 0.0311358 | val_loss: 0.0311525 | Time: 1676.8 ms [2021-07-05 08:54:37 main:574] : INFO : Epoch 1602 | loss: 0.0311463 | val_loss: 0.0311513 | Time: 1661.48 ms [2021-07-05 08:54:38 main:574] : INFO : Epoch 1603 | loss: 0.0311393 | val_loss: 0.0311552 | Time: 1694.1 ms [2021-07-05 08:54:40 main:574] : INFO : Epoch 1604 | loss: 0.0311378 | val_loss: 0.0311595 | Time: 1669.36 ms [2021-07-05 08:54:42 main:574] : INFO : Epoch 1605 | loss: 0.0311378 | val_loss: 0.0311527 | Time: 1664.2 ms [2021-07-05 08:54:43 main:574] : INFO : Epoch 1606 | loss: 0.0311367 | val_loss: 0.0311523 | Time: 1667.43 ms [2021-07-05 08:54:45 main:574] : INFO : Epoch 1607 | loss: 0.0311422 | val_loss: 0.0311534 | Time: 1690.16 ms [2021-07-05 08:54:47 main:574] : INFO : Epoch 1608 | loss: 0.0311371 | val_loss: 0.0311681 | Time: 1713.46 ms [2021-07-05 08:54:48 main:574] : INFO : Epoch 1609 | loss: 0.0311429 | val_loss: 0.0311522 | Time: 1705.7 ms [2021-07-05 08:54:50 main:574] : INFO : Epoch 1610 | loss: 0.0311351 | val_loss: 0.031152 | Time: 1695.65 ms [2021-07-05 08:54:52 main:574] : INFO : Epoch 1611 | loss: 0.031135 | val_loss: 0.0311585 | Time: 1666.48 ms [2021-07-05 08:54:53 main:574] : INFO : Epoch 1612 | loss: 0.0311338 | val_loss: 0.0311527 | Time: 1664.79 ms [2021-07-05 08:54:55 main:574] : INFO : Epoch 1613 | loss: 0.0311334 | val_loss: 0.0311514 | Time: 1643.69 ms [2021-07-05 08:54:57 main:574] : INFO : Epoch 1614 | loss: 0.0311356 | val_loss: 0.0311733 | Time: 1649.29 ms [2021-07-05 08:54:58 main:574] : INFO : Epoch 1615 | loss: 0.0311397 | val_loss: 0.0311608 | Time: 1688.66 ms [2021-07-05 08:55:00 main:574] : INFO : Epoch 1616 | loss: 0.0311323 | val_loss: 0.0311535 | Time: 1676.68 ms [2021-07-05 08:55:02 main:574] : INFO : Epoch 1617 | loss: 0.0311333 | val_loss: 0.0311552 | Time: 1691.06 ms [2021-07-05 08:55:04 main:574] : INFO : Epoch 1618 | loss: 0.0311374 | val_loss: 0.031155 | Time: 1678.21 ms [2021-07-05 08:55:05 main:574] : INFO : Epoch 1619 | loss: 0.0311397 | val_loss: 0.0311568 | Time: 1698.5 ms [2021-07-05 08:55:07 main:574] : INFO : Epoch 1620 | loss: 0.0311338 | val_loss: 0.0311559 | Time: 1669.49 ms [2021-07-05 08:55:09 main:574] : INFO : Epoch 1621 | loss: 0.0311327 | val_loss: 0.0311515 | Time: 1684.28 ms [2021-07-05 08:55:10 main:574] : INFO : Epoch 1622 | loss: 0.0311321 | val_loss: 0.0311563 | Time: 1706.31 ms [2021-07-05 08:55:12 main:574] : INFO : Epoch 1623 | loss: 0.0311378 | val_loss: 0.0311525 | Time: 1684.57 ms [2021-07-05 08:55:14 main:574] : INFO : Epoch 1624 | loss: 0.0311358 | val_loss: 0.0311549 | Time: 1672.99 ms [2021-07-05 08:55:15 main:574] : INFO : Epoch 1625 | loss: 0.0311358 | val_loss: 0.0311553 | Time: 1706.52 ms [2021-07-05 08:55:17 main:574] : INFO : Epoch 1626 | loss: 0.0311339 | val_loss: 0.0311529 | Time: 1691.63 ms [2021-07-05 08:55:19 main:574] : INFO : Epoch 1627 | loss: 0.0311312 | val_loss: 0.0311516 | Time: 1653.93 ms [2021-07-05 08:55:20 main:574] : INFO : Epoch 1628 | loss: 0.0311329 | val_loss: 0.0311504 | Time: 1675.01 ms [2021-07-05 08:55:22 main:574] : INFO : Epoch 1629 | loss: 0.031128 | val_loss: 0.0311515 | Time: 1660.14 ms [2021-07-05 08:55:24 main:574] : INFO : Epoch 1630 | loss: 0.0311279 | val_loss: 0.0311537 | Time: 1664.55 ms [2021-07-05 08:55:25 main:574] : INFO : Epoch 1631 | loss: 0.0311285 | val_loss: 0.0311502 | Time: 1663.36 ms [2021-07-05 08:55:27 main:574] : INFO : Epoch 1632 | loss: 0.0311311 | val_loss: 0.0311586 | Time: 1647.08 ms [2021-07-05 08:55:29 main:574] : INFO : Epoch 1633 | loss: 0.0311312 | val_loss: 0.0311522 | Time: 1681.45 ms [2021-07-05 08:55:30 main:574] : INFO : Epoch 1634 | loss: 0.031133 | val_loss: 0.0311546 | Time: 1701.29 ms [2021-07-05 08:55:32 main:574] : INFO : Epoch 1635 | loss: 0.0311448 | val_loss: 0.0311506 | Time: 1696.24 ms [2021-07-05 08:55:34 main:574] : INFO : Epoch 1636 | loss: 0.0311452 | val_loss: 0.0311526 | Time: 1717.55 ms [2021-07-05 08:55:36 main:574] : INFO : Epoch 1637 | loss: 0.0311429 | val_loss: 0.0311483 | Time: 1670.17 ms [2021-07-05 08:55:37 main:574] : INFO : Epoch 1638 | loss: 0.031135 | val_loss: 0.0311533 | Time: 1686.98 ms [2021-07-05 08:55:39 main:574] : INFO : Epoch 1639 | loss: 0.0311319 | val_loss: 0.0311481 | Time: 1693.77 ms [2021-07-05 08:55:41 main:574] : INFO : Epoch 1640 | loss: 0.0311306 | val_loss: 0.0311497 | Time: 1656.96 ms [2021-07-05 08:55:42 main:574] : INFO : Epoch 1641 | loss: 0.0311301 | val_loss: 0.0311496 | Time: 1679 ms [2021-07-05 08:55:44 main:574] : INFO : Epoch 1642 | loss: 0.0311295 | val_loss: 0.0311519 | Time: 1664.45 ms [2021-07-05 08:55:46 main:574] : INFO : Epoch 1643 | loss: 0.0311372 | val_loss: 0.0311537 | Time: 1678 ms [2021-07-05 08:55:47 main:574] : INFO : Epoch 1644 | loss: 0.0311302 | val_loss: 0.0311536 | Time: 1679.86 ms [2021-07-05 08:55:49 main:574] : INFO : Epoch 1645 | loss: 0.0311303 | val_loss: 0.0311585 | Time: 1693.54 ms [2021-07-05 08:55:51 main:574] : INFO : Epoch 1646 | loss: 0.0311284 | val_loss: 0.0311549 | Time: 1701.8 ms [2021-07-05 08:55:52 main:574] : INFO : Epoch 1647 | loss: 0.0311257 | val_loss: 0.0311604 | Time: 1671.53 ms [2021-07-05 08:55:54 main:574] : INFO : Epoch 1648 | loss: 0.0311298 | val_loss: 0.0311498 | Time: 1667.62 ms [2021-07-05 08:55:56 main:574] : INFO : Epoch 1649 | loss: 0.0311261 | val_loss: 0.0311514 | Time: 1640.53 ms [2021-07-05 08:55:57 main:574] : INFO : Epoch 1650 | loss: 0.0311325 | val_loss: 0.0311623 | Time: 1670.87 ms [2021-07-05 08:55:59 main:574] : INFO : Epoch 1651 | loss: 0.0311274 | val_loss: 0.0311515 | Time: 1668.89 ms [2021-07-05 08:56:01 main:574] : INFO : Epoch 1652 | loss: 0.0311253 | val_loss: 0.0311533 | Time: 1699.62 ms [2021-07-05 08:56:02 main:574] : INFO : Epoch 1653 | loss: 0.0311272 | val_loss: 0.0311566 | Time: 1689.97 ms [2021-07-05 08:56:04 main:574] : INFO : Epoch 1654 | loss: 0.0311355 | val_loss: 0.0311668 | Time: 1692.78 ms [2021-07-05 08:56:06 main:574] : INFO : Epoch 1655 | loss: 0.0311323 | val_loss: 0.0311548 | Time: 1699.45 ms [2021-07-05 08:56:08 main:574] : INFO : Epoch 1656 | loss: 0.0311239 | val_loss: 0.0311573 | Time: 1691.78 ms [2021-07-05 08:56:09 main:574] : INFO : Epoch 1657 | loss: 0.031123 | val_loss: 0.0311559 | Time: 1681.92 ms [2021-07-05 08:56:11 main:574] : INFO : Epoch 1658 | loss: 0.031121 | val_loss: 0.0311543 | Time: 1679.38 ms [2021-07-05 08:56:13 main:574] : INFO : Epoch 1659 | loss: 0.0311238 | val_loss: 0.0311593 | Time: 1665.96 ms [2021-07-05 08:56:14 main:574] : INFO : Epoch 1660 | loss: 0.0311231 | val_loss: 0.0311605 | Time: 1657.23 ms [2021-07-05 08:56:16 main:574] : INFO : Epoch 1661 | loss: 0.031122 | val_loss: 0.0311568 | Time: 1660.59 ms [2021-07-05 08:56:18 main:574] : INFO : Epoch 1662 | loss: 0.0311211 | val_loss: 0.0311529 | Time: 1693.54 ms [2021-07-05 08:56:19 main:574] : INFO : Epoch 1663 | loss: 0.0311255 | val_loss: 0.0311586 | Time: 1683.47 ms [2021-07-05 08:56:21 main:574] : INFO : Epoch 1664 | loss: 0.0311199 | val_loss: 0.031156 | Time: 1696.16 ms [2021-07-05 08:56:23 main:574] : INFO : Epoch 1665 | loss: 0.0311181 | val_loss: 0.0311549 | Time: 1676.99 ms [2021-07-05 08:56:24 main:574] : INFO : Epoch 1666 | loss: 0.0311177 | val_loss: 0.0311583 | Time: 1683.08 ms [2021-07-05 08:56:26 main:574] : INFO : Epoch 1667 | loss: 0.0311197 | val_loss: 0.0311511 | Time: 1681.1 ms [2021-07-05 08:56:28 main:574] : INFO : Epoch 1668 | loss: 0.0311192 | val_loss: 0.0311514 | Time: 1673.16 ms [2021-07-05 08:56:29 main:574] : INFO : Epoch 1669 | loss: 0.0311229 | val_loss: 0.0311538 | Time: 1676.01 ms [2021-07-05 08:56:31 main:574] : INFO : Epoch 1670 | loss: 0.0311247 | val_loss: 0.0311559 | Time: 1648.02 ms [2021-07-05 08:56:33 main:574] : INFO : Epoch 1671 | loss: 0.0311221 | val_loss: 0.0311498 | Time: 1665.37 ms [2021-07-05 08:56:34 main:574] : INFO : Epoch 1672 | loss: 0.0311228 | val_loss: 0.0311608 | Time: 1653.62 ms [2021-07-05 08:56:36 main:574] : INFO : Epoch 1673 | loss: 0.0311243 | val_loss: 0.0311513 | Time: 1698.98 ms [2021-07-05 08:56:38 main:574] : INFO : Epoch 1674 | loss: 0.0311204 | val_loss: 0.0311557 | Time: 1678.72 ms [2021-07-05 08:56:39 main:574] : INFO : Epoch 1675 | loss: 0.0311235 | val_loss: 0.031152 | Time: 1695.5 ms [2021-07-05 08:56:41 main:574] : INFO : Epoch 1676 | loss: 0.0311232 | val_loss: 0.031155 | Time: 1740.08 ms [2021-07-05 08:56:43 main:574] : INFO : Epoch 1677 | loss: 0.0311199 | val_loss: 0.0311526 | Time: 1694.19 ms [2021-07-05 08:56:45 main:574] : INFO : Epoch 1678 | loss: 0.0311192 | val_loss: 0.0311483 | Time: 1641.22 ms [2021-07-05 08:56:46 main:574] : INFO : Epoch 1679 | loss: 0.0311184 | val_loss: 0.0311524 | Time: 1694.65 ms [2021-07-05 08:56:48 main:574] : INFO : Epoch 1680 | loss: 0.0311198 | val_loss: 0.0311498 | Time: 1669.33 ms [2021-07-05 08:56:50 main:574] : INFO : Epoch 1681 | loss: 0.0311257 | val_loss: 0.0311479 | Time: 1649.28 ms [2021-07-05 08:56:51 main:574] : INFO : Epoch 1682 | loss: 0.0311208 | val_loss: 0.0311554 | Time: 1667.3 ms [2021-07-05 08:56:53 main:574] : INFO : Epoch 1683 | loss: 0.0311184 | val_loss: 0.0311543 | Time: 1681.25 ms [2021-07-05 08:56:55 main:574] : INFO : Epoch 1684 | loss: 0.0311234 | val_loss: 0.0311548 | Time: 1690.95 ms [2021-07-05 08:56:56 main:574] : INFO : Epoch 1685 | loss: 0.0311194 | val_loss: 0.031153 | Time: 1691.8 ms [2021-07-05 08:56:58 main:574] : INFO : Epoch 1686 | loss: 0.0311176 | val_loss: 0.0311492 | Time: 1712.49 ms [2021-07-05 08:57:00 main:574] : INFO : Epoch 1687 | loss: 0.0311151 | val_loss: 0.0311515 | Time: 1675.89 ms [2021-07-05 08:57:01 main:574] : INFO : Epoch 1688 | loss: 0.031118 | val_loss: 0.0311507 | Time: 1667.93 ms [2021-07-05 08:57:03 main:574] : INFO : Epoch 1689 | loss: 0.0311172 | val_loss: 0.0311494 | Time: 1682.59 ms [2021-07-05 08:57:05 main:574] : INFO : Epoch 1690 | loss: 0.0311219 | val_loss: 0.0311532 | Time: 1671.62 ms [2021-07-05 08:57:06 main:574] : INFO : Epoch 1691 | loss: 0.0311252 | val_loss: 0.0311509 | Time: 1661.86 ms [2021-07-05 08:57:08 main:574] : INFO : Epoch 1692 | loss: 0.0311213 | val_loss: 0.0311498 | Time: 1677.37 ms [2021-07-05 08:57:10 main:574] : INFO : Epoch 1693 | loss: 0.0311205 | val_loss: 0.0311465 | Time: 1688.89 ms [2021-07-05 08:57:11 main:574] : INFO : Epoch 1694 | loss: 0.0311182 | val_loss: 0.0311491 | Time: 1657.06 ms [2021-07-05 08:57:13 main:574] : INFO : Epoch 1695 | loss: 0.031121 | val_loss: 0.0311621 | Time: 1694.26 ms [2021-07-05 08:57:15 main:574] : INFO : Epoch 1696 | loss: 0.0311341 | val_loss: 0.0311512 | Time: 1665.39 ms [2021-07-05 08:57:16 main:574] : INFO : Epoch 1697 | loss: 0.0311311 | val_loss: 0.0311569 | Time: 1685.47 ms [2021-07-05 08:57:18 main:574] : INFO : Epoch 1698 | loss: 0.0311252 | val_loss: 0.0311485 | Time: 1681.8 ms [2021-07-05 08:57:20 main:574] : INFO : Epoch 1699 | loss: 0.0311269 | val_loss: 0.0311611 | Time: 1660.7 ms [2021-07-05 08:57:21 main:574] : INFO : Epoch 1700 | loss: 0.0311341 | val_loss: 0.0311521 | Time: 1624.42 ms [2021-07-05 08:57:23 main:574] : INFO : Epoch 1701 | loss: 0.0311326 | val_loss: 0.0311549 | Time: 1669.05 ms [2021-07-05 08:57:25 main:574] : INFO : Epoch 1702 | loss: 0.0311262 | val_loss: 0.031152 | Time: 1683.33 ms [2021-07-05 08:57:27 main:574] : INFO : Epoch 1703 | loss: 0.031125 | val_loss: 0.0311587 | Time: 1716.92 ms [2021-07-05 08:57:28 main:574] : INFO : Epoch 1704 | loss: 0.0311292 | val_loss: 0.0311507 | Time: 1699.54 ms [2021-07-05 08:57:30 main:574] : INFO : Epoch 1705 | loss: 0.0311222 | val_loss: 0.0311483 | Time: 1689.79 ms [2021-07-05 08:57:32 main:574] : INFO : Epoch 1706 | loss: 0.0311178 | val_loss: 0.0311526 | Time: 1676.49 ms [2021-07-05 08:57:33 main:574] : INFO : Epoch 1707 | loss: 0.0311224 | val_loss: 0.0311493 | Time: 1678.97 ms [2021-07-05 08:57:35 main:574] : INFO : Epoch 1708 | loss: 0.0311171 | val_loss: 0.0311489 | Time: 1676.7 ms [2021-07-05 08:57:37 main:574] : INFO : Epoch 1709 | loss: 0.0311187 | val_loss: 0.0311458 | Time: 1650.87 ms [2021-07-05 08:57:38 main:574] : INFO : Epoch 1710 | loss: 0.0311162 | val_loss: 0.031147 | Time: 1664.2 ms [2021-07-05 08:57:40 main:574] : INFO : Epoch 1711 | loss: 0.0311153 | val_loss: 0.0311487 | Time: 1646.52 ms [2021-07-05 08:57:42 main:574] : INFO : Epoch 1712 | loss: 0.0311187 | val_loss: 0.0311413 | Time: 1685.66 ms [2021-07-05 08:57:43 main:574] : INFO : Epoch 1713 | loss: 0.0311184 | val_loss: 0.0311436 | Time: 1701.4 ms [2021-07-05 08:57:45 main:574] : INFO : Epoch 1714 | loss: 0.0311199 | val_loss: 0.031146 | Time: 1686.49 ms [2021-07-05 08:57:47 main:574] : INFO : Epoch 1715 | loss: 0.0311162 | val_loss: 0.0311471 | Time: 1656.37 ms [2021-07-05 08:57:48 main:574] : INFO : Epoch 1716 | loss: 0.0311143 | val_loss: 0.0311482 | Time: 1656.58 ms [2021-07-05 08:57:50 main:574] : INFO : Epoch 1717 | loss: 0.0311126 | val_loss: 0.0311454 | Time: 1652.36 ms [2021-07-05 08:57:52 main:574] : INFO : Epoch 1718 | loss: 0.0311139 | val_loss: 0.0311452 | Time: 1676.51 ms [2021-07-05 08:57:53 main:574] : INFO : Epoch 1719 | loss: 0.0311127 | val_loss: 0.0311447 | Time: 1704.62 ms [2021-07-05 08:57:55 main:574] : INFO : Epoch 1720 | loss: 0.0311104 | val_loss: 0.0311469 | Time: 1706.41 ms [2021-07-05 08:57:57 main:574] : INFO : Epoch 1721 | loss: 0.0311141 | val_loss: 0.0311454 | Time: 1691.1 ms [2021-07-05 08:57:58 main:574] : INFO : Epoch 1722 | loss: 0.0311177 | val_loss: 0.0311471 | Time: 1694.45 ms [2021-07-05 08:58:00 main:574] : INFO : Epoch 1723 | loss: 0.0311106 | val_loss: 0.0311508 | Time: 1694.53 ms [2021-07-05 08:58:02 main:574] : INFO : Epoch 1724 | loss: 0.0311097 | val_loss: 0.0311448 | Time: 1675.05 ms [2021-07-05 08:58:04 main:574] : INFO : Epoch 1725 | loss: 0.0311153 | val_loss: 0.0311568 | Time: 1686.97 ms [2021-07-05 08:58:05 main:574] : INFO : Epoch 1726 | loss: 0.0311223 | val_loss: 0.0311523 | Time: 1675.65 ms [2021-07-05 08:58:07 main:574] : INFO : Epoch 1727 | loss: 0.0311205 | val_loss: 0.0311612 | Time: 1678.6 ms [2021-07-05 08:58:09 main:574] : INFO : Epoch 1728 | loss: 0.0311196 | val_loss: 0.0311554 | Time: 1664.47 ms [2021-07-05 08:58:10 main:574] : INFO : Epoch 1729 | loss: 0.0311166 | val_loss: 0.0311526 | Time: 1686.18 ms [2021-07-05 08:58:12 main:574] : INFO : Epoch 1730 | loss: 0.0311121 | val_loss: 0.0311482 | Time: 1682.91 ms [2021-07-05 08:58:14 main:574] : INFO : Epoch 1731 | loss: 0.0311112 | val_loss: 0.0311498 | Time: 1676.51 ms [2021-07-05 08:58:15 main:574] : INFO : Epoch 1732 | loss: 0.0311096 | val_loss: 0.0311493 | Time: 1684.5 ms [2021-07-05 08:58:17 main:574] : INFO : Epoch 1733 | loss: 0.0311071 | val_loss: 0.0311447 | Time: 1726.95 ms [2021-07-05 08:58:19 main:574] : INFO : Epoch 1734 | loss: 0.0311059 | val_loss: 0.031152 | Time: 1673.22 ms [2021-07-05 08:58:20 main:574] : INFO : Epoch 1735 | loss: 0.0311072 | val_loss: 0.0311424 | Time: 1668.77 ms [2021-07-05 08:58:22 main:574] : INFO : Epoch 1736 | loss: 0.0311071 | val_loss: 0.0311551 | Time: 1678.99 ms [2021-07-05 08:58:24 main:574] : INFO : Epoch 1737 | loss: 0.0311094 | val_loss: 0.0311461 | Time: 1689.59 ms [2021-07-05 08:58:25 main:574] : INFO : Epoch 1738 | loss: 0.0311081 | val_loss: 0.0311624 | Time: 1669.11 ms [2021-07-05 08:58:27 main:574] : INFO : Epoch 1739 | loss: 0.0311091 | val_loss: 0.0311519 | Time: 1674.58 ms [2021-07-05 08:58:29 main:574] : INFO : Epoch 1740 | loss: 0.0311094 | val_loss: 0.0311498 | Time: 1667.17 ms [2021-07-05 08:58:31 main:574] : INFO : Epoch 1741 | loss: 0.0311088 | val_loss: 0.0311438 | Time: 1698.21 ms [2021-07-05 08:58:32 main:574] : INFO : Epoch 1742 | loss: 0.0311149 | val_loss: 0.0311455 | Time: 1705.6 ms [2021-07-05 08:58:34 main:574] : INFO : Epoch 1743 | loss: 0.0311258 | val_loss: 0.0311467 | Time: 1675.6 ms [2021-07-05 08:58:36 main:574] : INFO : Epoch 1744 | loss: 0.0311174 | val_loss: 0.0311448 | Time: 1651.73 ms [2021-07-05 08:58:37 main:574] : INFO : Epoch 1745 | loss: 0.0311139 | val_loss: 0.0311462 | Time: 1674.58 ms [2021-07-05 08:58:39 main:574] : INFO : Epoch 1746 | loss: 0.0311129 | val_loss: 0.0311468 | Time: 1651.07 ms [2021-07-05 08:58:41 main:574] : INFO : Epoch 1747 | loss: 0.0311125 | val_loss: 0.0311471 | Time: 1685.97 ms [2021-07-05 08:58:42 main:574] : INFO : Epoch 1748 | loss: 0.0311092 | val_loss: 0.0311561 | Time: 1644.93 ms [2021-07-05 08:58:44 main:574] : INFO : Epoch 1749 | loss: 0.031112 | val_loss: 0.0311498 | Time: 1653.77 ms [2021-07-05 08:58:46 main:574] : INFO : Epoch 1750 | loss: 0.0311138 | val_loss: 0.0311472 | Time: 1657.35 ms [2021-07-05 08:58:47 main:574] : INFO : Epoch 1751 | loss: 0.0311112 | val_loss: 0.0311455 | Time: 1692.81 ms [2021-07-05 08:58:49 main:574] : INFO : Epoch 1752 | loss: 0.0311083 | val_loss: 0.0311441 | Time: 1677.8 ms [2021-07-05 08:58:51 main:574] : INFO : Epoch 1753 | loss: 0.0311061 | val_loss: 0.0311475 | Time: 1702.39 ms [2021-07-05 08:58:52 main:574] : INFO : Epoch 1754 | loss: 0.0311068 | val_loss: 0.031154 | Time: 1663.68 ms [2021-07-05 08:58:54 main:574] : INFO : Epoch 1755 | loss: 0.0311104 | val_loss: 0.031158 | Time: 1679.38 ms [2021-07-05 08:58:56 main:574] : INFO : Epoch 1756 | loss: 0.0311079 | val_loss: 0.0311479 | Time: 1658.82 ms [2021-07-05 08:58:57 main:574] : INFO : Epoch 1757 | loss: 0.0311057 | val_loss: 0.0311461 | Time: 1674.21 ms [2021-07-05 08:58:59 main:574] : INFO : Epoch 1758 | loss: 0.0311035 | val_loss: 0.031147 | Time: 1656.74 ms [2021-07-05 08:59:01 main:574] : INFO : Epoch 1759 | loss: 0.0311057 | val_loss: 0.0311497 | Time: 1673.6 ms [2021-07-05 08:59:02 main:574] : INFO : Epoch 1760 | loss: 0.031107 | val_loss: 0.031153 | Time: 1694.97 ms [2021-07-05 08:59:04 main:574] : INFO : Epoch 1761 | loss: 0.0311047 | val_loss: 0.0311496 | Time: 1721.11 ms [2021-07-05 08:59:06 main:574] : INFO : Epoch 1762 | loss: 0.0311043 | val_loss: 0.0311491 | Time: 1703.23 ms [2021-07-05 08:59:07 main:574] : INFO : Epoch 1763 | loss: 0.0311037 | val_loss: 0.0311528 | Time: 1669.22 ms [2021-07-05 08:59:09 main:574] : INFO : Epoch 1764 | loss: 0.0311042 | val_loss: 0.0311475 | Time: 1699.99 ms [2021-07-05 08:59:11 main:574] : INFO : Epoch 1765 | loss: 0.0311 | val_loss: 0.0311524 | Time: 1696.55 ms [2021-07-05 08:59:13 main:574] : INFO : Epoch 1766 | loss: 0.0310985 | val_loss: 0.0311488 | Time: 1686.3 ms [2021-07-05 08:59:14 main:574] : INFO : Epoch 1767 | loss: 0.031099 | val_loss: 0.0311458 | Time: 1674.4 ms [2021-07-05 08:59:16 main:574] : INFO : Epoch 1768 | loss: 0.0310979 | val_loss: 0.0311507 | Time: 1653.38 ms [2021-07-05 08:59:18 main:574] : INFO : Epoch 1769 | loss: 0.0310975 | val_loss: 0.0311531 | Time: 1664.43 ms [2021-07-05 08:59:19 main:574] : INFO : Epoch 1770 | loss: 0.0311016 | val_loss: 0.0311477 | Time: 1718.18 ms [2021-07-05 08:59:21 main:574] : INFO : Epoch 1771 | loss: 0.0311112 | val_loss: 0.0311521 | Time: 1695.07 ms [2021-07-05 08:59:23 main:574] : INFO : Epoch 1772 | loss: 0.0311139 | val_loss: 0.0311511 | Time: 1690.47 ms [2021-07-05 08:59:24 main:574] : INFO : Epoch 1773 | loss: 0.0311065 | val_loss: 0.031151 | Time: 1704.82 ms [2021-07-05 08:59:26 main:574] : INFO : Epoch 1774 | loss: 0.0311043 | val_loss: 0.0311539 | Time: 1688.33 ms [2021-07-05 08:59:28 main:574] : INFO : Epoch 1775 | loss: 0.031108 | val_loss: 0.0311497 | Time: 1639.64 ms [2021-07-05 08:59:29 main:574] : INFO : Epoch 1776 | loss: 0.031109 | val_loss: 0.0311463 | Time: 1648.2 ms [2021-07-05 08:59:31 main:574] : INFO : Epoch 1777 | loss: 0.0311029 | val_loss: 0.0311461 | Time: 1672.97 ms [2021-07-05 08:59:33 main:574] : INFO : Epoch 1778 | loss: 0.031102 | val_loss: 0.0311469 | Time: 1687.74 ms [2021-07-05 08:59:34 main:574] : INFO : Epoch 1779 | loss: 0.0311027 | val_loss: 0.0311496 | Time: 1658.71 ms [2021-07-05 08:59:36 main:574] : INFO : Epoch 1780 | loss: 0.0311014 | val_loss: 0.0311428 | Time: 1679.6 ms [2021-07-05 08:59:38 main:574] : INFO : Epoch 1781 | loss: 0.0311044 | val_loss: 0.0311439 | Time: 1711.22 ms [2021-07-05 08:59:39 main:574] : INFO : Epoch 1782 | loss: 0.031104 | val_loss: 0.0311426 | Time: 1678 ms [2021-07-05 08:59:41 main:574] : INFO : Epoch 1783 | loss: 0.0311048 | val_loss: 0.0311503 | Time: 1708.76 ms [2021-07-05 08:59:43 main:574] : INFO : Epoch 1784 | loss: 0.0311106 | val_loss: 0.0311467 | Time: 1685.44 ms [2021-07-05 08:59:45 main:574] : INFO : Epoch 1785 | loss: 0.031108 | val_loss: 0.0311415 | Time: 1673.86 ms [2021-07-05 08:59:46 main:574] : INFO : Epoch 1786 | loss: 0.0311113 | val_loss: 0.0311431 | Time: 1702.93 ms [2021-07-05 08:59:48 main:574] : INFO : Epoch 1787 | loss: 0.0311062 | val_loss: 0.0311434 | Time: 1680.16 ms [2021-07-05 08:59:50 main:574] : INFO : Epoch 1788 | loss: 0.0311159 | val_loss: 0.0311457 | Time: 1683.98 ms [2021-07-05 08:59:51 main:574] : INFO : Epoch 1789 | loss: 0.0311148 | val_loss: 0.0311413 | Time: 1696.65 ms [2021-07-05 08:59:53 main:574] : INFO : Epoch 1790 | loss: 0.0311064 | val_loss: 0.0311419 | Time: 1701 ms [2021-07-05 08:59:55 main:574] : INFO : Epoch 1791 | loss: 0.0311053 | val_loss: 0.0311431 | Time: 1703.91 ms [2021-07-05 08:59:56 main:574] : INFO : Epoch 1792 | loss: 0.0311043 | val_loss: 0.0311426 | Time: 1705.76 ms [2021-07-05 08:59:58 main:574] : INFO : Epoch 1793 | loss: 0.0311041 | val_loss: 0.0311449 | Time: 1694.37 ms [2021-07-05 09:00:00 main:574] : INFO : Epoch 1794 | loss: 0.0311045 | val_loss: 0.0311485 | Time: 1683.61 ms [2021-07-05 09:00:02 main:574] : INFO : Epoch 1795 | loss: 0.0311002 | val_loss: 0.031154 | Time: 1693.95 ms [2021-07-05 09:00:03 main:574] : INFO : Epoch 1796 | loss: 0.0310978 | val_loss: 0.0311513 | Time: 1666.22 ms [2021-07-05 09:00:05 main:574] : INFO : Epoch 1797 | loss: 0.0311012 | val_loss: 0.0311484 | Time: 1665.3 ms [2021-07-05 09:00:07 main:574] : INFO : Epoch 1798 | loss: 0.0311002 | val_loss: 0.0311467 | Time: 1668.46 ms [2021-07-05 09:00:08 main:574] : INFO : Epoch 1799 | loss: 0.0310991 | val_loss: 0.031155 | Time: 1693.26 ms [2021-07-05 09:00:10 main:574] : INFO : Epoch 1800 | loss: 0.0310975 | val_loss: 0.0311461 | Time: 1698.09 ms [2021-07-05 09:00:12 main:574] : INFO : Epoch 1801 | loss: 0.0310961 | val_loss: 0.0311438 | Time: 1709.72 ms [2021-07-05 09:00:13 main:574] : INFO : Epoch 1802 | loss: 0.0310945 | val_loss: 0.0311464 | Time: 1679.18 ms [2021-07-05 09:00:15 main:574] : INFO : Epoch 1803 | loss: 0.0310965 | val_loss: 0.0311489 | Time: 1686.97 ms [2021-07-05 09:00:17 main:574] : INFO : Epoch 1804 | loss: 0.0310973 | val_loss: 0.0311469 | Time: 1655.51 ms [2021-07-05 09:00:18 main:574] : INFO : Epoch 1805 | loss: 0.0311283 | val_loss: 0.0311428 | Time: 1686.27 ms [2021-07-05 09:00:20 main:574] : INFO : Epoch 1806 | loss: 0.031121 | val_loss: 0.0311414 | Time: 1690.04 ms [2021-07-05 09:00:22 main:574] : INFO : Epoch 1807 | loss: 0.0311146 | val_loss: 0.0311407 | Time: 1698.76 ms [2021-07-05 09:00:23 main:574] : INFO : Epoch 1808 | loss: 0.0311124 | val_loss: 0.0311429 | Time: 1680.75 ms [2021-07-05 09:00:25 main:574] : INFO : Epoch 1809 | loss: 0.0311097 | val_loss: 0.0311388 | Time: 1650.78 ms [2021-07-05 09:00:27 main:574] : INFO : Epoch 1810 | loss: 0.0311071 | val_loss: 0.031139 | Time: 1666.02 ms [2021-07-05 09:00:28 main:574] : INFO : Epoch 1811 | loss: 0.0311083 | val_loss: 0.0311475 | Time: 1689.69 ms [2021-07-05 09:00:30 main:574] : INFO : Epoch 1812 | loss: 0.0311064 | val_loss: 0.0311409 | Time: 1695.59 ms [2021-07-05 09:00:32 main:574] : INFO : Epoch 1813 | loss: 0.0311023 | val_loss: 0.0311426 | Time: 1674.41 ms [2021-07-05 09:00:34 main:574] : INFO : Epoch 1814 | loss: 0.0311093 | val_loss: 0.031144 | Time: 1678.81 ms [2021-07-05 09:00:35 main:574] : INFO : Epoch 1815 | loss: 0.0311156 | val_loss: 0.0311391 | Time: 1692.02 ms [2021-07-05 09:00:37 main:574] : INFO : Epoch 1816 | loss: 0.0311138 | val_loss: 0.0311381 | Time: 1694 ms [2021-07-05 09:00:39 main:574] : INFO : Epoch 1817 | loss: 0.0311191 | val_loss: 0.0311382 | Time: 1684.78 ms [2021-07-05 09:00:40 main:574] : INFO : Epoch 1818 | loss: 0.0311177 | val_loss: 0.0311376 | Time: 1675.26 ms [2021-07-05 09:00:42 main:574] : INFO : Epoch 1819 | loss: 0.0311141 | val_loss: 0.0311338 | Time: 1682.24 ms [2021-07-05 09:00:44 main:574] : INFO : Epoch 1820 | loss: 0.0311113 | val_loss: 0.0311341 | Time: 1673.82 ms [2021-07-05 09:00:45 main:574] : INFO : Epoch 1821 | loss: 0.0311069 | val_loss: 0.0311379 | Time: 1693.31 ms [2021-07-05 09:00:47 main:574] : INFO : Epoch 1822 | loss: 0.0311089 | val_loss: 0.0311406 | Time: 1672.99 ms [2021-07-05 09:00:49 main:574] : INFO : Epoch 1823 | loss: 0.031107 | val_loss: 0.0311389 | Time: 1706.82 ms [2021-07-05 09:00:50 main:574] : INFO : Epoch 1824 | loss: 0.0311063 | val_loss: 0.0311394 | Time: 1669.35 ms [2021-07-05 09:00:52 main:574] : INFO : Epoch 1825 | loss: 0.0311033 | val_loss: 0.0311342 | Time: 1677.3 ms [2021-07-05 09:00:54 main:574] : INFO : Epoch 1826 | loss: 0.0311048 | val_loss: 0.0311394 | Time: 1678.98 ms [2021-07-05 09:00:55 main:574] : INFO : Epoch 1827 | loss: 0.0311077 | val_loss: 0.0311413 | Time: 1693.84 ms [2021-07-05 09:00:57 main:574] : INFO : Epoch 1828 | loss: 0.031104 | val_loss: 0.03114 | Time: 1685.87 ms [2021-07-05 09:00:59 main:574] : INFO : Epoch 1829 | loss: 0.0311048 | val_loss: 0.0311391 | Time: 1696.74 ms [2021-07-05 09:01:01 main:574] : INFO : Epoch 1830 | loss: 0.0311117 | val_loss: 0.0311442 | Time: 1685.65 ms [2021-07-05 09:01:02 main:574] : INFO : Epoch 1831 | loss: 0.0311069 | val_loss: 0.0311406 | Time: 1690.53 ms [2021-07-05 09:01:04 main:574] : INFO : Epoch 1832 | loss: 0.0311043 | val_loss: 0.0311435 | Time: 1693.66 ms [2021-07-05 09:01:06 main:574] : INFO : Epoch 1833 | loss: 0.0311011 | val_loss: 0.0311459 | Time: 1687.26 ms [2021-07-05 09:01:07 main:574] : INFO : Epoch 1834 | loss: 0.0311004 | val_loss: 0.0311526 | Time: 1668.05 ms [2021-07-05 09:01:09 main:574] : INFO : Epoch 1835 | loss: 0.0311022 | val_loss: 0.0311445 | Time: 1691.57 ms [2021-07-05 09:01:11 main:574] : INFO : Epoch 1836 | loss: 0.0311011 | val_loss: 0.0311422 | Time: 1671.92 ms [2021-07-05 09:01:12 main:574] : INFO : Epoch 1837 | loss: 0.0311126 | val_loss: 0.0311471 | Time: 1701.71 ms [2021-07-05 09:01:14 main:574] : INFO : Epoch 1838 | loss: 0.0311335 | val_loss: 0.0311453 | Time: 1687.57 ms [2021-07-05 09:01:16 main:574] : INFO : Epoch 1839 | loss: 0.0311266 | val_loss: 0.0311395 | Time: 1684.67 ms [2021-07-05 09:01:17 main:574] : INFO : Epoch 1840 | loss: 0.031125 | val_loss: 0.0311438 | Time: 1677.52 ms [2021-07-05 09:01:19 main:574] : INFO : Epoch 1841 | loss: 0.031122 | val_loss: 0.0311413 | Time: 1703.14 ms [2021-07-05 09:01:21 main:574] : INFO : Epoch 1842 | loss: 0.03112 | val_loss: 0.0311426 | Time: 1714.35 ms [2021-07-05 09:01:23 main:574] : INFO : Epoch 1843 | loss: 0.0311196 | val_loss: 0.0311377 | Time: 1757.04 ms [2021-07-05 09:01:24 main:574] : INFO : Epoch 1844 | loss: 0.0311116 | val_loss: 0.0311374 | Time: 1723.66 ms [2021-07-05 09:01:26 main:574] : INFO : Epoch 1845 | loss: 0.0311076 | val_loss: 0.0311391 | Time: 1712.85 ms [2021-07-05 09:01:28 main:574] : INFO : Epoch 1846 | loss: 0.0311089 | val_loss: 0.0311367 | Time: 1708.77 ms [2021-07-05 09:01:29 main:574] : INFO : Epoch 1847 | loss: 0.0311059 | val_loss: 0.0311377 | Time: 1666.83 ms [2021-07-05 09:01:31 main:574] : INFO : Epoch 1848 | loss: 0.031105 | val_loss: 0.0311385 | Time: 1669.9 ms [2021-07-05 09:01:33 main:574] : INFO : Epoch 1849 | loss: 0.0311036 | val_loss: 0.0311394 | Time: 1653.88 ms [2021-07-05 09:01:34 main:574] : INFO : Epoch 1850 | loss: 0.031103 | val_loss: 0.0311419 | Time: 1675.17 ms [2021-07-05 09:01:36 main:574] : INFO : Epoch 1851 | loss: 0.0311009 | val_loss: 0.031141 | Time: 1681.19 ms [2021-07-05 09:01:38 main:574] : INFO : Epoch 1852 | loss: 0.0311 | val_loss: 0.0311428 | Time: 1683.45 ms [2021-07-05 09:01:40 main:574] : INFO : Epoch 1853 | loss: 0.0311006 | val_loss: 0.0311373 | Time: 1673.96 ms [2021-07-05 09:01:41 main:574] : INFO : Epoch 1854 | loss: 0.0310997 | val_loss: 0.0311396 | Time: 1655.03 ms [2021-07-05 09:01:43 main:574] : INFO : Epoch 1855 | loss: 0.031097 | val_loss: 0.0311394 | Time: 1676.94 ms [2021-07-05 09:01:45 main:574] : INFO : Epoch 1856 | loss: 0.031099 | val_loss: 0.0311422 | Time: 1700.27 ms [2021-07-05 09:01:46 main:574] : INFO : Epoch 1857 | loss: 0.0311017 | val_loss: 0.0311409 | Time: 1713.71 ms [2021-07-05 09:01:48 main:574] : INFO : Epoch 1858 | loss: 0.0310971 | val_loss: 0.0311434 | Time: 1681.9 ms [2021-07-05 09:01:50 main:574] : INFO : Epoch 1859 | loss: 0.0310947 | val_loss: 0.0311415 | Time: 1683.64 ms [2021-07-05 09:01:51 main:574] : INFO : Epoch 1860 | loss: 0.0310948 | val_loss: 0.0311439 | Time: 1706.37 ms [2021-07-05 09:01:53 main:574] : INFO : Epoch 1861 | loss: 0.0310939 | val_loss: 0.031141 | Time: 1681.18 ms [2021-07-05 09:01:55 main:574] : INFO : Epoch 1862 | loss: 0.0310995 | val_loss: 0.0311419 | Time: 1686.45 ms [2021-07-05 09:01:56 main:574] : INFO : Epoch 1863 | loss: 0.0310979 | val_loss: 0.0311418 | Time: 1684.1 ms [2021-07-05 09:01:58 main:574] : INFO : Epoch 1864 | loss: 0.0310946 | val_loss: 0.0311388 | Time: 1689.41 ms [2021-07-05 09:02:00 main:574] : INFO : Epoch 1865 | loss: 0.0310931 | val_loss: 0.0311506 | Time: 1670.94 ms [2021-07-05 09:02:02 main:574] : INFO : Epoch 1866 | loss: 0.0310929 | val_loss: 0.0311418 | Time: 1698.9 ms [2021-07-05 09:02:03 main:574] : INFO : Epoch 1867 | loss: 0.0310934 | val_loss: 0.0311409 | Time: 1662.13 ms [2021-07-05 09:02:05 main:574] : INFO : Epoch 1868 | loss: 0.031101 | val_loss: 0.0311395 | Time: 1692.66 ms [2021-07-05 09:02:07 main:574] : INFO : Epoch 1869 | loss: 0.0311027 | val_loss: 0.0311403 | Time: 1704.57 ms [2021-07-05 09:02:08 main:574] : INFO : Epoch 1870 | loss: 0.0311013 | val_loss: 0.0311458 | Time: 1679.92 ms [2021-07-05 09:02:10 main:574] : INFO : Epoch 1871 | loss: 0.0310964 | val_loss: 0.0311474 | Time: 1683.15 ms [2021-07-05 09:02:12 main:574] : INFO : Epoch 1872 | loss: 0.0310939 | val_loss: 0.0311413 | Time: 1698.47 ms [2021-07-05 09:02:13 main:574] : INFO : Epoch 1873 | loss: 0.0310936 | val_loss: 0.0311445 | Time: 1696.76 ms [2021-07-05 09:02:15 main:574] : INFO : Epoch 1874 | loss: 0.0310933 | val_loss: 0.0311497 | Time: 1669.17 ms [2021-07-05 09:02:17 main:574] : INFO : Epoch 1875 | loss: 0.031097 | val_loss: 0.0311455 | Time: 1650.79 ms [2021-07-05 09:02:18 main:574] : INFO : Epoch 1876 | loss: 0.0310935 | val_loss: 0.0311465 | Time: 1645.26 ms [2021-07-05 09:02:20 main:574] : INFO : Epoch 1877 | loss: 0.0310935 | val_loss: 0.0311414 | Time: 1669.43 ms [2021-07-05 09:02:22 main:574] : INFO : Epoch 1878 | loss: 0.0310944 | val_loss: 0.0311437 | Time: 1701.03 ms [2021-07-05 09:02:23 main:574] : INFO : Epoch 1879 | loss: 0.0310934 | val_loss: 0.0311492 | Time: 1699.45 ms [2021-07-05 09:02:25 main:574] : INFO : Epoch 1880 | loss: 0.0310905 | val_loss: 0.0311473 | Time: 1713.53 ms [2021-07-05 09:02:27 main:574] : INFO : Epoch 1881 | loss: 0.03109 | val_loss: 0.0311461 | Time: 1693.73 ms [2021-07-05 09:02:29 main:574] : INFO : Epoch 1882 | loss: 0.0310905 | val_loss: 0.0311479 | Time: 1705.31 ms [2021-07-05 09:02:30 main:574] : INFO : Epoch 1883 | loss: 0.0310933 | val_loss: 0.0311402 | Time: 1721.27 ms [2021-07-05 09:02:32 main:574] : INFO : Epoch 1884 | loss: 0.0310899 | val_loss: 0.0311448 | Time: 1715.53 ms [2021-07-05 09:02:34 main:574] : INFO : Epoch 1885 | loss: 0.0310953 | val_loss: 0.0311396 | Time: 1673.79 ms [2021-07-05 09:02:35 main:574] : INFO : Epoch 1886 | loss: 0.0310985 | val_loss: 0.0311409 | Time: 1671.63 ms [2021-07-05 09:02:37 main:574] : INFO : Epoch 1887 | loss: 0.0310987 | val_loss: 0.0311454 | Time: 1713.4 ms [2021-07-05 09:02:39 main:574] : INFO : Epoch 1888 | loss: 0.0310939 | val_loss: 0.031142 | Time: 1688.07 ms [2021-07-05 09:02:40 main:574] : INFO : Epoch 1889 | loss: 0.0310894 | val_loss: 0.0311511 | Time: 1672.67 ms [2021-07-05 09:02:42 main:574] : INFO : Epoch 1890 | loss: 0.0310889 | val_loss: 0.0311459 | Time: 1688.98 ms [2021-07-05 09:02:44 main:574] : INFO : Epoch 1891 | loss: 0.0310942 | val_loss: 0.0311496 | Time: 1712.27 ms [2021-07-05 09:02:46 main:574] : INFO : Epoch 1892 | loss: 0.0310953 | val_loss: 0.0311436 | Time: 1684.53 ms [2021-07-05 09:02:47 main:574] : INFO : Epoch 1893 | loss: 0.0310916 | val_loss: 0.031138 | Time: 1687.19 ms [2021-07-05 09:02:49 main:574] : INFO : Epoch 1894 | loss: 0.0310913 | val_loss: 0.0311419 | Time: 1709.26 ms [2021-07-05 09:02:51 main:574] : INFO : Epoch 1895 | loss: 0.0310967 | val_loss: 0.0311603 | Time: 1669.65 ms [2021-07-05 09:02:52 main:574] : INFO : Epoch 1896 | loss: 0.0310943 | val_loss: 0.0311389 | Time: 1679.97 ms [2021-07-05 09:02:54 main:574] : INFO : Epoch 1897 | loss: 0.031093 | val_loss: 0.0311434 | Time: 1661.74 ms [2021-07-05 09:02:56 main:574] : INFO : Epoch 1898 | loss: 0.03109 | val_loss: 0.0311489 | Time: 1655.44 ms [2021-07-05 09:02:57 main:574] : INFO : Epoch 1899 | loss: 0.0310888 | val_loss: 0.031144 | Time: 1710.41 ms [2021-07-05 09:02:59 main:574] : INFO : Epoch 1900 | loss: 0.0310884 | val_loss: 0.0311548 | Time: 1714.06 ms [2021-07-05 09:03:01 main:574] : INFO : Epoch 1901 | loss: 0.0310888 | val_loss: 0.0311493 | Time: 1719.82 ms [2021-07-05 09:03:02 main:574] : INFO : Epoch 1902 | loss: 0.0310932 | val_loss: 0.0311477 | Time: 1697.9 ms [2021-07-05 09:03:04 main:574] : INFO : Epoch 1903 | loss: 0.0310915 | val_loss: 0.0311427 | Time: 1697.73 ms [2021-07-05 09:03:06 main:574] : INFO : Epoch 1904 | loss: 0.031092 | val_loss: 0.0311418 | Time: 1700.58 ms [2021-07-05 09:03:08 main:574] : INFO : Epoch 1905 | loss: 0.0310938 | val_loss: 0.0311432 | Time: 1662.26 ms [2021-07-05 09:03:09 main:574] : INFO : Epoch 1906 | loss: 0.031091 | val_loss: 0.0311406 | Time: 1686.81 ms [2021-07-05 09:03:11 main:574] : INFO : Epoch 1907 | loss: 0.0310903 | val_loss: 0.0311405 | Time: 1685.65 ms [2021-07-05 09:03:13 main:574] : INFO : Epoch 1908 | loss: 0.0310866 | val_loss: 0.0311431 | Time: 1672.15 ms [2021-07-05 09:03:14 main:574] : INFO : Epoch 1909 | loss: 0.0310933 | val_loss: 0.0311494 | Time: 1708.79 ms [2021-07-05 09:03:16 main:574] : INFO : Epoch 1910 | loss: 0.0310939 | val_loss: 0.0311406 | Time: 1708.18 ms [2021-07-05 09:03:18 main:574] : INFO : Epoch 1911 | loss: 0.0310882 | val_loss: 0.0311415 | Time: 1677.64 ms [2021-07-05 09:03:19 main:574] : INFO : Epoch 1912 | loss: 0.0310888 | val_loss: 0.0311428 | Time: 1652.74 ms [2021-07-05 09:03:21 main:574] : INFO : Epoch 1913 | loss: 0.0310867 | val_loss: 0.0311461 | Time: 1711.49 ms [2021-07-05 09:03:23 main:574] : INFO : Epoch 1914 | loss: 0.0310864 | val_loss: 0.0311444 | Time: 1690.5 ms [2021-07-05 09:03:24 main:574] : INFO : Epoch 1915 | loss: 0.0310878 | val_loss: 0.0311432 | Time: 1684.92 ms [2021-07-05 09:03:26 main:574] : INFO : Epoch 1916 | loss: 0.0310847 | val_loss: 0.0311486 | Time: 1677.41 ms [2021-07-05 09:03:28 main:574] : INFO : Epoch 1917 | loss: 0.0310859 | val_loss: 0.0311442 | Time: 1668.47 ms [2021-07-05 09:03:29 main:574] : INFO : Epoch 1918 | loss: 0.0310833 | val_loss: 0.0311488 | Time: 1683.68 ms [2021-07-05 09:03:31 main:574] : INFO : Epoch 1919 | loss: 0.0310828 | val_loss: 0.0311504 | Time: 1694.2 ms [2021-07-05 09:03:33 main:574] : INFO : Epoch 1920 | loss: 0.0310844 | val_loss: 0.0311532 | Time: 1713.24 ms [2021-07-05 09:03:35 main:574] : INFO : Epoch 1921 | loss: 0.0310832 | val_loss: 0.0311521 | Time: 1693.48 ms [2021-07-05 09:03:36 main:574] : INFO : Epoch 1922 | loss: 0.0310843 | val_loss: 0.0311496 | Time: 1676.4 ms [2021-07-05 09:03:38 main:574] : INFO : Epoch 1923 | loss: 0.0310902 | val_loss: 0.0311477 | Time: 1670.17 ms [2021-07-05 09:03:40 main:574] : INFO : Epoch 1924 | loss: 0.031098 | val_loss: 0.0311525 | Time: 1679.9 ms [2021-07-05 09:03:41 main:574] : INFO : Epoch 1925 | loss: 0.0311001 | val_loss: 0.0311474 | Time: 1687.67 ms [2021-07-05 09:03:43 main:574] : INFO : Epoch 1926 | loss: 0.0311001 | val_loss: 0.0311478 | Time: 1710.85 ms [2021-07-05 09:03:45 main:574] : INFO : Epoch 1927 | loss: 0.0310967 | val_loss: 0.0311464 | Time: 1710.05 ms [2021-07-05 09:03:46 main:574] : INFO : Epoch 1928 | loss: 0.0310941 | val_loss: 0.0311494 | Time: 1683.92 ms [2021-07-05 09:03:48 main:574] : INFO : Epoch 1929 | loss: 0.0310897 | val_loss: 0.0311408 | Time: 1691.66 ms [2021-07-05 09:03:50 main:574] : INFO : Epoch 1930 | loss: 0.0310837 | val_loss: 0.0311414 | Time: 1712.48 ms [2021-07-05 09:03:52 main:574] : INFO : Epoch 1931 | loss: 0.0310831 | val_loss: 0.0311495 | Time: 1696.4 ms [2021-07-05 09:03:53 main:574] : INFO : Epoch 1932 | loss: 0.0310819 | val_loss: 0.0311458 | Time: 1697.62 ms [2021-07-05 09:03:55 main:574] : INFO : Epoch 1933 | loss: 0.0310821 | val_loss: 0.0311418 | Time: 1708.44 ms [2021-07-05 09:03:57 main:574] : INFO : Epoch 1934 | loss: 0.0310838 | val_loss: 0.0311512 | Time: 1687.24 ms [2021-07-05 09:03:58 main:574] : INFO : Epoch 1935 | loss: 0.0310858 | val_loss: 0.0311453 | Time: 1652.38 ms [2021-07-05 09:04:00 main:574] : INFO : Epoch 1936 | loss: 0.0310843 | val_loss: 0.0311445 | Time: 1687.03 ms [2021-07-05 09:04:02 main:574] : INFO : Epoch 1937 | loss: 0.0310815 | val_loss: 0.031142 | Time: 1648.96 ms [2021-07-05 09:04:03 main:574] : INFO : Epoch 1938 | loss: 0.0310801 | val_loss: 0.031146 | Time: 1657.41 ms [2021-07-05 09:04:05 main:574] : INFO : Epoch 1939 | loss: 0.0310814 | val_loss: 0.031142 | Time: 1658.09 ms [2021-07-05 09:04:07 main:574] : INFO : Epoch 1940 | loss: 0.0310877 | val_loss: 0.0311422 | Time: 1680.36 ms [2021-07-05 09:04:08 main:574] : INFO : Epoch 1941 | loss: 0.031085 | val_loss: 0.0311453 | Time: 1671.32 ms [2021-07-05 09:04:10 main:574] : INFO : Epoch 1942 | loss: 0.0310842 | val_loss: 0.0311462 | Time: 1704.46 ms [2021-07-05 09:04:12 main:574] : INFO : Epoch 1943 | loss: 0.0310826 | val_loss: 0.0311543 | Time: 1720.94 ms [2021-07-05 09:04:13 main:574] : INFO : Epoch 1944 | loss: 0.0310823 | val_loss: 0.0311512 | Time: 1706.85 ms [2021-07-05 09:04:15 main:574] : INFO : Epoch 1945 | loss: 0.0310861 | val_loss: 0.0311514 | Time: 1697.29 ms [2021-07-05 09:04:17 main:574] : INFO : Epoch 1946 | loss: 0.031096 | val_loss: 0.0311477 | Time: 1687.96 ms [2021-07-05 09:04:19 main:574] : INFO : Epoch 1947 | loss: 0.0310981 | val_loss: 0.0311464 | Time: 1667.41 ms [2021-07-05 09:04:20 main:574] : INFO : Epoch 1948 | loss: 0.0310978 | val_loss: 0.0311413 | Time: 1668.58 ms [2021-07-05 09:04:22 main:574] : INFO : Epoch 1949 | loss: 0.031092 | val_loss: 0.0311424 | Time: 1665.55 ms [2021-07-05 09:04:24 main:574] : INFO : Epoch 1950 | loss: 0.0310917 | val_loss: 0.0311415 | Time: 1703.2 ms [2021-07-05 09:04:25 main:574] : INFO : Epoch 1951 | loss: 0.0310932 | val_loss: 0.0311374 | Time: 1688.12 ms [2021-07-05 09:04:27 main:574] : INFO : Epoch 1952 | loss: 0.0310844 | val_loss: 0.0311466 | Time: 1679.68 ms [2021-07-05 09:04:29 main:574] : INFO : Epoch 1953 | loss: 0.0310847 | val_loss: 0.0311397 | Time: 1707.27 ms [2021-07-05 09:04:30 main:574] : INFO : Epoch 1954 | loss: 0.0310858 | val_loss: 0.0311414 | Time: 1680.37 ms [2021-07-05 09:04:32 main:574] : INFO : Epoch 1955 | loss: 0.0310826 | val_loss: 0.0311449 | Time: 1674.88 ms [2021-07-05 09:04:34 main:574] : INFO : Epoch 1956 | loss: 0.0310832 | val_loss: 0.031143 | Time: 1689.32 ms [2021-07-05 09:04:35 main:574] : INFO : Epoch 1957 | loss: 0.0310836 | val_loss: 0.0311465 | Time: 1674.49 ms [2021-07-05 09:04:37 main:574] : INFO : Epoch 1958 | loss: 0.0310907 | val_loss: 0.0311468 | Time: 1704.38 ms [2021-07-05 09:04:39 main:574] : INFO : Epoch 1959 | loss: 0.0310862 | val_loss: 0.031143 | Time: 1688.2 ms [2021-07-05 09:04:40 main:574] : INFO : Epoch 1960 | loss: 0.031086 | val_loss: 0.0311432 | Time: 1697.86 ms [2021-07-05 09:04:42 main:574] : INFO : Epoch 1961 | loss: 0.0310869 | val_loss: 0.0311415 | Time: 1684.92 ms [2021-07-05 09:04:44 main:574] : INFO : Epoch 1962 | loss: 0.0310908 | val_loss: 0.0311434 | Time: 1700.29 ms [2021-07-05 09:04:46 main:574] : INFO : Epoch 1963 | loss: 0.0310913 | val_loss: 0.0311509 | Time: 1712.31 ms [2021-07-05 09:04:47 main:574] : INFO : Epoch 1964 | loss: 0.0310897 | val_loss: 0.0311482 | Time: 1703.39 ms [2021-07-05 09:04:49 main:574] : INFO : Epoch 1965 | loss: 0.0310891 | val_loss: 0.0311432 | Time: 1680.7 ms [2021-07-05 09:04:51 main:574] : INFO : Epoch 1966 | loss: 0.0310895 | val_loss: 0.0311421 | Time: 1714.5 ms [2021-07-05 09:04:52 main:574] : INFO : Epoch 1967 | loss: 0.031097 | val_loss: 0.0311434 | Time: 1672.57 ms [2021-07-05 09:04:54 main:574] : INFO : Epoch 1968 | loss: 0.031096 | val_loss: 0.0311408 | Time: 1642.93 ms [2021-07-05 09:04:56 main:574] : INFO : Epoch 1969 | loss: 0.0311037 | val_loss: 0.0311416 | Time: 1667.26 ms [2021-07-05 09:04:57 main:574] : INFO : Epoch 1970 | loss: 0.031097 | val_loss: 0.0311381 | Time: 1660.65 ms [2021-07-05 09:04:59 main:574] : INFO : Epoch 1971 | loss: 0.0310924 | val_loss: 0.0311369 | Time: 1637.15 ms [2021-07-05 09:05:01 main:574] : INFO : Epoch 1972 | loss: 0.0310913 | val_loss: 0.0311368 | Time: 1643.88 ms [2021-07-05 09:05:02 main:574] : INFO : Epoch 1973 | loss: 0.0310887 | val_loss: 0.0311464 | Time: 1670.68 ms [2021-07-05 09:05:04 main:574] : INFO : Epoch 1974 | loss: 0.0310863 | val_loss: 0.0311467 | Time: 1656.23 ms [2021-07-05 09:05:06 main:574] : INFO : Epoch 1975 | loss: 0.0310854 | val_loss: 0.0311428 | Time: 1666.93 ms [2021-07-05 09:05:07 main:574] : INFO : Epoch 1976 | loss: 0.0310836 | val_loss: 0.0311416 | Time: 1696.46 ms [2021-07-05 09:05:09 main:574] : INFO : Epoch 1977 | loss: 0.0310862 | val_loss: 0.0311407 | Time: 1670.82 ms [2021-07-05 09:05:11 main:574] : INFO : Epoch 1978 | loss: 0.0310858 | val_loss: 0.0311404 | Time: 1672.53 ms [2021-07-05 09:05:12 main:574] : INFO : Epoch 1979 | loss: 0.0310851 | val_loss: 0.0311458 | Time: 1650.38 ms [2021-07-05 09:05:14 main:574] : INFO : Epoch 1980 | loss: 0.0310857 | val_loss: 0.0311419 | Time: 1682.95 ms [2021-07-05 09:05:16 main:574] : INFO : Epoch 1981 | loss: 0.0310862 | val_loss: 0.0311424 | Time: 1685.57 ms [2021-07-05 09:05:17 main:574] : INFO : Epoch 1982 | loss: 0.0310877 | val_loss: 0.0311418 | Time: 1680.97 ms [2021-07-05 09:05:19 main:574] : INFO : Epoch 1983 | loss: 0.0310875 | val_loss: 0.0311472 | Time: 1690.73 ms [2021-07-05 09:05:21 main:574] : INFO : Epoch 1984 | loss: 0.0310893 | val_loss: 0.0311436 | Time: 1668.83 ms [2021-07-05 09:05:22 main:574] : INFO : Epoch 1985 | loss: 0.0310861 | val_loss: 0.0311457 | Time: 1682.13 ms [2021-07-05 09:05:24 main:574] : INFO : Epoch 1986 | loss: 0.0310836 | val_loss: 0.0311508 | Time: 1670.84 ms [2021-07-05 09:05:26 main:574] : INFO : Epoch 1987 | loss: 0.0310825 | val_loss: 0.0311473 | Time: 1676.62 ms [2021-07-05 09:05:28 main:574] : INFO : Epoch 1988 | loss: 0.0310904 | val_loss: 0.0311373 | Time: 1731.27 ms [2021-07-05 09:05:29 main:574] : INFO : Epoch 1989 | loss: 0.0310885 | val_loss: 0.03114 | Time: 1695.59 ms [2021-07-05 09:05:31 main:574] : INFO : Epoch 1990 | loss: 0.0310829 | val_loss: 0.0311469 | Time: 1671.79 ms [2021-07-05 09:05:33 main:574] : INFO : Epoch 1991 | loss: 0.0310824 | val_loss: 0.0311414 | Time: 1705.1 ms [2021-07-05 09:05:34 main:574] : INFO : Epoch 1992 | loss: 0.0310869 | val_loss: 0.0311418 | Time: 1693.55 ms [2021-07-05 09:05:36 main:574] : INFO : Epoch 1993 | loss: 0.0310833 | val_loss: 0.0311529 | Time: 1673.62 ms [2021-07-05 09:05:38 main:574] : INFO : Epoch 1994 | loss: 0.0310822 | val_loss: 0.0311524 | Time: 1694.08 ms [2021-07-05 09:05:39 main:574] : INFO : Epoch 1995 | loss: 0.0310895 | val_loss: 0.031146 | Time: 1733.45 ms [2021-07-05 09:05:41 main:574] : INFO : Epoch 1996 | loss: 0.031097 | val_loss: 0.0311524 | Time: 1692.99 ms [2021-07-05 09:05:43 main:574] : INFO : Epoch 1997 | loss: 0.0310945 | val_loss: 0.0311474 | Time: 1684.7 ms [2021-07-05 09:05:45 main:574] : INFO : Epoch 1998 | loss: 0.0310917 | val_loss: 0.0311454 | Time: 1713.56 ms [2021-07-05 09:05:46 main:574] : INFO : Epoch 1999 | loss: 0.0310906 | val_loss: 0.0311481 | Time: 1691.85 ms [2021-07-05 09:05:48 main:574] : INFO : Epoch 2000 | loss: 0.0310935 | val_loss: 0.0311377 | Time: 1690.44 ms [2021-07-05 09:05:50 main:574] : INFO : Epoch 2001 | loss: 0.0310934 | val_loss: 0.0311455 | Time: 1667.01 ms [2021-07-05 09:05:51 main:574] : INFO : Epoch 2002 | loss: 0.0310905 | val_loss: 0.0311392 | Time: 1672 ms [2021-07-05 09:05:53 main:574] : INFO : Epoch 2003 | loss: 0.0310861 | val_loss: 0.0311505 | Time: 1705.98 ms [2021-07-05 09:05:55 main:574] : INFO : Epoch 2004 | loss: 0.031088 | val_loss: 0.0311463 | Time: 1688.43 ms [2021-07-05 09:05:56 main:574] : INFO : Epoch 2005 | loss: 0.0310866 | val_loss: 0.0311426 | Time: 1675.81 ms [2021-07-05 09:05:58 main:574] : INFO : Epoch 2006 | loss: 0.0310859 | val_loss: 0.0311416 | Time: 1690.18 ms [2021-07-05 09:06:00 main:574] : INFO : Epoch 2007 | loss: 0.0310838 | val_loss: 0.0311483 | Time: 1719.07 ms [2021-07-05 09:06:01 main:574] : INFO : Epoch 2008 | loss: 0.0310826 | val_loss: 0.0311445 | Time: 1679.03 ms [2021-07-05 09:06:03 main:574] : INFO : Epoch 2009 | loss: 0.0310797 | val_loss: 0.031147 | Time: 1677.91 ms [2021-07-05 09:06:05 main:574] : INFO : Epoch 2010 | loss: 0.0310811 | val_loss: 0.031143 | Time: 1695.24 ms [2021-07-05 09:06:07 main:574] : INFO : Epoch 2011 | loss: 0.0310797 | val_loss: 0.0311455 | Time: 1694.88 ms [2021-07-05 09:06:08 main:574] : INFO : Epoch 2012 | loss: 0.0310814 | val_loss: 0.0311441 | Time: 1697.28 ms [2021-07-05 09:06:10 main:574] : INFO : Epoch 2013 | loss: 0.0310804 | val_loss: 0.031146 | Time: 1695.44 ms [2021-07-05 09:06:12 main:574] : INFO : Epoch 2014 | loss: 0.0310879 | val_loss: 0.0311521 | Time: 1691.89 ms [2021-07-05 09:06:13 main:574] : INFO : Epoch 2015 | loss: 0.0310838 | val_loss: 0.0311507 | Time: 1691.52 ms [2021-07-05 09:06:15 main:574] : INFO : Epoch 2016 | loss: 0.0310929 | val_loss: 0.0311408 | Time: 1692.81 ms [2021-07-05 09:06:17 main:574] : INFO : Epoch 2017 | loss: 0.0310851 | val_loss: 0.0311406 | Time: 1716.97 ms [2021-07-05 09:06:18 main:574] : INFO : Epoch 2018 | loss: 0.0310823 | val_loss: 0.0311493 | Time: 1686.11 ms [2021-07-05 09:06:20 main:574] : INFO : Epoch 2019 | loss: 0.0310816 | val_loss: 0.0311513 | Time: 1707.81 ms [2021-07-05 09:06:22 main:574] : INFO : Epoch 2020 | loss: 0.0310932 | val_loss: 0.0311391 | Time: 1679.55 ms [2021-07-05 09:06:23 main:574] : INFO : Epoch 2021 | loss: 0.0310904 | val_loss: 0.0311456 | Time: 1656.95 ms [2021-07-05 09:06:25 main:574] : INFO : Epoch 2022 | loss: 0.0310884 | val_loss: 0.0311451 | Time: 1661.31 ms [2021-07-05 09:06:27 main:574] : INFO : Epoch 2023 | loss: 0.0310894 | val_loss: 0.0311419 | Time: 1683.05 ms [2021-07-05 09:06:29 main:574] : INFO : Epoch 2024 | loss: 0.0310867 | val_loss: 0.0311413 | Time: 1680.78 ms [2021-07-05 09:06:30 main:574] : INFO : Epoch 2025 | loss: 0.0310838 | val_loss: 0.0311424 | Time: 1727.87 ms [2021-07-05 09:06:32 main:574] : INFO : Epoch 2026 | loss: 0.0310821 | val_loss: 0.0311431 | Time: 1669.37 ms [2021-07-05 09:06:34 main:574] : INFO : Epoch 2027 | loss: 0.0310809 | val_loss: 0.0311427 | Time: 1655.03 ms [2021-07-05 09:06:35 main:574] : INFO : Epoch 2028 | loss: 0.0310847 | val_loss: 0.0311513 | Time: 1670.78 ms [2021-07-05 09:06:37 main:574] : INFO : Epoch 2029 | loss: 0.0311081 | val_loss: 0.0311508 | Time: 1713.03 ms [2021-07-05 09:06:39 main:574] : INFO : Epoch 2030 | loss: 0.0311053 | val_loss: 0.0311394 | Time: 1692.92 ms [2021-07-05 09:06:40 main:574] : INFO : Epoch 2031 | loss: 0.0310998 | val_loss: 0.0311362 | Time: 1671.1 ms [2021-07-05 09:06:42 main:574] : INFO : Epoch 2032 | loss: 0.0310983 | val_loss: 0.031134 | Time: 1664.86 ms [2021-07-05 09:06:44 main:574] : INFO : Epoch 2033 | loss: 0.0310914 | val_loss: 0.0311408 | Time: 1698 ms [2021-07-05 09:06:45 main:574] : INFO : Epoch 2034 | loss: 0.0310902 | val_loss: 0.0311363 | Time: 1702.8 ms [2021-07-05 09:06:47 main:574] : INFO : Epoch 2035 | loss: 0.0310872 | val_loss: 0.0311368 | Time: 1621.25 ms [2021-07-05 09:06:49 main:574] : INFO : Epoch 2036 | loss: 0.0310872 | val_loss: 0.0311402 | Time: 1655.26 ms [2021-07-05 09:06:50 main:574] : INFO : Epoch 2037 | loss: 0.0310907 | val_loss: 0.0311423 | Time: 1656.77 ms [2021-07-05 09:06:52 main:574] : INFO : Epoch 2038 | loss: 0.0310918 | val_loss: 0.0311464 | Time: 1668.22 ms [2021-07-05 09:06:54 main:574] : INFO : Epoch 2039 | loss: 0.0310897 | val_loss: 0.0311425 | Time: 1665.49 ms [2021-07-05 09:06:55 main:574] : INFO : Epoch 2040 | loss: 0.0310833 | val_loss: 0.031141 | Time: 1691.74 ms [2021-07-05 09:06:57 main:574] : INFO : Epoch 2041 | loss: 0.0310798 | val_loss: 0.0311421 | Time: 1645.58 ms [2021-07-05 09:06:59 main:574] : INFO : Epoch 2042 | loss: 0.03108 | val_loss: 0.0311374 | Time: 1672.2 ms [2021-07-05 09:07:00 main:574] : INFO : Epoch 2043 | loss: 0.0310815 | val_loss: 0.0311443 | Time: 1691.5 ms [2021-07-05 09:07:02 main:574] : INFO : Epoch 2044 | loss: 0.0310891 | val_loss: 0.0311454 | Time: 1679.2 ms [2021-07-05 09:07:04 main:574] : INFO : Epoch 2045 | loss: 0.0310869 | val_loss: 0.0311463 | Time: 1700.51 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2080 Ti) [2021-07-05 10:04:41 main:435] : INFO : Set logging level to 1 [2021-07-05 10:04:41 main:441] : INFO : Running in BOINC Client mode [2021-07-05 10:04:41 main:444] : INFO : Resolving all filenames [2021-07-05 10:04:41 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-07-05 10:04:41 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1625098993-6272-0_0_r381766456_1 (exists = 1) [2021-07-05 10:04:41 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1625098993-6272-0_0_r381766456_0 (exists = 0) [2021-07-05 10:04:41 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-07-05 10:04:41 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-07-05 10:04:41 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-07-05 10:04:41 main:474] : INFO : Configuration: [2021-07-05 10:04:41 main:475] : INFO : Model type: GRU [2021-07-05 10:04:41 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-07-05 10:04:41 main:477] : INFO : Max Epochs: 2048 [2021-07-05 10:04:41 main:478] : INFO : Batch Size: 128 [2021-07-05 10:04:41 main:479] : INFO : Learning Rate: 0.01 [2021-07-05 10:04:41 main:480] : INFO : Patience: 10 [2021-07-05 10:04:41 main:481] : INFO : Hidden Width: 12 [2021-07-05 10:04:41 main:482] : INFO : # Recurrent Layers: 4 [2021-07-05 10:04:41 main:483] : INFO : # Backend Layers: 4 [2021-07-05 10:04:41 main:484] : INFO : # Threads: 1 [2021-07-05 10:04:41 main:486] : INFO : Preparing Dataset [2021-07-05 10:04:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-07-05 10:04:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-07-05 10:04:43 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-07-05 10:04:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-07-05 10:04:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-07-05 10:04:43 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-07-05 10:04:43 main:494] : INFO : Creating Model [2021-07-05 10:04:43 main:507] : INFO : Preparing config file [2021-07-05 10:04:43 main:511] : INFO : Found checkpoint, attempting to load... [2021-07-05 10:04:43 main:512] : INFO : Loading config [2021-07-05 10:04:43 main:514] : INFO : Loading state [2021-07-05 10:04:44 main:559] : INFO : Loading DataLoader into Memory [2021-07-05 10:04:44 main:562] : INFO : Starting Training [2021-07-05 10:04:47 main:574] : INFO : Epoch 2046 | loss: 0.0312215 | val_loss: 0.0311792 | Time: 3060.23 ms [2021-07-05 10:04:50 main:574] : INFO : Epoch 2047 | loss: 0.0311089 | val_loss: 0.0311531 | Time: 2465.4 ms [2021-07-05 10:04:52 main:574] : INFO : Epoch 2048 | loss: 0.0310943 | val_loss: 0.0311397 | Time: 2389.5 ms [2021-07-05 10:04:52 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311397 [2021-07-05 10:04:52 main:603] : INFO : Saving end state to config to file [2021-07-05 10:04:52 main:608] : INFO : Success, exiting.. 10:04:52 (43612): 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)