Task 11439629
| Name | ParityModified-1639964677-7024-3-0_0 |
| Workunit | 8674703 |
| Created | 8 Feb 2022, 14:42:36 UTC |
| Sent | 20 Feb 2022, 21:39:28 UTC |
| Report deadline | 28 Feb 2022, 21:39:28 UTC |
| Received | 21 Aug 2022, 7:03:52 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 882 |
| Run time | 2 hours 25 min 8 sec |
| CPU time | 1 hours 50 min 54 sec |
| Validate state | Task was reported too late to validate |
| Credit | 0.00 |
| Device peak FLOPS | 11,617.15 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.62 GB |
| Peak swap size | 3.68 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> 311421 | val_loss: 0.031155 | Time: 2646.82 ms [2022-02-20 15:49:20 main:574] : INFO : Epoch 1570 | loss: 0.0311389 | val_loss: 0.03116 | Time: 2645.84 ms [2022-02-20 15:49:22 main:574] : INFO : Epoch 1571 | loss: 0.0311381 | val_loss: 0.0311574 | Time: 2632.97 ms [2022-02-20 15:49:25 main:574] : INFO : Epoch 1572 | loss: 0.0311385 | val_loss: 0.031155 | Time: 2707.03 ms [2022-02-20 15:49:28 main:574] : INFO : Epoch 1573 | loss: 0.0311382 | val_loss: 0.0311559 | Time: 2778.66 ms [2022-02-20 15:49:31 main:574] : INFO : Epoch 1574 | loss: 0.0311365 | val_loss: 0.0311539 | Time: 2763.4 ms [2022-02-20 15:49:33 main:574] : INFO : Epoch 1575 | loss: 0.0311369 | val_loss: 0.031157 | Time: 2659.35 ms [2022-02-20 15:49:36 main:574] : INFO : Epoch 1576 | loss: 0.031135 | val_loss: 0.0311615 | Time: 2739.77 ms [2022-02-20 15:49:39 main:574] : INFO : Epoch 1577 | loss: 0.0311396 | val_loss: 0.0311562 | Time: 2641.04 ms [2022-02-20 15:49:41 main:574] : INFO : Epoch 1578 | loss: 0.0311418 | val_loss: 0.0311547 | Time: 2642.73 ms [2022-02-20 15:49:44 main:574] : INFO : Epoch 1579 | loss: 0.0311398 | val_loss: 0.0311562 | Time: 2682.71 ms [2022-02-20 15:49:47 main:574] : INFO : Epoch 1580 | loss: 0.0311406 | val_loss: 0.0311562 | Time: 2645.85 ms [2022-02-20 15:49:49 main:574] : INFO : Epoch 1581 | loss: 0.0311406 | val_loss: 0.0311547 | Time: 2655.49 ms [2022-02-20 15:49:52 main:574] : INFO : Epoch 1582 | loss: 0.0311377 | val_loss: 0.0311572 | Time: 2641.94 ms [2022-02-20 15:49:55 main:574] : INFO : Epoch 1583 | loss: 0.0311376 | val_loss: 0.0311586 | Time: 2643.47 ms [2022-02-20 15:49:57 main:574] : INFO : Epoch 1584 | loss: 0.0311353 | val_loss: 0.0311535 | Time: 2655.53 ms [2022-02-20 15:50:00 main:574] : INFO : Epoch 1585 | loss: 0.0311358 | val_loss: 0.0311544 | Time: 2648.94 ms [2022-02-20 15:50:03 main:574] : INFO : Epoch 1586 | loss: 0.031136 | val_loss: 0.0311562 | Time: 2681.43 ms [2022-02-20 15:50:05 main:574] : INFO : Epoch 1587 | loss: 0.0311361 | val_loss: 0.0311534 | Time: 2682.77 ms [2022-02-20 15:50:08 main:574] : INFO : Epoch 1588 | loss: 0.0311346 | val_loss: 0.0311567 | Time: 2649.84 ms [2022-02-20 15:50:10 main:574] : INFO : Epoch 1589 | loss: 0.0311338 | val_loss: 0.0311509 | Time: 2643.79 ms [2022-02-20 15:50:13 main:574] : INFO : Epoch 1590 | loss: 0.0311335 | val_loss: 0.0311516 | Time: 2650.31 ms [2022-02-20 15:50:16 main:574] : INFO : Epoch 1591 | loss: 0.0311399 | val_loss: 0.0311587 | Time: 2695.57 ms [2022-02-20 15:50:19 main:574] : INFO : Epoch 1592 | loss: 0.0311363 | val_loss: 0.0311511 | Time: 2739.26 ms [2022-02-20 15:50:21 main:574] : INFO : Epoch 1593 | loss: 0.0311314 | val_loss: 0.0311504 | Time: 2750.03 ms [2022-02-20 15:50:24 main:574] : INFO : Epoch 1594 | loss: 0.0311307 | val_loss: 0.0311509 | Time: 2681.65 ms [2022-02-20 15:50:27 main:574] : INFO : Epoch 1595 | loss: 0.0311334 | val_loss: 0.0311565 | Time: 2723.78 ms [2022-02-20 15:50:29 main:574] : INFO : Epoch 1596 | loss: 0.0311382 | val_loss: 0.0311531 | Time: 2662.25 ms [2022-02-20 15:50:32 main:574] : INFO : Epoch 1597 | loss: 0.0311387 | val_loss: 0.031157 | Time: 2670.34 ms [2022-02-20 15:50:35 main:574] : INFO : Epoch 1598 | loss: 0.0311373 | val_loss: 0.031153 | Time: 2635.48 ms [2022-02-20 15:50:37 main:574] : INFO : Epoch 1599 | loss: 0.0311367 | val_loss: 0.0311532 | Time: 2659.07 ms [2022-02-20 15:50:40 main:574] : INFO : Epoch 1600 | loss: 0.0311366 | val_loss: 0.0311536 | Time: 2753.77 ms [2022-02-20 15:50:43 main:574] : INFO : Epoch 1601 | loss: 0.0311348 | val_loss: 0.0311512 | Time: 2662.31 ms [2022-02-20 15:50:46 main:574] : INFO : Epoch 1602 | loss: 0.0311337 | val_loss: 0.0311536 | Time: 2742.12 ms [2022-02-20 15:50:48 main:574] : INFO : Epoch 1603 | loss: 0.0311332 | val_loss: 0.0311536 | Time: 2736.19 ms [2022-02-20 15:50:51 main:574] : INFO : Epoch 1604 | loss: 0.0311339 | val_loss: 0.0311559 | Time: 2695.91 ms [2022-02-20 15:50:54 main:574] : INFO : Epoch 1605 | loss: 0.0311321 | val_loss: 0.0311542 | Time: 2745.51 ms [2022-02-20 15:50:56 main:574] : INFO : Epoch 1606 | loss: 0.0311334 | val_loss: 0.0311548 | Time: 2717.86 ms [2022-02-20 15:50:59 main:574] : INFO : Epoch 1607 | loss: 0.0311305 | val_loss: 0.0311553 | Time: 2672.36 ms [2022-02-20 15:51:02 main:574] : INFO : Epoch 1608 | loss: 0.0311294 | val_loss: 0.0311513 | Time: 2648.92 ms [2022-02-20 15:51:05 main:574] : INFO : Epoch 1609 | loss: 0.0311298 | val_loss: 0.0311565 | Time: 2775.98 ms [2022-02-20 15:51:07 main:574] : INFO : Epoch 1610 | loss: 0.03113 | val_loss: 0.0311506 | Time: 2689.99 ms [2022-02-20 15:51:10 main:574] : INFO : Epoch 1611 | loss: 0.0311302 | val_loss: 0.0311536 | Time: 2730.81 ms [2022-02-20 15:51:13 main:574] : INFO : Epoch 1612 | loss: 0.0311306 | val_loss: 0.0311512 | Time: 2647.71 ms [2022-02-20 15:51:15 main:574] : INFO : Epoch 1613 | loss: 0.0311327 | val_loss: 0.0311593 | Time: 2674.01 ms [2022-02-20 15:51:18 main:574] : INFO : Epoch 1614 | loss: 0.0311306 | val_loss: 0.0311562 | Time: 2733.58 ms [2022-02-20 15:51:21 main:574] : INFO : Epoch 1615 | loss: 0.0311298 | val_loss: 0.0311506 | Time: 2702.7 ms [2022-02-20 15:51:23 main:574] : INFO : Epoch 1616 | loss: 0.0311314 | val_loss: 0.0311567 | Time: 2717.25 ms [2022-02-20 15:51:26 main:574] : INFO : Epoch 1617 | loss: 0.0311323 | val_loss: 0.0311624 | Time: 2769.09 ms [2022-02-20 15:51:29 main:574] : INFO : Epoch 1618 | loss: 0.031138 | val_loss: 0.0311595 | Time: 2710.59 ms [2022-02-20 15:51:32 main:574] : INFO : Epoch 1619 | loss: 0.0311362 | val_loss: 0.0311561 | Time: 2755.8 ms [2022-02-20 15:51:34 main:574] : INFO : Epoch 1620 | loss: 0.0311365 | val_loss: 0.0311596 | Time: 2751.58 ms [2022-02-20 15:51:37 main:574] : INFO : Epoch 1621 | loss: 0.0311334 | val_loss: 0.031155 | Time: 2671.53 ms [2022-02-20 15:51:40 main:574] : INFO : Epoch 1622 | loss: 0.0311337 | val_loss: 0.0311603 | Time: 2733.74 ms [2022-02-20 15:51:43 main:574] : INFO : Epoch 1623 | loss: 0.0311321 | val_loss: 0.0311617 | Time: 2720.19 ms [2022-02-20 15:51:45 main:574] : INFO : Epoch 1624 | loss: 0.0311335 | val_loss: 0.0311563 | Time: 2752.41 ms [2022-02-20 15:51:48 main:574] : INFO : Epoch 1625 | loss: 0.0311311 | val_loss: 0.0311606 | Time: 2678.06 ms [2022-02-20 15:51:51 main:574] : INFO : Epoch 1626 | loss: 0.0311366 | val_loss: 0.031155 | Time: 2674 ms [2022-02-20 15:51:53 main:574] : INFO : Epoch 1627 | loss: 0.0311393 | val_loss: 0.0311556 | Time: 2686.1 ms [2022-02-20 15:51:56 main:574] : INFO : Epoch 1628 | loss: 0.0311374 | val_loss: 0.0311576 | Time: 2641.45 ms [2022-02-20 15:51:59 main:574] : INFO : Epoch 1629 | loss: 0.0311368 | val_loss: 0.0311566 | Time: 2720.76 ms [2022-02-20 15:52:01 main:574] : INFO : Epoch 1630 | loss: 0.0311364 | val_loss: 0.0311566 | Time: 2664.61 ms [2022-02-20 15:52:04 main:574] : INFO : Epoch 1631 | loss: 0.0311361 | val_loss: 0.0311604 | Time: 2785.78 ms [2022-02-20 15:52:07 main:574] : INFO : Epoch 1632 | loss: 0.031136 | val_loss: 0.0311546 | Time: 2704.31 ms [2022-02-20 15:52:10 main:574] : INFO : Epoch 1633 | loss: 0.0311348 | val_loss: 0.0311542 | Time: 2816 ms [2022-02-20 15:52:12 main:574] : INFO : Epoch 1634 | loss: 0.0311329 | val_loss: 0.0311534 | Time: 2646.43 ms [2022-02-20 15:52:15 main:574] : INFO : Epoch 1635 | loss: 0.0311333 | val_loss: 0.031159 | Time: 2680.35 ms [2022-02-20 15:52:18 main:574] : INFO : Epoch 1636 | loss: 0.0311368 | val_loss: 0.0311601 | Time: 2634.58 ms [2022-02-20 15:52:20 main:574] : INFO : Epoch 1637 | loss: 0.0311458 | val_loss: 0.0311653 | Time: 2723.07 ms [2022-02-20 15:52:23 main:574] : INFO : Epoch 1638 | loss: 0.0311466 | val_loss: 0.0311638 | Time: 2726.63 ms [2022-02-20 15:52:26 main:574] : INFO : Epoch 1639 | loss: 0.0311407 | val_loss: 0.0311608 | Time: 2727.38 ms [2022-02-20 15:52:29 main:574] : INFO : Epoch 1640 | loss: 0.0311386 | val_loss: 0.0311625 | Time: 2726.48 ms [2022-02-20 15:52:32 main:574] : INFO : Epoch 1641 | loss: 0.0311374 | val_loss: 0.0311581 | Time: 2946 ms [2022-02-20 15:52:34 main:574] : INFO : Epoch 1642 | loss: 0.0311387 | val_loss: 0.0311523 | Time: 2663.88 ms [2022-02-20 15:52:37 main:574] : INFO : Epoch 1643 | loss: 0.0311349 | val_loss: 0.0311534 | Time: 2739.17 ms [2022-02-20 15:52:40 main:574] : INFO : Epoch 1644 | loss: 0.0311331 | val_loss: 0.0311578 | Time: 2774.66 ms [2022-02-20 15:52:43 main:574] : INFO : Epoch 1645 | loss: 0.0311317 | val_loss: 0.0311537 | Time: 2718.29 ms [2022-02-20 15:52:45 main:574] : INFO : Epoch 1646 | loss: 0.0311346 | val_loss: 0.0311609 | Time: 2939.23 ms [2022-02-20 15:52:48 main:574] : INFO : Epoch 1647 | loss: 0.0311325 | val_loss: 0.0311525 | Time: 2681.37 ms [2022-02-20 15:52:51 main:574] : INFO : Epoch 1648 | loss: 0.0311328 | val_loss: 0.0311573 | Time: 2642.48 ms [2022-02-20 15:52:53 main:574] : INFO : Epoch 1649 | loss: 0.0311342 | val_loss: 0.0311594 | Time: 2642.8 ms [2022-02-20 15:52:56 main:574] : INFO : Epoch 1650 | loss: 0.0311389 | val_loss: 0.0311711 | Time: 2651.02 ms [2022-02-20 15:52:59 main:574] : INFO : Epoch 1651 | loss: 0.0311376 | val_loss: 0.031158 | Time: 2645.35 ms [2022-02-20 15:53:02 main:574] : INFO : Epoch 1652 | loss: 0.0311361 | val_loss: 0.0311533 | Time: 2774.12 ms [2022-02-20 15:53:04 main:574] : INFO : Epoch 1653 | loss: 0.0311341 | val_loss: 0.0311531 | Time: 2647 ms [2022-02-20 15:53:07 main:574] : INFO : Epoch 1654 | loss: 0.0311343 | val_loss: 0.0311552 | Time: 2762.19 ms [2022-02-20 15:53:10 main:574] : INFO : Epoch 1655 | loss: 0.0311351 | val_loss: 0.0311576 | Time: 2811.22 ms [2022-02-20 15:53:12 main:574] : INFO : Epoch 1656 | loss: 0.0311341 | val_loss: 0.0311598 | Time: 2648.37 ms [2022-02-20 15:53:15 main:574] : INFO : Epoch 1657 | loss: 0.0311347 | val_loss: 0.0311634 | Time: 2645.13 ms [2022-02-20 15:53:18 main:574] : INFO : Epoch 1658 | loss: 0.031134 | val_loss: 0.0311604 | Time: 2646.55 ms [2022-02-20 15:53:20 main:574] : INFO : Epoch 1659 | loss: 0.031132 | val_loss: 0.0311572 | Time: 2709.87 ms [2022-02-20 15:53:23 main:574] : INFO : Epoch 1660 | loss: 0.0311293 | val_loss: 0.0311591 | Time: 2676.69 ms [2022-02-20 15:53:26 main:574] : INFO : Epoch 1661 | loss: 0.0311299 | val_loss: 0.0311576 | Time: 2681.52 ms [2022-02-20 15:53:29 main:574] : INFO : Epoch 1662 | loss: 0.0311303 | val_loss: 0.0311583 | Time: 2746.36 ms [2022-02-20 15:53:31 main:574] : INFO : Epoch 1663 | loss: 0.0311336 | val_loss: 0.0311615 | Time: 2650.34 ms [2022-02-20 15:53:34 main:574] : INFO : Epoch 1664 | loss: 0.0311321 | val_loss: 0.0311561 | Time: 2708.21 ms [2022-02-20 15:53:37 main:574] : INFO : Epoch 1665 | loss: 0.0311313 | val_loss: 0.0311645 | Time: 2799.3 ms [2022-02-20 15:53:39 main:574] : INFO : Epoch 1666 | loss: 0.0311302 | val_loss: 0.0311624 | Time: 2750.36 ms [2022-02-20 15:53:42 main:574] : INFO : Epoch 1667 | loss: 0.0311332 | val_loss: 0.0311623 | Time: 2635.53 ms [2022-02-20 15:53:45 main:574] : INFO : Epoch 1668 | loss: 0.0311338 | val_loss: 0.0311562 | Time: 2697.13 ms [2022-02-20 15:53:47 main:574] : INFO : Epoch 1669 | loss: 0.0311313 | val_loss: 0.03116 | Time: 2680.52 ms [2022-02-20 15:53:50 main:574] : INFO : Epoch 1670 | loss: 0.0311343 | val_loss: 0.0311662 | Time: 2639.95 ms [2022-02-20 15:53:53 main:574] : INFO : Epoch 1671 | loss: 0.0311391 | val_loss: 0.0311607 | Time: 2684.31 ms [2022-02-20 15:53:55 main:574] : INFO : Epoch 1672 | loss: 0.031136 | val_loss: 0.0311538 | Time: 2640.8 ms [2022-02-20 15:53:58 main:574] : INFO : Epoch 1673 | loss: 0.031132 | val_loss: 0.0311616 | Time: 2656.49 ms [2022-02-20 15:54:01 main:574] : INFO : Epoch 1674 | loss: 0.0311313 | val_loss: 0.0311616 | Time: 2642 ms [2022-02-20 15:54:03 main:574] : INFO : Epoch 1675 | loss: 0.0311314 | val_loss: 0.0311603 | Time: 2741.17 ms [2022-02-20 15:54:06 main:574] : INFO : Epoch 1676 | loss: 0.0311332 | val_loss: 0.031154 | Time: 2647.04 ms [2022-02-20 15:54:09 main:574] : INFO : Epoch 1677 | loss: 0.0311315 | val_loss: 0.0311553 | Time: 2997.76 ms [2022-02-20 15:54:12 main:574] : INFO : Epoch 1678 | loss: 0.0311298 | val_loss: 0.0311583 | Time: 2791.03 ms [2022-02-20 15:54:15 main:574] : INFO : Epoch 1679 | loss: 0.0311341 | val_loss: 0.0311611 | Time: 2652.1 ms [2022-02-20 15:54:17 main:574] : INFO : Epoch 1680 | loss: 0.031134 | val_loss: 0.0311575 | Time: 2755.13 ms [2022-02-20 15:54:20 main:574] : INFO : Epoch 1681 | loss: 0.0311289 | val_loss: 0.0311568 | Time: 2645.97 ms [2022-02-20 15:54:23 main:574] : INFO : Epoch 1682 | loss: 0.0311308 | val_loss: 0.0311583 | Time: 2727.1 ms [2022-02-20 15:54:25 main:574] : INFO : Epoch 1683 | loss: 0.0311298 | val_loss: 0.0311614 | Time: 2655.68 ms [2022-02-20 15:54:28 main:574] : INFO : Epoch 1684 | loss: 0.0311291 | val_loss: 0.0311634 | Time: 2669.17 ms [2022-02-20 15:54:31 main:574] : INFO : Epoch 1685 | loss: 0.0311306 | val_loss: 0.0311555 | Time: 2704.8 ms [2022-02-20 15:54:33 main:574] : INFO : Epoch 1686 | loss: 0.0311303 | val_loss: 0.0311556 | Time: 2643.28 ms [2022-02-20 15:54:36 main:574] : INFO : Epoch 1687 | loss: 0.0311278 | val_loss: 0.0311571 | Time: 2668.01 ms [2022-02-20 15:54:39 main:574] : INFO : Epoch 1688 | loss: 0.0311294 | val_loss: 0.0311549 | Time: 2736.47 ms [2022-02-20 15:54:42 main:574] : INFO : Epoch 1689 | loss: 0.0311353 | val_loss: 0.031152 | Time: 2741.09 ms [2022-02-20 15:54:44 main:574] : INFO : Epoch 1690 | loss: 0.0311324 | val_loss: 0.0311553 | Time: 2697.3 ms [2022-02-20 15:54:47 main:574] : INFO : Epoch 1691 | loss: 0.0311335 | val_loss: 0.0311563 | Time: 2765.56 ms [2022-02-20 15:54:50 main:574] : INFO : Epoch 1692 | loss: 0.031134 | val_loss: 0.0311561 | Time: 2726.02 ms [2022-02-20 15:54:52 main:574] : INFO : Epoch 1693 | loss: 0.0311344 | val_loss: 0.0311642 | Time: 2749.46 ms [2022-02-20 15:54:55 main:574] : INFO : Epoch 1694 | loss: 0.0311387 | val_loss: 0.031162 | Time: 2666.17 ms [2022-02-20 15:54:58 main:574] : INFO : Epoch 1695 | loss: 0.0311355 | val_loss: 0.0311554 | Time: 2724.15 ms [2022-02-20 15:55:01 main:574] : INFO : Epoch 1696 | loss: 0.0311299 | val_loss: 0.0311594 | Time: 2737.18 ms [2022-02-20 15:55:03 main:574] : INFO : Epoch 1697 | loss: 0.0311271 | val_loss: 0.0311579 | Time: 2743.7 ms [2022-02-20 15:55:06 main:574] : INFO : Epoch 1698 | loss: 0.0311276 | val_loss: 0.0311552 | Time: 2702.55 ms [2022-02-20 15:55:09 main:574] : INFO : Epoch 1699 | loss: 0.0311281 | val_loss: 0.0311571 | Time: 2737.45 ms [2022-02-20 15:55:12 main:574] : INFO : Epoch 1700 | loss: 0.0311287 | val_loss: 0.0311563 | Time: 2789.56 ms [2022-02-20 15:55:14 main:574] : INFO : Epoch 1701 | loss: 0.0311298 | val_loss: 0.0311578 | Time: 2634.98 ms [2022-02-20 15:55:17 main:574] : INFO : Epoch 1702 | loss: 0.0311302 | val_loss: 0.0311556 | Time: 2646.83 ms [2022-02-20 15:55:20 main:574] : INFO : Epoch 1703 | loss: 0.0311295 | val_loss: 0.0311587 | Time: 2682.14 ms [2022-02-20 15:55:22 main:574] : INFO : Epoch 1704 | loss: 0.0311286 | val_loss: 0.0311601 | Time: 2696.86 ms [2022-02-20 15:55:25 main:574] : INFO : Epoch 1705 | loss: 0.0311266 | val_loss: 0.0311604 | Time: 2693.89 ms [2022-02-20 15:55:28 main:574] : INFO : Epoch 1706 | loss: 0.0311274 | val_loss: 0.0311643 | Time: 2856.84 ms [2022-02-20 15:55:31 main:574] : INFO : Epoch 1707 | loss: 0.0311328 | val_loss: 0.0311665 | Time: 2906.41 ms [2022-02-20 15:55:34 main:574] : INFO : Epoch 1708 | loss: 0.0311475 | val_loss: 0.0311597 | Time: 2918.99 ms [2022-02-20 15:55:36 main:574] : INFO : Epoch 1709 | loss: 0.0311399 | val_loss: 0.03116 | Time: 2817.79 ms [2022-02-20 15:55:39 main:574] : INFO : Epoch 1710 | loss: 0.0311406 | val_loss: 0.0311555 | Time: 2916.19 ms [2022-02-20 15:55:43 main:574] : INFO : Epoch 1711 | loss: 0.0311396 | val_loss: 0.0311536 | Time: 3247.15 ms [2022-02-20 15:55:46 main:574] : INFO : Epoch 1712 | loss: 0.0311384 | val_loss: 0.031156 | Time: 2908.56 ms [2022-02-20 15:55:48 main:574] : INFO : Epoch 1713 | loss: 0.0311342 | val_loss: 0.0311614 | Time: 2830.89 ms [2022-02-20 15:55:51 main:574] : INFO : Epoch 1714 | loss: 0.0311358 | val_loss: 0.0311545 | Time: 2919.2 ms [2022-02-20 15:55:54 main:574] : INFO : Epoch 1715 | loss: 0.031133 | val_loss: 0.0311561 | Time: 2985.06 ms [2022-02-20 15:55:57 main:574] : INFO : Epoch 1716 | loss: 0.0311351 | val_loss: 0.0311576 | Time: 2778.82 ms [2022-02-20 15:56:00 main:574] : INFO : Epoch 1717 | loss: 0.0311401 | val_loss: 0.0311592 | Time: 2995.88 ms [2022-02-20 15:56:03 main:574] : INFO : Epoch 1718 | loss: 0.0311344 | val_loss: 0.0311622 | Time: 2974.24 ms [2022-02-20 15:56:06 main:574] : INFO : Epoch 1719 | loss: 0.0311337 | val_loss: 0.0311573 | Time: 2998 ms [2022-02-20 15:56:09 main:574] : INFO : Epoch 1720 | loss: 0.0311327 | val_loss: 0.0311601 | Time: 3155.65 ms [2022-02-20 15:56:12 main:574] : INFO : Epoch 1721 | loss: 0.0311302 | val_loss: 0.0311628 | Time: 3044.67 ms [2022-02-20 15:56:15 main:574] : INFO : Epoch 1722 | loss: 0.0311294 | val_loss: 0.0311546 | Time: 2813.49 ms [2022-02-20 15:56:18 main:574] : INFO : Epoch 1723 | loss: 0.0311303 | val_loss: 0.0311649 | Time: 3013.13 ms [2022-02-20 15:56:21 main:574] : INFO : Epoch 1724 | loss: 0.0311305 | val_loss: 0.0311563 | Time: 3046.45 ms [2022-02-20 15:56:24 main:574] : INFO : Epoch 1725 | loss: 0.0311266 | val_loss: 0.0311582 | Time: 2857 ms [2022-02-20 15:56:27 main:574] : INFO : Epoch 1726 | loss: 0.0311287 | val_loss: 0.0311558 | Time: 2922.65 ms [2022-02-20 15:56:30 main:574] : INFO : Epoch 1727 | loss: 0.0311264 | val_loss: 0.0311562 | Time: 2851.16 ms [2022-02-20 15:56:33 main:574] : INFO : Epoch 1728 | loss: 0.0311298 | val_loss: 0.0311558 | Time: 2829.89 ms [2022-02-20 15:56:35 main:574] : INFO : Epoch 1729 | loss: 0.0311315 | val_loss: 0.0311581 | Time: 2852.41 ms [2022-02-20 15:56:38 main:574] : INFO : Epoch 1730 | loss: 0.0311308 | val_loss: 0.0311573 | Time: 2946.62 ms [2022-02-20 15:56:41 main:574] : INFO : Epoch 1731 | loss: 0.0311298 | val_loss: 0.0311662 | Time: 2742.69 ms [2022-02-20 15:56:44 main:574] : INFO : Epoch 1732 | loss: 0.0311299 | val_loss: 0.0311562 | Time: 2968.55 ms [2022-02-20 15:56:47 main:574] : INFO : Epoch 1733 | loss: 0.0311268 | val_loss: 0.0311608 | Time: 3056.59 ms [2022-02-20 15:56:50 main:574] : INFO : Epoch 1734 | loss: 0.0311287 | val_loss: 0.0311561 | Time: 2857.41 ms [2022-02-20 15:56:53 main:574] : INFO : Epoch 1735 | loss: 0.0311297 | val_loss: 0.0311644 | Time: 2683.4 ms [2022-02-20 15:56:55 main:574] : INFO : Epoch 1736 | loss: 0.0311282 | val_loss: 0.0311605 | Time: 2680.87 ms [2022-02-20 15:56:58 main:574] : INFO : Epoch 1737 | loss: 0.031126 | val_loss: 0.031159 | Time: 2937.7 ms [2022-02-20 15:57:01 main:574] : INFO : Epoch 1738 | loss: 0.0311255 | val_loss: 0.0311572 | Time: 2698.74 ms [2022-02-20 15:57:04 main:574] : INFO : Epoch 1739 | loss: 0.0311233 | val_loss: 0.0311608 | Time: 2796.83 ms [2022-02-20 15:57:07 main:574] : INFO : Epoch 1740 | loss: 0.0311247 | val_loss: 0.0311557 | Time: 3141.65 ms [2022-02-20 15:57:10 main:574] : INFO : Epoch 1741 | loss: 0.0311237 | val_loss: 0.03116 | Time: 2729.9 ms [2022-02-20 15:57:13 main:574] : INFO : Epoch 1742 | loss: 0.0311232 | val_loss: 0.0311594 | Time: 2751.47 ms [2022-02-20 15:57:15 main:574] : INFO : Epoch 1743 | loss: 0.0311246 | val_loss: 0.0311595 | Time: 2689.36 ms [2022-02-20 15:57:18 main:574] : INFO : Epoch 1744 | loss: 0.0311274 | val_loss: 0.0311542 | Time: 2979.36 ms [2022-02-20 15:57:21 main:574] : INFO : Epoch 1745 | loss: 0.0311303 | val_loss: 0.0311648 | Time: 2916.79 ms [2022-02-20 15:57:24 main:574] : INFO : Epoch 1746 | loss: 0.0311289 | val_loss: 0.0311627 | Time: 2863.7 ms [2022-02-20 15:57:27 main:574] : INFO : Epoch 1747 | loss: 0.0311287 | val_loss: 0.0311585 | Time: 2800.5 ms [2022-02-20 15:57:30 main:574] : INFO : Epoch 1748 | loss: 0.0311252 | val_loss: 0.0311599 | Time: 2948.02 ms [2022-02-20 15:57:33 main:574] : INFO : Epoch 1749 | loss: 0.031126 | val_loss: 0.031158 | Time: 2943.74 ms [2022-02-20 15:57:35 main:574] : INFO : Epoch 1750 | loss: 0.0311318 | val_loss: 0.031159 | Time: 2752.97 ms [2022-02-20 15:57:38 main:574] : INFO : Epoch 1751 | loss: 0.031135 | val_loss: 0.0311596 | Time: 2658.68 ms [2022-02-20 15:57:41 main:574] : INFO : Epoch 1752 | loss: 0.0311373 | val_loss: 0.0311572 | Time: 2685.95 ms [2022-02-20 15:57:44 main:574] : INFO : Epoch 1753 | loss: 0.031137 | val_loss: 0.0311536 | Time: 3011.48 ms [2022-02-20 15:57:47 main:574] : INFO : Epoch 1754 | loss: 0.0311359 | val_loss: 0.0311524 | Time: 2928.26 ms [2022-02-20 15:57:50 main:574] : INFO : Epoch 1755 | loss: 0.031136 | val_loss: 0.0311536 | Time: 2798.38 ms [2022-02-20 15:57:52 main:574] : INFO : Epoch 1756 | loss: 0.0311387 | val_loss: 0.0311593 | Time: 2706.42 ms [2022-02-20 15:57:55 main:574] : INFO : Epoch 1757 | loss: 0.0311364 | val_loss: 0.0311544 | Time: 2765.26 ms [2022-02-20 15:57:58 main:574] : INFO : Epoch 1758 | loss: 0.0311324 | val_loss: 0.0311542 | Time: 2710.37 ms [2022-02-20 15:58:01 main:574] : INFO : Epoch 1759 | loss: 0.0311305 | val_loss: 0.0311585 | Time: 2796.46 ms [2022-02-20 15:58:03 main:574] : INFO : Epoch 1760 | loss: 0.0311265 | val_loss: 0.0311571 | Time: 2836.17 ms [2022-02-20 15:58:06 main:574] : INFO : Epoch 1761 | loss: 0.0311303 | val_loss: 0.0311616 | Time: 3015.79 ms [2022-02-20 15:58:10 main:574] : INFO : Epoch 1762 | loss: 0.0311286 | val_loss: 0.0311588 | Time: 3387.59 ms [2022-02-20 15:58:13 main:574] : INFO : Epoch 1763 | loss: 0.031129 | val_loss: 0.0311562 | Time: 2980.49 ms [2022-02-20 15:58:16 main:574] : INFO : Epoch 1764 | loss: 0.031129 | val_loss: 0.0311547 | Time: 2785.21 ms [2022-02-20 15:58:18 main:574] : INFO : Epoch 1765 | loss: 0.0311293 | val_loss: 0.0311569 | Time: 2686.59 ms [2022-02-20 15:58:21 main:574] : INFO : Epoch 1766 | loss: 0.0311277 | val_loss: 0.0311575 | Time: 2718.32 ms [2022-02-20 15:58:24 main:574] : INFO : Epoch 1767 | loss: 0.0311272 | val_loss: 0.0311546 | Time: 2800.66 ms [2022-02-20 15:58:27 main:574] : INFO : Epoch 1768 | loss: 0.031127 | val_loss: 0.0311605 | Time: 2871.08 ms [2022-02-20 15:58:30 main:574] : INFO : Epoch 1769 | loss: 0.0311255 | val_loss: 0.031156 | Time: 3021.17 ms [2022-02-20 15:58:32 main:574] : INFO : Epoch 1770 | loss: 0.0311271 | val_loss: 0.0311653 | Time: 2700.41 ms [2022-02-20 15:58:35 main:574] : INFO : Epoch 1771 | loss: 0.0311319 | val_loss: 0.0311566 | Time: 2717.13 ms [2022-02-20 15:58:38 main:574] : INFO : Epoch 1772 | loss: 0.0311323 | val_loss: 0.0311582 | Time: 2692.13 ms [2022-02-20 15:58:41 main:574] : INFO : Epoch 1773 | loss: 0.0311285 | val_loss: 0.0311584 | Time: 2893.89 ms [2022-02-20 15:58:43 main:574] : INFO : Epoch 1774 | loss: 0.0311269 | val_loss: 0.0311556 | Time: 2795.92 ms [2022-02-20 15:58:46 main:574] : INFO : Epoch 1775 | loss: 0.0311281 | val_loss: 0.0311589 | Time: 2675.95 ms [2022-02-20 15:58:49 main:574] : INFO : Epoch 1776 | loss: 0.0311254 | val_loss: 0.0311587 | Time: 3037.44 ms [2022-02-20 15:58:52 main:574] : INFO : Epoch 1777 | loss: 0.0311243 | val_loss: 0.0311645 | Time: 2766.4 ms [2022-02-20 15:58:55 main:574] : INFO : Epoch 1778 | loss: 0.0311264 | val_loss: 0.0311578 | Time: 2783.06 ms [2022-02-20 15:58:58 main:574] : INFO : Epoch 1779 | loss: 0.0311251 | val_loss: 0.0311683 | Time: 2818.62 ms [2022-02-20 15:59:00 main:574] : INFO : Epoch 1780 | loss: 0.0311319 | val_loss: 0.0311594 | Time: 2792.75 ms [2022-02-20 15:59:03 main:574] : INFO : Epoch 1781 | loss: 0.0311309 | val_loss: 0.0311579 | Time: 2890.39 ms [2022-02-20 15:59:06 main:574] : INFO : Epoch 1782 | loss: 0.0311297 | val_loss: 0.0311612 | Time: 2847.29 ms [2022-02-20 15:59:09 main:574] : INFO : Epoch 1783 | loss: 0.0311311 | val_loss: 0.0311601 | Time: 2727.43 ms [2022-02-20 15:59:12 main:574] : INFO : Epoch 1784 | loss: 0.0311302 | val_loss: 0.0311577 | Time: 2687.8 ms [2022-02-20 15:59:15 main:574] : INFO : Epoch 1785 | loss: 0.0311281 | val_loss: 0.031155 | Time: 3250.63 ms [2022-02-20 15:59:18 main:574] : INFO : Epoch 1786 | loss: 0.0311299 | val_loss: 0.0311559 | Time: 2819.23 ms [2022-02-20 15:59:20 main:574] : INFO : Epoch 1787 | loss: 0.0311303 | val_loss: 0.0311584 | Time: 2742.96 ms [2022-02-20 15:59:24 main:574] : INFO : Epoch 1788 | loss: 0.031133 | val_loss: 0.0311592 | Time: 3240.44 ms [2022-02-20 15:59:26 main:574] : INFO : Epoch 1789 | loss: 0.0311315 | val_loss: 0.0311521 | Time: 2680.45 ms [2022-02-20 15:59:29 main:574] : INFO : Epoch 1790 | loss: 0.0311285 | val_loss: 0.0311558 | Time: 2835.05 ms [2022-02-20 15:59:32 main:574] : INFO : Epoch 1791 | loss: 0.0311299 | val_loss: 0.0311581 | Time: 2845.51 ms [2022-02-20 15:59:35 main:574] : INFO : Epoch 1792 | loss: 0.0311285 | val_loss: 0.0311531 | Time: 2689.21 ms [2022-02-20 15:59:38 main:574] : INFO : Epoch 1793 | loss: 0.0311285 | val_loss: 0.0311609 | Time: 3190.6 ms [2022-02-20 15:59:41 main:574] : INFO : Epoch 1794 | loss: 0.0311327 | val_loss: 0.0311645 | Time: 2916.81 ms [2022-02-20 15:59:44 main:574] : INFO : Epoch 1795 | loss: 0.0311349 | val_loss: 0.0311553 | Time: 2954.67 ms [2022-02-20 15:59:47 main:574] : INFO : Epoch 1796 | loss: 0.0311312 | val_loss: 0.0311616 | Time: 2814.62 ms [2022-02-20 15:59:49 main:574] : INFO : Epoch 1797 | loss: 0.0311278 | val_loss: 0.0311611 | Time: 2794.15 ms [2022-02-20 15:59:52 main:574] : INFO : Epoch 1798 | loss: 0.0311283 | val_loss: 0.0311606 | Time: 2901.3 ms [2022-02-20 15:59:55 main:574] : INFO : Epoch 1799 | loss: 0.031126 | val_loss: 0.0311564 | Time: 3073.91 ms [2022-02-20 15:59:58 main:574] : INFO : Epoch 1800 | loss: 0.0311249 | val_loss: 0.0311568 | Time: 2998.81 ms [2022-02-20 16:00:01 main:574] : INFO : Epoch 1801 | loss: 0.0311239 | val_loss: 0.0311579 | Time: 2909.27 ms [2022-02-20 16:00:04 main:574] : INFO : Epoch 1802 | loss: 0.0311237 | val_loss: 0.0311593 | Time: 2732.17 ms [2022-02-20 16:00:07 main:574] : INFO : Epoch 1803 | loss: 0.0311286 | val_loss: 0.0311583 | Time: 2727.36 ms [2022-02-20 16:00:09 main:574] : INFO : Epoch 1804 | loss: 0.0311325 | val_loss: 0.0311544 | Time: 2750.71 ms [2022-02-20 16:00:12 main:574] : INFO : Epoch 1805 | loss: 0.0311343 | val_loss: 0.0311532 | Time: 2764.47 ms [2022-02-20 16:00:15 main:574] : INFO : Epoch 1806 | loss: 0.031132 | val_loss: 0.0311545 | Time: 2825.77 ms [2022-02-20 16:00:18 main:574] : INFO : Epoch 1807 | loss: 0.0311333 | val_loss: 0.031155 | Time: 2878.95 ms [2022-02-20 16:00:21 main:574] : INFO : Epoch 1808 | loss: 0.0311299 | val_loss: 0.0311579 | Time: 2753.11 ms [2022-02-20 16:00:24 main:574] : INFO : Epoch 1809 | loss: 0.0311298 | val_loss: 0.0311533 | Time: 2918.58 ms [2022-02-20 16:00:26 main:574] : INFO : Epoch 1810 | loss: 0.0311278 | val_loss: 0.0311589 | Time: 2721.78 ms [2022-02-20 16:00:29 main:574] : INFO : Epoch 1811 | loss: 0.0311282 | val_loss: 0.0311645 | Time: 2639.91 ms [2022-02-20 16:00:32 main:574] : INFO : Epoch 1812 | loss: 0.0311286 | val_loss: 0.0311534 | Time: 2644.63 ms [2022-02-20 16:00:34 main:574] : INFO : Epoch 1813 | loss: 0.0311259 | val_loss: 0.0311542 | Time: 2715.81 ms [2022-02-20 16:00:37 main:574] : INFO : Epoch 1814 | loss: 0.0311273 | val_loss: 0.0311679 | Time: 2733.33 ms [2022-02-20 16:00:40 main:574] : INFO : Epoch 1815 | loss: 0.0311303 | val_loss: 0.0311537 | Time: 2735.2 ms [2022-02-20 16:00:42 main:574] : INFO : Epoch 1816 | loss: 0.0311276 | val_loss: 0.0311598 | Time: 2643.11 ms [2022-02-20 16:00:45 main:574] : INFO : Epoch 1817 | loss: 0.0311288 | val_loss: 0.0311528 | Time: 2735.05 ms [2022-02-20 16:00:48 main:574] : INFO : Epoch 1818 | loss: 0.0311264 | val_loss: 0.0311563 | Time: 2656.82 ms [2022-02-20 16:00:51 main:574] : INFO : Epoch 1819 | loss: 0.0311255 | val_loss: 0.0311533 | Time: 2727.89 ms [2022-02-20 16:00:53 main:574] : INFO : Epoch 1820 | loss: 0.031123 | val_loss: 0.0311616 | Time: 2680.49 ms [2022-02-20 16:00:56 main:574] : INFO : Epoch 1821 | loss: 0.0311241 | val_loss: 0.0311566 | Time: 2687.87 ms [2022-02-20 16:00:59 main:574] : INFO : Epoch 1822 | loss: 0.0311286 | val_loss: 0.0311573 | Time: 2655.46 ms [2022-02-20 16:01:01 main:574] : INFO : Epoch 1823 | loss: 0.0311258 | val_loss: 0.0311562 | Time: 2648.78 ms [2022-02-20 16:01:04 main:574] : INFO : Epoch 1824 | loss: 0.0311245 | val_loss: 0.0311585 | Time: 2648.52 ms [2022-02-20 16:01:07 main:574] : INFO : Epoch 1825 | loss: 0.0311252 | val_loss: 0.0311598 | Time: 2842.48 ms [2022-02-20 16:01:09 main:574] : INFO : Epoch 1826 | loss: 0.0311244 | val_loss: 0.0311696 | Time: 2639.38 ms [2022-02-20 16:01:12 main:574] : INFO : Epoch 1827 | loss: 0.0311262 | val_loss: 0.0311601 | Time: 2644.5 ms [2022-02-20 16:01:15 main:574] : INFO : Epoch 1828 | loss: 0.0311255 | val_loss: 0.0311609 | Time: 2671.06 ms [2022-02-20 16:01:17 main:574] : INFO : Epoch 1829 | loss: 0.0311254 | val_loss: 0.0311638 | Time: 2667.17 ms [2022-02-20 16:01:20 main:574] : INFO : Epoch 1830 | loss: 0.0311256 | val_loss: 0.0311567 | Time: 2716.17 ms [2022-02-20 16:01:23 main:574] : INFO : Epoch 1831 | loss: 0.0311304 | val_loss: 0.0311598 | Time: 2654.31 ms [2022-02-20 16:01:25 main:574] : INFO : Epoch 1832 | loss: 0.0311283 | val_loss: 0.0311579 | Time: 2644.59 ms [2022-02-20 16:01:28 main:574] : INFO : Epoch 1833 | loss: 0.0311296 | val_loss: 0.0311603 | Time: 2732.22 ms [2022-02-20 16:01:31 main:574] : INFO : Epoch 1834 | loss: 0.0311274 | val_loss: 0.0311619 | Time: 2641.43 ms [2022-02-20 16:01:33 main:574] : INFO : Epoch 1835 | loss: 0.0311267 | val_loss: 0.0311584 | Time: 2660.93 ms [2022-02-20 16:01:36 main:574] : INFO : Epoch 1836 | loss: 0.0311256 | val_loss: 0.0311573 | Time: 2738.75 ms [2022-02-20 16:01:39 main:574] : INFO : Epoch 1837 | loss: 0.031129 | val_loss: 0.0311554 | Time: 2692.82 ms [2022-02-20 16:01:42 main:574] : INFO : Epoch 1838 | loss: 0.0311283 | val_loss: 0.031156 | Time: 2641.06 ms [2022-02-20 16:01:44 main:574] : INFO : Epoch 1839 | loss: 0.0311271 | val_loss: 0.0311534 | Time: 2639.79 ms [2022-02-20 16:01:47 main:574] : INFO : Epoch 1840 | loss: 0.0311263 | val_loss: 0.0311631 | Time: 2988.17 ms [2022-02-20 16:01:50 main:574] : INFO : Epoch 1841 | loss: 0.031127 | val_loss: 0.0311579 | Time: 2720.66 ms [2022-02-20 16:01:53 main:574] : INFO : Epoch 1842 | loss: 0.0311245 | val_loss: 0.0311589 | Time: 2637.72 ms [2022-02-20 16:01:55 main:574] : INFO : Epoch 1843 | loss: 0.0311239 | val_loss: 0.0311565 | Time: 2653.49 ms [2022-02-20 16:01:58 main:574] : INFO : Epoch 1844 | loss: 0.0311238 | val_loss: 0.0311585 | Time: 2643.21 ms [2022-02-20 16:02:00 main:574] : INFO : Epoch 1845 | loss: 0.0311271 | val_loss: 0.031162 | Time: 2643.43 ms [2022-02-20 16:02:03 main:574] : INFO : Epoch 1846 | loss: 0.0311254 | val_loss: 0.0311534 | Time: 2734.04 ms [2022-02-20 16:02:06 main:574] : INFO : Epoch 1847 | loss: 0.0311234 | val_loss: 0.0311612 | Time: 2735 ms [2022-02-20 16:02:09 main:574] : INFO : Epoch 1848 | loss: 0.0311227 | val_loss: 0.0311598 | Time: 2652.12 ms [2022-02-20 16:02:11 main:574] : INFO : Epoch 1849 | loss: 0.0311236 | val_loss: 0.0311656 | Time: 2652.33 ms [2022-02-20 16:02:14 main:574] : INFO : Epoch 1850 | loss: 0.0311252 | val_loss: 0.0311571 | Time: 2679.1 ms [2022-02-20 16:02:17 main:574] : INFO : Epoch 1851 | loss: 0.031125 | val_loss: 0.0311596 | Time: 2656.36 ms [2022-02-20 16:02:19 main:574] : INFO : Epoch 1852 | loss: 0.0311237 | val_loss: 0.0311585 | Time: 2723.53 ms [2022-02-20 16:02:22 main:574] : INFO : Epoch 1853 | loss: 0.0311278 | val_loss: 0.0311619 | Time: 2669.1 ms [2022-02-20 16:02:25 main:574] : INFO : Epoch 1854 | loss: 0.0311268 | val_loss: 0.0311563 | Time: 2629.74 ms [2022-02-20 16:02:27 main:574] : INFO : Epoch 1855 | loss: 0.0311236 | val_loss: 0.0311549 | Time: 2738.37 ms [2022-02-20 16:02:30 main:574] : INFO : Epoch 1856 | loss: 0.031123 | val_loss: 0.0311561 | Time: 2735.12 ms [2022-02-20 16:02:33 main:574] : INFO : Epoch 1857 | loss: 0.0311225 | val_loss: 0.031168 | Time: 2769.85 ms [2022-02-20 16:02:36 main:574] : INFO : Epoch 1858 | loss: 0.0311242 | val_loss: 0.031162 | Time: 2636.17 ms [2022-02-20 16:02:39 main:574] : INFO : Epoch 1859 | loss: 0.0311237 | val_loss: 0.0311598 | Time: 2975.25 ms [2022-02-20 16:02:41 main:574] : INFO : Epoch 1860 | loss: 0.0311238 | val_loss: 0.0311555 | Time: 2635.12 ms [2022-02-20 16:02:44 main:574] : INFO : Epoch 1861 | loss: 0.0311216 | val_loss: 0.0311547 | Time: 2677.04 ms [2022-02-20 16:02:46 main:574] : INFO : Epoch 1862 | loss: 0.0311231 | val_loss: 0.0311583 | Time: 2645.14 ms [2022-02-20 16:02:49 main:574] : INFO : Epoch 1863 | loss: 0.0311247 | val_loss: 0.0311546 | Time: 2732.49 ms [2022-02-20 16:02:52 main:574] : INFO : Epoch 1864 | loss: 0.0311275 | val_loss: 0.031158 | Time: 2649.01 ms [2022-02-20 16:02:55 main:574] : INFO : Epoch 1865 | loss: 0.031123 | val_loss: 0.0311595 | Time: 2717.59 ms [2022-02-20 16:02:57 main:574] : INFO : Epoch 1866 | loss: 0.0311305 | val_loss: 0.0311631 | Time: 2653.74 ms [2022-02-20 16:03:00 main:574] : INFO : Epoch 1867 | loss: 0.0311306 | val_loss: 0.0311603 | Time: 2743.05 ms [2022-02-20 16:03:03 main:574] : INFO : Epoch 1868 | loss: 0.0311288 | val_loss: 0.0311559 | Time: 2654.51 ms [2022-02-20 16:03:05 main:574] : INFO : Epoch 1869 | loss: 0.0311306 | val_loss: 0.0311601 | Time: 2647.36 ms [2022-02-20 16:03:08 main:574] : INFO : Epoch 1870 | loss: 0.0311294 | val_loss: 0.0311545 | Time: 2763.4 ms [2022-02-20 16:03:11 main:574] : INFO : Epoch 1871 | loss: 0.0311281 | val_loss: 0.0311572 | Time: 2642.83 ms [2022-02-20 16:03:13 main:574] : INFO : Epoch 1872 | loss: 0.0311282 | val_loss: 0.0311546 | Time: 2649.77 ms [2022-02-20 16:03:16 main:574] : INFO : Epoch 1873 | loss: 0.0311308 | val_loss: 0.0311561 | Time: 2732.34 ms [2022-02-20 16:03:19 main:574] : INFO : Epoch 1874 | loss: 0.0311281 | val_loss: 0.031153 | Time: 2719.93 ms [2022-02-20 16:03:22 main:574] : INFO : Epoch 1875 | loss: 0.0311333 | val_loss: 0.0311661 | Time: 2770.69 ms [2022-02-20 16:03:24 main:574] : INFO : Epoch 1876 | loss: 0.0311751 | val_loss: 0.0315184 | Time: 2686.65 ms [2022-02-20 16:03:27 main:574] : INFO : Epoch 1877 | loss: 0.0318145 | val_loss: 0.0316722 | Time: 2646.05 ms [2022-02-20 16:03:30 main:574] : INFO : Epoch 1878 | loss: 0.0313452 | val_loss: 0.0312356 | Time: 2675.73 ms [2022-02-20 16:03:32 main:574] : INFO : Epoch 1879 | loss: 0.0311633 | val_loss: 0.0311659 | Time: 2695.64 ms [2022-02-20 16:03:35 main:574] : INFO : Epoch 1880 | loss: 0.0311392 | val_loss: 0.0311566 | Time: 2901.34 ms [2022-02-20 16:03:38 main:574] : INFO : Epoch 1881 | loss: 0.0311323 | val_loss: 0.0311582 | Time: 2650.45 ms [2022-02-20 16:03:41 main:574] : INFO : Epoch 1882 | loss: 0.0311321 | val_loss: 0.0311566 | Time: 2651.86 ms [2022-02-20 16:03:43 main:574] : INFO : Epoch 1883 | loss: 0.0311274 | val_loss: 0.0311549 | Time: 2643.95 ms [2022-02-20 16:03:46 main:574] : INFO : Epoch 1884 | loss: 0.0311267 | val_loss: 0.0311564 | Time: 2657 ms [2022-02-20 16:03:48 main:574] : INFO : Epoch 1885 | loss: 0.0311254 | val_loss: 0.0311565 | Time: 2659.19 ms [2022-02-20 16:03:51 main:574] : INFO : Epoch 1886 | loss: 0.0311271 | val_loss: 0.0311669 | Time: 2807.27 ms [2022-02-20 16:03:54 main:574] : INFO : Epoch 1887 | loss: 0.0311291 | val_loss: 0.0311608 | Time: 2648.31 ms [2022-02-20 16:03:57 main:574] : INFO : Epoch 1888 | loss: 0.0311323 | val_loss: 0.0311593 | Time: 2998.96 ms [2022-02-20 16:04:00 main:574] : INFO : Epoch 1889 | loss: 0.0311382 | val_loss: 0.0311632 | Time: 2858.19 ms [2022-02-20 16:04:02 main:574] : INFO : Epoch 1890 | loss: 0.0311358 | val_loss: 0.0311557 | Time: 2651.47 ms [2022-02-20 16:04:05 main:574] : INFO : Epoch 1891 | loss: 0.0311305 | val_loss: 0.0311571 | Time: 2775.75 ms [2022-02-20 16:04:08 main:574] : INFO : Epoch 1892 | loss: 0.0311315 | val_loss: 0.0311575 | Time: 2667.17 ms [2022-02-20 16:04:11 main:574] : INFO : Epoch 1893 | loss: 0.0311297 | val_loss: 0.0311585 | Time: 2655.06 ms [2022-02-20 16:04:13 main:574] : INFO : Epoch 1894 | loss: 0.0311279 | val_loss: 0.031157 | Time: 2651.02 ms [2022-02-20 16:04:16 main:574] : INFO : Epoch 1895 | loss: 0.0311281 | val_loss: 0.031157 | Time: 2642.19 ms [2022-02-20 16:04:19 main:574] : INFO : Epoch 1896 | loss: 0.0311276 | val_loss: 0.0311587 | Time: 2646.95 ms [2022-02-20 16:04:21 main:574] : INFO : Epoch 1897 | loss: 0.0311244 | val_loss: 0.0311587 | Time: 2833.58 ms [2022-02-20 16:04:24 main:574] : INFO : Epoch 1898 | loss: 0.0311266 | val_loss: 0.0311556 | Time: 2717.84 ms [2022-02-20 16:04:27 main:574] : INFO : Epoch 1899 | loss: 0.0311283 | val_loss: 0.0311555 | Time: 2817.06 ms [2022-02-20 16:04:30 main:574] : INFO : Epoch 1900 | loss: 0.0311325 | val_loss: 0.0311536 | Time: 2647.43 ms [2022-02-20 16:04:32 main:574] : INFO : Epoch 1901 | loss: 0.0311305 | val_loss: 0.0311594 | Time: 2759.87 ms [2022-02-20 16:04:35 main:574] : INFO : Epoch 1902 | loss: 0.0311318 | val_loss: 0.031157 | Time: 2647.06 ms [2022-02-20 16:04:38 main:574] : INFO : Epoch 1903 | loss: 0.0311276 | val_loss: 0.0311544 | Time: 2987.11 ms [2022-02-20 16:04:41 main:574] : INFO : Epoch 1904 | loss: 0.031126 | val_loss: 0.0311569 | Time: 2692.87 ms [2022-02-20 16:04:43 main:574] : INFO : Epoch 1905 | loss: 0.0311273 | val_loss: 0.0311575 | Time: 2704.91 ms [2022-02-20 16:04:46 main:574] : INFO : Epoch 1906 | loss: 0.0311283 | val_loss: 0.0311582 | Time: 2716.86 ms [2022-02-20 16:04:49 main:574] : INFO : Epoch 1907 | loss: 0.0311322 | val_loss: 0.0311553 | Time: 2728.44 ms [2022-02-20 16:04:51 main:574] : INFO : Epoch 1908 | loss: 0.0311335 | val_loss: 0.031165 | Time: 2645.88 ms [2022-02-20 16:04:54 main:574] : INFO : Epoch 1909 | loss: 0.0311291 | val_loss: 0.0311565 | Time: 2645.7 ms [2022-02-20 16:04:57 main:574] : INFO : Epoch 1910 | loss: 0.0311288 | val_loss: 0.0311554 | Time: 2646.95 ms [2022-02-20 16:04:59 main:574] : INFO : Epoch 1911 | loss: 0.0311264 | val_loss: 0.0311589 | Time: 2649.07 ms [2022-02-20 16:05:02 main:574] : INFO : Epoch 1912 | loss: 0.0311348 | val_loss: 0.0311658 | Time: 2749.32 ms [2022-02-20 16:05:05 main:574] : INFO : Epoch 1913 | loss: 0.0311558 | val_loss: 0.0311684 | Time: 2646.43 ms [2022-02-20 16:05:07 main:574] : INFO : Epoch 1914 | loss: 0.0311541 | val_loss: 0.0311674 | Time: 2636.93 ms [2022-02-20 16:05:10 main:574] : INFO : Epoch 1915 | loss: 0.0311516 | val_loss: 0.0311623 | Time: 2655.24 ms [2022-02-20 16:05:13 main:574] : INFO : Epoch 1916 | loss: 0.0311475 | val_loss: 0.0311676 | Time: 2882.33 ms [2022-02-20 16:05:16 main:574] : INFO : Epoch 1917 | loss: 0.0311451 | val_loss: 0.0311622 | Time: 2681.67 ms [2022-02-20 16:05:18 main:574] : INFO : Epoch 1918 | loss: 0.031142 | val_loss: 0.0311597 | Time: 2732.4 ms [2022-02-20 16:05:21 main:574] : INFO : Epoch 1919 | loss: 0.0311379 | val_loss: 0.0311608 | Time: 2702.96 ms [2022-02-20 16:05:24 main:574] : INFO : Epoch 1920 | loss: 0.0311378 | val_loss: 0.0311566 | Time: 2662.08 ms [2022-02-20 16:05:26 main:574] : INFO : Epoch 1921 | loss: 0.0311349 | val_loss: 0.0311534 | Time: 2640.57 ms [2022-02-20 16:05:29 main:574] : INFO : Epoch 1922 | loss: 0.031138 | val_loss: 0.0311625 | Time: 2733.11 ms [2022-02-20 16:05:32 main:574] : INFO : Epoch 1923 | loss: 0.0311342 | val_loss: 0.0311555 | Time: 2718.23 ms [2022-02-20 16:05:35 main:574] : INFO : Epoch 1924 | loss: 0.0311301 | val_loss: 0.0311552 | Time: 2878.03 ms [2022-02-20 16:05:37 main:574] : INFO : Epoch 1925 | loss: 0.0311284 | val_loss: 0.0311551 | Time: 2731.76 ms [2022-02-20 16:05:40 main:574] : INFO : Epoch 1926 | loss: 0.03113 | val_loss: 0.0311585 | Time: 2857.04 ms [2022-02-20 16:05:43 main:574] : INFO : Epoch 1927 | loss: 0.0311293 | val_loss: 0.0311558 | Time: 2708.31 ms [2022-02-20 16:05:46 main:574] : INFO : Epoch 1928 | loss: 0.0311277 | val_loss: 0.0311558 | Time: 2644.61 ms [2022-02-20 16:05:49 main:574] : INFO : Epoch 1929 | loss: 0.0311281 | val_loss: 0.0311547 | Time: 2857.94 ms [2022-02-20 16:05:51 main:574] : INFO : Epoch 1930 | loss: 0.0311283 | val_loss: 0.0311549 | Time: 2687.43 ms [2022-02-20 16:05:54 main:574] : INFO : Epoch 1931 | loss: 0.0311264 | val_loss: 0.0311575 | Time: 2650.52 ms [2022-02-20 16:05:57 main:574] : INFO : Epoch 1932 | loss: 0.0311288 | val_loss: 0.0311589 | Time: 2742.21 ms [2022-02-20 16:05:59 main:574] : INFO : Epoch 1933 | loss: 0.0311293 | val_loss: 0.0311556 | Time: 2832.7 ms [2022-02-20 16:06:02 main:574] : INFO : Epoch 1934 | loss: 0.0311301 | val_loss: 0.031158 | Time: 2658.16 ms [2022-02-20 16:06:05 main:574] : INFO : Epoch 1935 | loss: 0.0311386 | val_loss: 0.0311524 | Time: 2639 ms [2022-02-20 16:06:07 main:574] : INFO : Epoch 1936 | loss: 0.0311391 | val_loss: 0.0311548 | Time: 2658.35 ms [2022-02-20 16:06:10 main:574] : INFO : Epoch 1937 | loss: 0.0311347 | val_loss: 0.0311571 | Time: 2646.9 ms [2022-02-20 16:06:13 main:574] : INFO : Epoch 1938 | loss: 0.0311297 | val_loss: 0.0311549 | Time: 2717.3 ms [2022-02-20 16:06:15 main:574] : INFO : Epoch 1939 | loss: 0.0311279 | val_loss: 0.0311538 | Time: 2646.85 ms [2022-02-20 16:06:18 main:574] : INFO : Epoch 1940 | loss: 0.0311303 | val_loss: 0.0311554 | Time: 2741.02 ms [2022-02-20 16:06:21 main:574] : INFO : Epoch 1941 | loss: 0.0311292 | val_loss: 0.031158 | Time: 2668.87 ms [2022-02-20 16:06:24 main:574] : INFO : Epoch 1942 | loss: 0.0311288 | val_loss: 0.0311539 | Time: 2750.39 ms [2022-02-20 16:06:26 main:574] : INFO : Epoch 1943 | loss: 0.0311266 | val_loss: 0.0311582 | Time: 2647 ms [2022-02-20 16:06:29 main:574] : INFO : Epoch 1944 | loss: 0.031128 | val_loss: 0.0311567 | Time: 2676.78 ms [2022-02-20 16:06:32 main:574] : INFO : Epoch 1945 | loss: 0.0311286 | val_loss: 0.0311592 | Time: 2643.14 ms [2022-02-20 16:06:34 main:574] : INFO : Epoch 1946 | loss: 0.0311294 | val_loss: 0.0311547 | Time: 2727.39 ms [2022-02-20 16:06:37 main:574] : INFO : Epoch 1947 | loss: 0.0311279 | val_loss: 0.0311583 | Time: 2818.07 ms [2022-02-20 16:06:40 main:574] : INFO : Epoch 1948 | loss: 0.0311314 | val_loss: 0.0311539 | Time: 2647.3 ms [2022-02-20 16:06:42 main:574] : INFO : Epoch 1949 | loss: 0.0311345 | val_loss: 0.0311571 | Time: 2647.84 ms [2022-02-20 16:06:45 main:574] : INFO : Epoch 1950 | loss: 0.031134 | val_loss: 0.0311565 | Time: 2658.17 ms [2022-02-20 16:06:48 main:574] : INFO : Epoch 1951 | loss: 0.0311338 | val_loss: 0.0311581 | Time: 2729.49 ms [2022-02-20 16:06:51 main:574] : INFO : Epoch 1952 | loss: 0.0311345 | val_loss: 0.0311586 | Time: 2671.99 ms [2022-02-20 16:06:53 main:574] : INFO : Epoch 1953 | loss: 0.0311304 | val_loss: 0.0311583 | Time: 2793.25 ms [2022-02-20 16:06:56 main:574] : INFO : Epoch 1954 | loss: 0.0311304 | val_loss: 0.0311599 | Time: 2679.87 ms [2022-02-20 16:06:59 main:574] : INFO : Epoch 1955 | loss: 0.0311372 | val_loss: 0.0311607 | Time: 2822.7 ms [2022-02-20 16:07:01 main:574] : INFO : Epoch 1956 | loss: 0.0311359 | val_loss: 0.0311589 | Time: 2647.7 ms [2022-02-20 16:07:04 main:574] : INFO : Epoch 1957 | loss: 0.0311319 | val_loss: 0.0311557 | Time: 2689.88 ms [2022-02-20 16:07:07 main:574] : INFO : Epoch 1958 | loss: 0.0311298 | val_loss: 0.0311574 | Time: 2872.48 ms [2022-02-20 16:07:10 main:574] : INFO : Epoch 1959 | loss: 0.0311279 | val_loss: 0.0311599 | Time: 2663.52 ms [2022-02-20 16:07:12 main:574] : INFO : Epoch 1960 | loss: 0.0311266 | val_loss: 0.0311582 | Time: 2651.17 ms [2022-02-20 16:07:15 main:574] : INFO : Epoch 1961 | loss: 0.0311266 | val_loss: 0.031158 | Time: 2687.09 ms [2022-02-20 16:07:18 main:574] : INFO : Epoch 1962 | loss: 0.0311246 | val_loss: 0.03116 | Time: 3093.01 ms [2022-02-20 16:07:21 main:574] : INFO : Epoch 1963 | loss: 0.0311274 | val_loss: 0.031158 | Time: 2661.13 ms [2022-02-20 16:07:24 main:574] : INFO : Epoch 1964 | loss: 0.0311299 | val_loss: 0.0311579 | Time: 2726 ms [2022-02-20 16:07:26 main:574] : INFO : Epoch 1965 | loss: 0.0311295 | val_loss: 0.0311583 | Time: 2655.38 ms [2022-02-20 16:07:29 main:574] : INFO : Epoch 1966 | loss: 0.0311262 | val_loss: 0.0311577 | Time: 2674.95 ms [2022-02-20 16:07:32 main:574] : INFO : Epoch 1967 | loss: 0.0311239 | val_loss: 0.0311536 | Time: 2877.75 ms [2022-02-20 16:07:35 main:574] : INFO : Epoch 1968 | loss: 0.0311249 | val_loss: 0.0311548 | Time: 2747.42 ms [2022-02-20 16:07:37 main:574] : INFO : Epoch 1969 | loss: 0.0311237 | val_loss: 0.0311515 | Time: 2647.33 ms [2022-02-20 16:07:40 main:574] : INFO : Epoch 1970 | loss: 0.0311227 | val_loss: 0.0311581 | Time: 2733.89 ms [2022-02-20 16:07:43 main:574] : INFO : Epoch 1971 | loss: 0.031123 | val_loss: 0.0311618 | Time: 2756.56 ms [2022-02-20 16:07:45 main:574] : INFO : Epoch 1972 | loss: 0.0311245 | val_loss: 0.0311588 | Time: 2724.18 ms [2022-02-20 16:07:48 main:574] : INFO : Epoch 1973 | loss: 0.0311228 | val_loss: 0.0311568 | Time: 2731.59 ms [2022-02-20 16:07:51 main:574] : INFO : Epoch 1974 | loss: 0.0311227 | val_loss: 0.0311592 | Time: 2642.82 ms [2022-02-20 16:07:53 main:574] : INFO : Epoch 1975 | loss: 0.0311277 | val_loss: 0.0311546 | Time: 2647.64 ms [2022-02-20 16:07:56 main:574] : INFO : Epoch 1976 | loss: 0.031131 | val_loss: 0.0311519 | Time: 2636.17 ms [2022-02-20 16:07:59 main:574] : INFO : Epoch 1977 | loss: 0.0311294 | val_loss: 0.0311557 | Time: 2754.25 ms [2022-02-20 16:08:02 main:574] : INFO : Epoch 1978 | loss: 0.0311291 | val_loss: 0.0311574 | Time: 2734.37 ms [2022-02-20 16:08:04 main:574] : INFO : Epoch 1979 | loss: 0.0311267 | val_loss: 0.0311598 | Time: 2727.58 ms [2022-02-20 16:08:07 main:574] : INFO : Epoch 1980 | loss: 0.0311316 | val_loss: 0.0311613 | Time: 2652.34 ms [2022-02-20 16:08:10 main:574] : INFO : Epoch 1981 | loss: 0.0311313 | val_loss: 0.0311583 | Time: 2679.83 ms [2022-02-20 16:08:12 main:574] : INFO : Epoch 1982 | loss: 0.0311284 | val_loss: 0.0311593 | Time: 2641.14 ms [2022-02-20 16:08:15 main:574] : INFO : Epoch 1983 | loss: 0.0311265 | val_loss: 0.0311595 | Time: 2699.84 ms [2022-02-20 16:08:18 main:574] : INFO : Epoch 1984 | loss: 0.0311252 | val_loss: 0.0311604 | Time: 2717.43 ms [2022-02-20 16:08:20 main:574] : INFO : Epoch 1985 | loss: 0.0311236 | val_loss: 0.03116 | Time: 2639.34 ms [2022-02-20 16:08:23 main:574] : INFO : Epoch 1986 | loss: 0.0311231 | val_loss: 0.0311582 | Time: 2669.76 ms [2022-02-20 16:08:26 main:574] : INFO : Epoch 1987 | loss: 0.0311253 | val_loss: 0.0311548 | Time: 2744.92 ms [2022-02-20 16:08:28 main:574] : INFO : Epoch 1988 | loss: 0.0311216 | val_loss: 0.0311621 | Time: 2640.51 ms [2022-02-20 16:08:31 main:574] : INFO : Epoch 1989 | loss: 0.0311213 | val_loss: 0.0311595 | Time: 2645.78 ms [2022-02-20 16:08:34 main:574] : INFO : Epoch 1990 | loss: 0.0311229 | val_loss: 0.0311596 | Time: 2851.31 ms [2022-02-20 16:08:37 main:574] : INFO : Epoch 1991 | loss: 0.031123 | val_loss: 0.0311639 | Time: 2647.39 ms [2022-02-20 16:08:39 main:574] : INFO : Epoch 1992 | loss: 0.0311234 | val_loss: 0.0311578 | Time: 2686.92 ms [2022-02-20 16:08:42 main:574] : INFO : Epoch 1993 | loss: 0.031122 | val_loss: 0.0311577 | Time: 2735.4 ms [2022-02-20 16:08:45 main:574] : INFO : Epoch 1994 | loss: 0.0311244 | val_loss: 0.0311546 | Time: 2846.54 ms [2022-02-20 16:08:47 main:574] : INFO : Epoch 1995 | loss: 0.03113 | val_loss: 0.03116 | Time: 2639.68 ms [2022-02-20 16:08:50 main:574] : INFO : Epoch 1996 | loss: 0.0311298 | val_loss: 0.0311565 | Time: 2724.6 ms [2022-02-20 16:08:53 main:574] : INFO : Epoch 1997 | loss: 0.0311238 | val_loss: 0.0311563 | Time: 2648.1 ms [2022-02-20 16:08:56 main:574] : INFO : Epoch 1998 | loss: 0.0311223 | val_loss: 0.0311601 | Time: 2713.92 ms [2022-02-20 16:08:58 main:574] : INFO : Epoch 1999 | loss: 0.0311238 | val_loss: 0.0311609 | Time: 2717.31 ms [2022-02-20 16:09:01 main:574] : INFO : Epoch 2000 | loss: 0.0311258 | val_loss: 0.0311637 | Time: 2650.99 ms [2022-02-20 16:09:04 main:574] : INFO : Epoch 2001 | loss: 0.0311238 | val_loss: 0.0311608 | Time: 2662.07 ms [2022-02-20 16:09:06 main:574] : INFO : Epoch 2002 | loss: 0.0311265 | val_loss: 0.0311597 | Time: 2647.93 ms [2022-02-20 16:09:09 main:574] : INFO : Epoch 2003 | loss: 0.0311272 | val_loss: 0.0311608 | Time: 2650.94 ms [2022-02-20 16:09:12 main:574] : INFO : Epoch 2004 | loss: 0.0311242 | val_loss: 0.0311572 | Time: 2703.88 ms [2022-02-20 16:09:14 main:574] : INFO : Epoch 2005 | loss: 0.031123 | val_loss: 0.0311624 | Time: 2698.8 ms [2022-02-20 16:09:17 main:574] : INFO : Epoch 2006 | loss: 0.0311268 | val_loss: 0.0311595 | Time: 2660.94 ms [2022-02-20 16:09:20 main:574] : INFO : Epoch 2007 | loss: 0.0311276 | val_loss: 0.0311563 | Time: 2667.29 ms [2022-02-20 16:09:23 main:574] : INFO : Epoch 2008 | loss: 0.0311264 | val_loss: 0.0311609 | Time: 2969.29 ms [2022-02-20 16:09:25 main:574] : INFO : Epoch 2009 | loss: 0.0311286 | val_loss: 0.0311531 | Time: 2658.23 ms [2022-02-20 16:09:28 main:574] : INFO : Epoch 2010 | loss: 0.0311324 | val_loss: 0.03116 | Time: 2826.05 ms [2022-02-20 16:09:31 main:574] : INFO : Epoch 2011 | loss: 0.0311336 | val_loss: 0.0311659 | Time: 2659.65 ms [2022-02-20 16:09:33 main:574] : INFO : Epoch 2012 | loss: 0.0311329 | val_loss: 0.0311523 | Time: 2677.63 ms [2022-02-20 16:09:36 main:574] : INFO : Epoch 2013 | loss: 0.0311374 | val_loss: 0.0311532 | Time: 2647.44 ms [2022-02-20 16:09:39 main:574] : INFO : Epoch 2014 | loss: 0.031133 | val_loss: 0.0311564 | Time: 2669.8 ms [2022-02-20 16:09:42 main:574] : INFO : Epoch 2015 | loss: 0.0311354 | val_loss: 0.0311543 | Time: 2755.82 ms [2022-02-20 16:09:44 main:574] : INFO : Epoch 2016 | loss: 0.0311362 | val_loss: 0.0311537 | Time: 2762.33 ms [2022-02-20 16:09:47 main:574] : INFO : Epoch 2017 | loss: 0.0311318 | val_loss: 0.0311554 | Time: 2843.39 ms [2022-02-20 16:09:50 main:574] : INFO : Epoch 2018 | loss: 0.0311297 | val_loss: 0.0311607 | Time: 2648.48 ms [2022-02-20 16:09:53 main:574] : INFO : Epoch 2019 | loss: 0.0311306 | val_loss: 0.0311585 | Time: 2863.07 ms [2022-02-20 16:09:55 main:574] : INFO : Epoch 2020 | loss: 0.031132 | val_loss: 0.031156 | Time: 2655.27 ms [2022-02-20 16:09:58 main:574] : INFO : Epoch 2021 | loss: 0.0311294 | val_loss: 0.0311527 | Time: 2693.52 ms [2022-02-20 16:10:01 main:574] : INFO : Epoch 2022 | loss: 0.0311324 | val_loss: 0.0311647 | Time: 2732.94 ms [2022-02-20 16:10:03 main:574] : INFO : Epoch 2023 | loss: 0.0311293 | val_loss: 0.0311586 | Time: 2730.6 ms [2022-02-20 16:10:06 main:574] : INFO : Epoch 2024 | loss: 0.0311257 | val_loss: 0.0311568 | Time: 2905.69 ms [2022-02-20 16:10:09 main:574] : INFO : Epoch 2025 | loss: 0.0311253 | val_loss: 0.0311535 | Time: 2656.38 ms [2022-02-20 16:10:12 main:574] : INFO : Epoch 2026 | loss: 0.0311246 | val_loss: 0.0311566 | Time: 2645.96 ms [2022-02-20 16:10:14 main:574] : INFO : Epoch 2027 | loss: 0.0311243 | val_loss: 0.0311511 | Time: 2759.07 ms [2022-02-20 16:10:17 main:574] : INFO : Epoch 2028 | loss: 0.0311248 | val_loss: 0.0311578 | Time: 2644.52 ms [2022-02-20 16:10:20 main:574] : INFO : Epoch 2029 | loss: 0.0311254 | val_loss: 0.0311559 | Time: 2703.3 ms [2022-02-20 16:10:23 main:574] : INFO : Epoch 2030 | loss: 0.0311228 | val_loss: 0.0311544 | Time: 2734.19 ms [2022-02-20 16:10:25 main:574] : INFO : Epoch 2031 | loss: 0.0311209 | val_loss: 0.0311552 | Time: 2743.02 ms [2022-02-20 16:10:28 main:574] : INFO : Epoch 2032 | loss: 0.0311217 | val_loss: 0.0311541 | Time: 2733.49 ms [2022-02-20 16:10:31 main:574] : INFO : Epoch 2033 | loss: 0.031123 | val_loss: 0.0311522 | Time: 2644.77 ms [2022-02-20 16:10:33 main:574] : INFO : Epoch 2034 | loss: 0.031124 | val_loss: 0.0311628 | Time: 2647.59 ms [2022-02-20 16:10:36 main:574] : INFO : Epoch 2035 | loss: 0.0311262 | val_loss: 0.0311542 | Time: 2646.75 ms [2022-02-20 16:10:39 main:574] : INFO : Epoch 2036 | loss: 0.0311235 | val_loss: 0.0311606 | Time: 2648.49 ms [2022-02-20 16:10:41 main:574] : INFO : Epoch 2037 | loss: 0.0311215 | val_loss: 0.0311532 | Time: 2748.52 ms [2022-02-20 16:10:44 main:574] : INFO : Epoch 2038 | loss: 0.0311236 | val_loss: 0.0311552 | Time: 2736.08 ms [2022-02-20 16:10:47 main:574] : INFO : Epoch 2039 | loss: 0.0311237 | val_loss: 0.0311613 | Time: 2673.83 ms [2022-02-20 16:10:50 main:574] : INFO : Epoch 2040 | loss: 0.0311245 | val_loss: 0.0311591 | Time: 2864.25 ms [2022-02-20 16:10:52 main:574] : INFO : Epoch 2041 | loss: 0.0311302 | val_loss: 0.0311598 | Time: 2653.41 ms [2022-02-20 16:10:55 main:574] : INFO : Epoch 2042 | loss: 0.0311292 | val_loss: 0.0311544 | Time: 2715.95 ms [2022-02-20 16:10:58 main:574] : INFO : Epoch 2043 | loss: 0.0311302 | val_loss: 0.0311586 | Time: 2652.16 ms [2022-02-20 16:11:00 main:574] : INFO : Epoch 2044 | loss: 0.0311577 | val_loss: 0.0311771 | Time: 2662.35 ms [2022-02-20 16:11:03 main:574] : INFO : Epoch 2045 | loss: 0.0311631 | val_loss: 0.0311663 | Time: 2799.1 ms [2022-02-20 16:11:06 main:574] : INFO : Epoch 2046 | loss: 0.0311599 | val_loss: 0.031167 | Time: 2683.5 ms [2022-02-20 16:11:09 main:574] : INFO : Epoch 2047 | loss: 0.0311575 | val_loss: 0.0311646 | Time: 2653.29 ms [2022-02-20 16:11:11 main:574] : INFO : Epoch 2048 | loss: 0.0311544 | val_loss: 0.0311651 | Time: 2759.38 ms [2022-02-20 16:11:11 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311651 [2022-02-20 16:11:11 main:603] : INFO : Saving end state to config to file [2022-02-20 16:11:11 main:608] : INFO : Success, exiting.. 16:11:11 (11336): called boinc_finish(0) Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080 Ti) [2022-02-20 16:16:49 main:435] : INFO : Set logging level to 1 [2022-02-20 16:16:49 main:441] : INFO : Running in BOINC Client mode [2022-02-20 16:16:49 main:444] : INFO : Resolving all filenames [2022-02-20 16:16:49 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-20 16:16:49 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-20 16:16:49 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 1) [2022-02-20 16:16:49 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-20 16:16:49 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-20 16:16:49 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-20 16:16:49 main:474] : INFO : Configuration: [2022-02-20 16:16:49 main:475] : INFO : Model type: GRU [2022-02-20 16:16:49 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-20 16:16:49 main:477] : INFO : Max Epochs: 2048 [2022-02-20 16:16:49 main:478] : INFO : Batch Size: 128 [2022-02-20 16:16:49 main:479] : INFO : Learning Rate: 0.01 [2022-02-20 16:16:49 main:480] : INFO : Patience: 10 [2022-02-20 16:16:49 main:481] : INFO : Hidden Width: 12 [2022-02-20 16:16:49 main:482] : INFO : # Recurrent Layers: 4 [2022-02-20 16:16:49 main:483] : INFO : # Backend Layers: 4 [2022-02-20 16:16:49 main:484] : INFO : # Threads: 1 [2022-02-20 16:16:49 main:486] : INFO : Preparing Dataset [2022-02-20 16:16:49 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-20 16:16:50 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-20 16:16:51 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-20 16:16:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-20 16:16:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-20 16:16:51 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-20 16:16:51 main:494] : INFO : Creating Model [2022-02-20 16:16:51 main:507] : INFO : Preparing config file [2022-02-20 16:16:51 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-20 16:16:51 main:512] : INFO : Loading config [2022-02-20 16:16:51 main:514] : INFO : Loading state [2022-02-20 16:16:51 main:559] : INFO : Loading DataLoader into Memory [2022-02-20 16:16:51 main:562] : INFO : Starting Training [2022-02-20 16:16:51 main:597] : INFO : Saving trained model to model-final.pt, val_loss 9999 [2022-02-20 16:16:51 main:603] : INFO : Saving end state to config to file [2022-02-20 16:16:51 main:608] : INFO : Success, exiting.. 16:16:51 (10812): 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)