| Name | ParityModified-1639954431-11820-2-0_0 |
| Workunit | 8234839 |
| Created | 21 Jan 2022, 12:31:59 UTC |
| Sent | 6 Feb 2022, 16:07:26 UTC |
| Report deadline | 14 Feb 2022, 16:07:26 UTC |
| Received | 6 Feb 2022, 23:05:32 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 18910 |
| Run time | 1 hours 35 min 33 sec |
| CPU time | 1 hours 31 min 7 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 5,576.68 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.08 GB |
| Peak swap size | 4.31 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> Time: 2732.59 ms [2022-02-07 06:42:04 main:574] : INFO : Epoch 1557 | loss: 0.000896681 | val_loss: 0.000858115 | Time: 2948.99 ms [2022-02-07 06:42:07 main:574] : INFO : Epoch 1558 | loss: 0.000889315 | val_loss: 0.000848182 | Time: 2820.79 ms [2022-02-07 06:42:09 main:574] : INFO : Epoch 1559 | loss: 0.000881022 | val_loss: 0.000841402 | Time: 2692.73 ms [2022-02-07 06:42:12 main:574] : INFO : Epoch 1560 | loss: 0.000873705 | val_loss: 0.000840581 | Time: 2887.69 ms [2022-02-07 06:42:15 main:574] : INFO : Epoch 1561 | loss: 0.000869468 | val_loss: 0.000827859 | Time: 2818.8 ms [2022-02-07 06:42:18 main:574] : INFO : Epoch 1562 | loss: 0.000860535 | val_loss: 0.000818393 | Time: 2742.85 ms [2022-02-07 06:42:21 main:574] : INFO : Epoch 1563 | loss: 0.000853064 | val_loss: 0.000812003 | Time: 2838.66 ms [2022-02-07 06:42:23 main:574] : INFO : Epoch 1564 | loss: 0.000852723 | val_loss: 0.000807381 | Time: 2832.25 ms [2022-02-07 06:42:26 main:574] : INFO : Epoch 1565 | loss: 0.000844979 | val_loss: 0.000799783 | Time: 2728.91 ms [2022-02-07 06:42:29 main:574] : INFO : Epoch 1566 | loss: 0.000737945 | val_loss: 0.00116814 | Time: 2664.33 ms [2022-02-07 06:42:32 main:574] : INFO : Epoch 1567 | loss: 0.000729281 | val_loss: 0.000541155 | Time: 2986.24 ms [2022-02-07 06:42:35 main:574] : INFO : Epoch 1568 | loss: 0.000503926 | val_loss: 0.000447852 | Time: 2770.13 ms [2022-02-07 06:42:37 main:574] : INFO : Epoch 1569 | loss: 0.000427104 | val_loss: 0.000389295 | Time: 2713.07 ms [2022-02-07 06:42:40 main:574] : INFO : Epoch 1570 | loss: 0.000392032 | val_loss: 0.00046941 | Time: 2741.46 ms [2022-02-07 06:42:43 main:574] : INFO : Epoch 1571 | loss: 0.000673842 | val_loss: 0.000408623 | Time: 2805.71 ms [2022-02-07 06:42:46 main:574] : INFO : Epoch 1572 | loss: 0.000426364 | val_loss: 0.000396245 | Time: 2812.52 ms [2022-02-07 06:42:48 main:574] : INFO : Epoch 1573 | loss: 0.000383166 | val_loss: 0.000358795 | Time: 2755.46 ms [2022-02-07 06:42:51 main:574] : INFO : Epoch 1574 | loss: 0.000360182 | val_loss: 0.000343729 | Time: 2771.8 ms [2022-02-07 06:42:54 main:574] : INFO : Epoch 1575 | loss: 0.000349035 | val_loss: 0.000331152 | Time: 2818.77 ms [2022-02-07 06:42:57 main:574] : INFO : Epoch 1576 | loss: 0.000337559 | val_loss: 0.0003246 | Time: 2748.56 ms [2022-02-07 06:43:00 main:574] : INFO : Epoch 1577 | loss: 0.000325125 | val_loss: 0.000304973 | Time: 2756.92 ms [2022-02-07 06:43:02 main:574] : INFO : Epoch 1578 | loss: 0.000303745 | val_loss: 0.000285427 | Time: 2759.9 ms [2022-02-07 06:43:05 main:574] : INFO : Epoch 1579 | loss: 0.000291154 | val_loss: 0.000279962 | Time: 2673.5 ms [2022-02-07 06:43:08 main:574] : INFO : Epoch 1580 | loss: 0.000287414 | val_loss: 0.000279317 | Time: 2708.73 ms [2022-02-07 06:43:10 main:574] : INFO : Epoch 1581 | loss: 0.00028819 | val_loss: 0.000277576 | Time: 2747.51 ms [2022-02-07 06:43:13 main:574] : INFO : Epoch 1582 | loss: 0.000287178 | val_loss: 0.000278161 | Time: 2712.25 ms [2022-02-07 06:43:16 main:574] : INFO : Epoch 1583 | loss: 0.000285152 | val_loss: 0.000277492 | Time: 2893.91 ms [2022-02-07 06:43:19 main:574] : INFO : Epoch 1584 | loss: 0.000283912 | val_loss: 0.000274492 | Time: 2687.04 ms [2022-02-07 06:43:21 main:574] : INFO : Epoch 1585 | loss: 0.000282438 | val_loss: 0.000273801 | Time: 2651.87 ms [2022-02-07 06:43:24 main:574] : INFO : Epoch 1586 | loss: 0.000281266 | val_loss: 0.000272277 | Time: 2874.89 ms [2022-02-07 06:43:27 main:574] : INFO : Epoch 1587 | loss: 0.000287335 | val_loss: 0.000295278 | Time: 2681.76 ms [2022-02-07 06:43:30 main:574] : INFO : Epoch 1588 | loss: 0.000298919 | val_loss: 0.000280363 | Time: 2681.09 ms [2022-02-07 06:43:32 main:574] : INFO : Epoch 1589 | loss: 0.000289058 | val_loss: 0.000288318 | Time: 2817.81 ms [2022-02-07 06:43:35 main:574] : INFO : Epoch 1590 | loss: 0.000895293 | val_loss: 0.00183465 | Time: 2725.88 ms [2022-02-07 06:43:38 main:574] : INFO : Epoch 1591 | loss: 0.0124308 | val_loss: 0.0204391 | Time: 2737.78 ms [2022-02-07 06:43:41 main:574] : INFO : Epoch 1592 | loss: 0.00865606 | val_loss: 0.0057948 | Time: 2706.18 ms [2022-02-07 06:43:43 main:574] : INFO : Epoch 1593 | loss: 0.00464863 | val_loss: 0.00386088 | Time: 2763.4 ms [2022-02-07 06:43:46 main:574] : INFO : Epoch 1594 | loss: 0.00307724 | val_loss: 0.00235309 | Time: 2975.15 ms [2022-02-07 06:43:49 main:574] : INFO : Epoch 1595 | loss: 0.00217201 | val_loss: 0.00196969 | Time: 2788.2 ms [2022-02-07 06:43:52 main:574] : INFO : Epoch 1596 | loss: 0.00193017 | val_loss: 0.00180619 | Time: 2883.73 ms [2022-02-07 06:43:55 main:574] : INFO : Epoch 1597 | loss: 0.00181421 | val_loss: 0.00173259 | Time: 2853.59 ms [2022-02-07 06:44:08 main:574] : INFO : Epoch 1598 | loss: 0.00172294 | val_loss: 0.00163851 | Time: 12953.4 ms [2022-02-07 06:44:11 main:574] : INFO : Epoch 1599 | loss: 0.00165721 | val_loss: 0.00159526 | Time: 2767.11 ms [2022-02-07 06:44:14 main:574] : INFO : Epoch 1600 | loss: 0.00162518 | val_loss: 0.00157012 | Time: 2935.27 ms [2022-02-07 06:44:16 main:574] : INFO : Epoch 1601 | loss: 0.00160804 | val_loss: 0.001557 | Time: 2769.78 ms [2022-02-07 06:44:19 main:574] : INFO : Epoch 1602 | loss: 0.00159818 | val_loss: 0.00154843 | Time: 2769.69 ms [2022-02-07 06:44:22 main:574] : INFO : Epoch 1603 | loss: 0.00159082 | val_loss: 0.00154273 | Time: 2848.45 ms [2022-02-07 06:44:25 main:574] : INFO : Epoch 1604 | loss: 0.0015832 | val_loss: 0.00153383 | Time: 2808.81 ms [2022-02-07 06:44:28 main:574] : INFO : Epoch 1605 | loss: 0.00157579 | val_loss: 0.00152808 | Time: 2921.6 ms [2022-02-07 06:44:30 main:574] : INFO : Epoch 1606 | loss: 0.00157026 | val_loss: 0.00152246 | Time: 2757.51 ms [2022-02-07 06:44:33 main:574] : INFO : Epoch 1607 | loss: 0.00156412 | val_loss: 0.00151173 | Time: 2895.75 ms [2022-02-07 06:44:36 main:574] : INFO : Epoch 1608 | loss: 0.00153746 | val_loss: 0.00147242 | Time: 2968.56 ms [2022-02-07 06:44:39 main:574] : INFO : Epoch 1609 | loss: 0.00150464 | val_loss: 0.00145035 | Time: 2823.22 ms [2022-02-07 06:44:42 main:574] : INFO : Epoch 1610 | loss: 0.00148742 | val_loss: 0.00143678 | Time: 3142.71 ms [2022-02-07 06:44:45 main:574] : INFO : Epoch 1611 | loss: 0.00147475 | val_loss: 0.00142607 | Time: 2911.49 ms [2022-02-07 06:44:48 main:574] : INFO : Epoch 1612 | loss: 0.00146445 | val_loss: 0.00141637 | Time: 2836.52 ms [2022-02-07 06:44:51 main:574] : INFO : Epoch 1613 | loss: 0.00145537 | val_loss: 0.00140785 | Time: 2722.17 ms [2022-02-07 06:44:54 main:574] : INFO : Epoch 1614 | loss: 0.00144572 | val_loss: 0.00139861 | Time: 2809.27 ms [2022-02-07 06:44:56 main:574] : INFO : Epoch 1615 | loss: 0.00143687 | val_loss: 0.0013896 | Time: 2720.53 ms [2022-02-07 06:44:59 main:574] : INFO : Epoch 1616 | loss: 0.00142554 | val_loss: 0.00137485 | Time: 2799.22 ms [2022-02-07 06:45:02 main:574] : INFO : Epoch 1617 | loss: 0.00140969 | val_loss: 0.00135716 | Time: 2786.39 ms [2022-02-07 06:45:05 main:574] : INFO : Epoch 1618 | loss: 0.0013871 | val_loss: 0.0013287 | Time: 2769.53 ms [2022-02-07 06:45:07 main:574] : INFO : Epoch 1619 | loss: 0.00134108 | val_loss: 0.00127437 | Time: 2826.71 ms [2022-02-07 06:45:10 main:574] : INFO : Epoch 1620 | loss: 0.00126353 | val_loss: 0.00117032 | Time: 2771.75 ms [2022-02-07 06:45:13 main:574] : INFO : Epoch 1621 | loss: 0.00118981 | val_loss: 0.0011125 | Time: 2740.38 ms [2022-02-07 06:45:16 main:574] : INFO : Epoch 1622 | loss: 0.00111812 | val_loss: 0.00103551 | Time: 2958.72 ms [2022-02-07 06:45:19 main:574] : INFO : Epoch 1623 | loss: 0.0010564 | val_loss: 0.000986896 | Time: 2743.14 ms [2022-02-07 06:45:21 main:574] : INFO : Epoch 1624 | loss: 0.00100185 | val_loss: 0.00093761 | Time: 2683.3 ms [2022-02-07 06:45:24 main:574] : INFO : Epoch 1625 | loss: 0.000964633 | val_loss: 0.000909821 | Time: 2814.33 ms [2022-02-07 06:45:27 main:574] : INFO : Epoch 1626 | loss: 0.000931227 | val_loss: 0.000891466 | Time: 2888.29 ms [2022-02-07 06:45:30 main:574] : INFO : Epoch 1627 | loss: 0.000911358 | val_loss: 0.000866034 | Time: 2955.82 ms [2022-02-07 06:45:33 main:574] : INFO : Epoch 1628 | loss: 0.000891739 | val_loss: 0.000853961 | Time: 2884.68 ms [2022-02-07 06:45:36 main:574] : INFO : Epoch 1629 | loss: 0.000900498 | val_loss: 0.000850031 | Time: 2791.79 ms [2022-02-07 06:45:39 main:574] : INFO : Epoch 1630 | loss: 0.000869024 | val_loss: 0.000830425 | Time: 2830.77 ms [2022-02-07 06:45:41 main:574] : INFO : Epoch 1631 | loss: 0.000853118 | val_loss: 0.000820332 | Time: 2783.42 ms [2022-02-07 06:45:44 main:574] : INFO : Epoch 1632 | loss: 0.000840652 | val_loss: 0.000813168 | Time: 2707.86 ms [2022-02-07 06:45:47 main:574] : INFO : Epoch 1633 | loss: 0.000836931 | val_loss: 0.00081512 | Time: 2675.65 ms [2022-02-07 06:45:50 main:574] : INFO : Epoch 1634 | loss: 0.000825453 | val_loss: 0.000810754 | Time: 2800.98 ms [2022-02-07 06:45:52 main:574] : INFO : Epoch 1635 | loss: 0.000820477 | val_loss: 0.000786138 | Time: 2716.51 ms [2022-02-07 06:45:55 main:574] : INFO : Epoch 1636 | loss: 0.00081005 | val_loss: 0.00079999 | Time: 2737.18 ms [2022-02-07 06:45:58 main:574] : INFO : Epoch 1637 | loss: 0.00081193 | val_loss: 0.00078567 | Time: 2772.77 ms [2022-02-07 06:46:01 main:574] : INFO : Epoch 1638 | loss: 0.000806626 | val_loss: 0.000784755 | Time: 2859.86 ms [2022-02-07 06:46:03 main:574] : INFO : Epoch 1639 | loss: 0.000803385 | val_loss: 0.000777754 | Time: 2644.97 ms [2022-02-07 06:46:06 main:574] : INFO : Epoch 1640 | loss: 0.000787563 | val_loss: 0.000760322 | Time: 2825.63 ms [2022-02-07 06:46:09 main:574] : INFO : Epoch 1641 | loss: 0.000781176 | val_loss: 0.000759756 | Time: 2728.31 ms [2022-02-07 06:46:12 main:574] : INFO : Epoch 1642 | loss: 0.000781938 | val_loss: 0.000753847 | Time: 2866.9 ms [2022-02-07 06:46:15 main:574] : INFO : Epoch 1643 | loss: 0.000795281 | val_loss: 0.000975722 | Time: 2814.47 ms [2022-02-07 06:46:17 main:574] : INFO : Epoch 1644 | loss: 0.00322415 | val_loss: 0.0023059 | Time: 2893.69 ms [2022-02-07 06:46:20 main:574] : INFO : Epoch 1645 | loss: 0.00209505 | val_loss: 0.00141132 | Time: 2765.87 ms [2022-02-07 06:46:23 main:574] : INFO : Epoch 1646 | loss: 0.0012586 | val_loss: 0.00104105 | Time: 2960.89 ms [2022-02-07 06:46:26 main:574] : INFO : Epoch 1647 | loss: 0.00102157 | val_loss: 0.000957147 | Time: 2661.66 ms [2022-02-07 06:46:29 main:574] : INFO : Epoch 1648 | loss: 0.000964763 | val_loss: 0.000921918 | Time: 2963.75 ms [2022-02-07 06:46:32 main:574] : INFO : Epoch 1649 | loss: 0.000938979 | val_loss: 0.000905457 | Time: 2803.58 ms [2022-02-07 06:46:34 main:574] : INFO : Epoch 1650 | loss: 0.000926115 | val_loss: 0.000893323 | Time: 2870.08 ms [2022-02-07 06:46:37 main:574] : INFO : Epoch 1651 | loss: 0.000917342 | val_loss: 0.000886971 | Time: 2852.86 ms [2022-02-07 06:46:40 main:574] : INFO : Epoch 1652 | loss: 0.000910889 | val_loss: 0.000879162 | Time: 2914.7 ms [2022-02-07 06:46:43 main:574] : INFO : Epoch 1653 | loss: 0.000903809 | val_loss: 0.000873361 | Time: 2764.02 ms [2022-02-07 06:46:46 main:574] : INFO : Epoch 1654 | loss: 0.000898306 | val_loss: 0.000869997 | Time: 2687.95 ms [2022-02-07 06:46:49 main:574] : INFO : Epoch 1655 | loss: 0.000892321 | val_loss: 0.000862211 | Time: 2895.68 ms [2022-02-07 06:46:51 main:574] : INFO : Epoch 1656 | loss: 0.000885872 | val_loss: 0.000856589 | Time: 2726.05 ms [2022-02-07 06:46:54 main:574] : INFO : Epoch 1657 | loss: 0.000881543 | val_loss: 0.000854644 | Time: 2783.07 ms [2022-02-07 06:46:57 main:574] : INFO : Epoch 1658 | loss: 0.000873792 | val_loss: 0.000845044 | Time: 2794.7 ms [2022-02-07 06:47:00 main:574] : INFO : Epoch 1659 | loss: 0.000865534 | val_loss: 0.000835712 | Time: 2738.99 ms [2022-02-07 06:47:02 main:574] : INFO : Epoch 1660 | loss: 0.000856982 | val_loss: 0.000827334 | Time: 2726.4 ms [2022-02-07 06:47:05 main:574] : INFO : Epoch 1661 | loss: 0.000846087 | val_loss: 0.000815823 | Time: 2682.43 ms [2022-02-07 06:47:08 main:574] : INFO : Epoch 1662 | loss: 0.000832615 | val_loss: 0.00079935 | Time: 3034.66 ms [2022-02-07 06:47:11 main:574] : INFO : Epoch 1663 | loss: 0.000812032 | val_loss: 0.000776301 | Time: 2930.92 ms [2022-02-07 06:47:14 main:574] : INFO : Epoch 1664 | loss: 0.000781684 | val_loss: 0.00074168 | Time: 2683.89 ms [2022-02-07 06:47:17 main:574] : INFO : Epoch 1665 | loss: 0.000744657 | val_loss: 0.000703481 | Time: 2808.13 ms [2022-02-07 06:47:19 main:574] : INFO : Epoch 1666 | loss: 0.00070809 | val_loss: 0.00067218 | Time: 2755.91 ms [2022-02-07 06:47:22 main:574] : INFO : Epoch 1667 | loss: 0.00067948 | val_loss: 0.000648854 | Time: 2865.63 ms [2022-02-07 06:47:25 main:574] : INFO : Epoch 1668 | loss: 0.000659664 | val_loss: 0.000633947 | Time: 2791.87 ms [2022-02-07 06:47:28 main:574] : INFO : Epoch 1669 | loss: 0.000644421 | val_loss: 0.000621844 | Time: 2687.3 ms [2022-02-07 06:47:30 main:574] : INFO : Epoch 1670 | loss: 0.000631262 | val_loss: 0.000609957 | Time: 2855.64 ms [2022-02-07 06:47:33 main:574] : INFO : Epoch 1671 | loss: 0.000621057 | val_loss: 0.000601372 | Time: 2778.46 ms [2022-02-07 06:47:36 main:574] : INFO : Epoch 1672 | loss: 0.000612434 | val_loss: 0.000594171 | Time: 2822.01 ms [2022-02-07 06:47:39 main:574] : INFO : Epoch 1673 | loss: 0.000608139 | val_loss: 0.000591399 | Time: 2769.43 ms [2022-02-07 06:47:42 main:574] : INFO : Epoch 1674 | loss: 0.00060339 | val_loss: 0.000586012 | Time: 2798.12 ms [2022-02-07 06:47:44 main:574] : INFO : Epoch 1675 | loss: 0.000598494 | val_loss: 0.000581437 | Time: 2826.96 ms [2022-02-07 06:47:47 main:574] : INFO : Epoch 1676 | loss: 0.000594859 | val_loss: 0.000577827 | Time: 2866.05 ms [2022-02-07 06:47:50 main:574] : INFO : Epoch 1677 | loss: 0.000592511 | val_loss: 0.000577278 | Time: 2853.28 ms [2022-02-07 06:47:53 main:574] : INFO : Epoch 1678 | loss: 0.000589106 | val_loss: 0.000573733 | Time: 2649.78 ms [2022-02-07 06:47:56 main:574] : INFO : Epoch 1679 | loss: 0.000586599 | val_loss: 0.000571207 | Time: 2902.26 ms [2022-02-07 06:47:59 main:574] : INFO : Epoch 1680 | loss: 0.000584509 | val_loss: 0.000569798 | Time: 2873.99 ms [2022-02-07 06:48:02 main:574] : INFO : Epoch 1681 | loss: 0.00058332 | val_loss: 0.000566864 | Time: 2926.82 ms [2022-02-07 06:48:05 main:574] : INFO : Epoch 1682 | loss: 0.000580519 | val_loss: 0.000564722 | Time: 2990.72 ms [2022-02-07 06:48:17 main:574] : INFO : Epoch 1683 | loss: 0.000578428 | val_loss: 0.000562969 | Time: 12888 ms [2022-02-07 06:48:20 main:574] : INFO : Epoch 1684 | loss: 0.000576407 | val_loss: 0.000560243 | Time: 2705.63 ms [2022-02-07 06:48:23 main:574] : INFO : Epoch 1685 | loss: 0.000574093 | val_loss: 0.000558878 | Time: 2725.29 ms [2022-02-07 06:48:26 main:574] : INFO : Epoch 1686 | loss: 0.000572154 | val_loss: 0.000555861 | Time: 2735.77 ms [2022-02-07 06:48:28 main:574] : INFO : Epoch 1687 | loss: 0.000570463 | val_loss: 0.000556141 | Time: 2712.33 ms [2022-02-07 06:48:31 main:574] : INFO : Epoch 1688 | loss: 0.00057026 | val_loss: 0.000555156 | Time: 2776.64 ms [2022-02-07 06:48:34 main:574] : INFO : Epoch 1689 | loss: 0.000568128 | val_loss: 0.000552259 | Time: 2827.45 ms [2022-02-07 06:48:37 main:574] : INFO : Epoch 1690 | loss: 0.000566768 | val_loss: 0.00055178 | Time: 2868.64 ms [2022-02-07 06:48:40 main:574] : INFO : Epoch 1691 | loss: 0.000566518 | val_loss: 0.000551351 | Time: 2744.5 ms [2022-02-07 06:48:42 main:574] : INFO : Epoch 1692 | loss: 0.000565333 | val_loss: 0.000553258 | Time: 2692.72 ms [2022-02-07 06:48:45 main:574] : INFO : Epoch 1693 | loss: 0.000564542 | val_loss: 0.000550047 | Time: 2753.44 ms [2022-02-07 06:48:48 main:574] : INFO : Epoch 1694 | loss: 0.000563194 | val_loss: 0.000548341 | Time: 2811.49 ms [2022-02-07 06:48:51 main:574] : INFO : Epoch 1695 | loss: 0.000562116 | val_loss: 0.000547218 | Time: 2826.48 ms [2022-02-07 06:48:53 main:574] : INFO : Epoch 1696 | loss: 0.000561539 | val_loss: 0.000549153 | Time: 2735.12 ms [2022-02-07 06:48:56 main:574] : INFO : Epoch 1697 | loss: 0.000561823 | val_loss: 0.000545636 | Time: 2766.51 ms [2022-02-07 06:48:59 main:574] : INFO : Epoch 1698 | loss: 0.000559801 | val_loss: 0.000544706 | Time: 2788.31 ms [2022-02-07 06:49:02 main:574] : INFO : Epoch 1699 | loss: 0.000558737 | val_loss: 0.00054382 | Time: 2905.31 ms [2022-02-07 06:49:05 main:574] : INFO : Epoch 1700 | loss: 0.000558062 | val_loss: 0.000543883 | Time: 3031.86 ms [2022-02-07 06:49:08 main:574] : INFO : Epoch 1701 | loss: 0.000557879 | val_loss: 0.000542891 | Time: 2861.04 ms [2022-02-07 06:49:10 main:574] : INFO : Epoch 1702 | loss: 0.000557018 | val_loss: 0.000543104 | Time: 2736.71 ms [2022-02-07 06:49:13 main:574] : INFO : Epoch 1703 | loss: 0.000556148 | val_loss: 0.000542376 | Time: 2753.5 ms [2022-02-07 06:49:16 main:574] : INFO : Epoch 1704 | loss: 0.000555661 | val_loss: 0.000542054 | Time: 2749.89 ms [2022-02-07 06:49:19 main:574] : INFO : Epoch 1705 | loss: 0.000555212 | val_loss: 0.00054238 | Time: 2783.11 ms [2022-02-07 06:49:22 main:574] : INFO : Epoch 1706 | loss: 0.000555354 | val_loss: 0.000544423 | Time: 2806.92 ms [2022-02-07 06:49:24 main:574] : INFO : Epoch 1707 | loss: 0.000555385 | val_loss: 0.00054118 | Time: 2820.11 ms [2022-02-07 06:49:27 main:574] : INFO : Epoch 1708 | loss: 0.000554369 | val_loss: 0.000542748 | Time: 2780.14 ms [2022-02-07 06:49:30 main:574] : INFO : Epoch 1709 | loss: 0.000554585 | val_loss: 0.000539934 | Time: 2894.66 ms [2022-02-07 06:49:33 main:574] : INFO : Epoch 1710 | loss: 0.000553503 | val_loss: 0.000537874 | Time: 3008.16 ms [2022-02-07 06:49:36 main:574] : INFO : Epoch 1711 | loss: 0.000552784 | val_loss: 0.000537519 | Time: 2724.75 ms [2022-02-07 06:49:39 main:574] : INFO : Epoch 1712 | loss: 0.000551552 | val_loss: 0.000536535 | Time: 2759.46 ms [2022-02-07 06:49:41 main:574] : INFO : Epoch 1713 | loss: 0.000550479 | val_loss: 0.000535548 | Time: 2671.14 ms [2022-02-07 06:49:44 main:574] : INFO : Epoch 1714 | loss: 0.000549455 | val_loss: 0.000534993 | Time: 2724.13 ms [2022-02-07 06:49:47 main:574] : INFO : Epoch 1715 | loss: 0.000548459 | val_loss: 0.00053426 | Time: 2767.49 ms [2022-02-07 06:49:50 main:574] : INFO : Epoch 1716 | loss: 0.000548739 | val_loss: 0.000535446 | Time: 2880.08 ms [2022-02-07 06:49:52 main:574] : INFO : Epoch 1717 | loss: 0.00054793 | val_loss: 0.000531756 | Time: 2677.42 ms [2022-02-07 06:49:55 main:574] : INFO : Epoch 1718 | loss: 0.000544601 | val_loss: 0.000529519 | Time: 2719.38 ms [2022-02-07 06:49:58 main:574] : INFO : Epoch 1719 | loss: 0.000541597 | val_loss: 0.000528636 | Time: 2810.6 ms [2022-02-07 06:50:01 main:574] : INFO : Epoch 1720 | loss: 0.000538744 | val_loss: 0.000519385 | Time: 2897.1 ms [2022-02-07 06:50:03 main:574] : INFO : Epoch 1721 | loss: 0.000532327 | val_loss: 0.00051438 | Time: 2692.08 ms [2022-02-07 06:50:06 main:574] : INFO : Epoch 1722 | loss: 0.000529579 | val_loss: 0.000514088 | Time: 2896.75 ms [2022-02-07 06:50:09 main:574] : INFO : Epoch 1723 | loss: 0.000526952 | val_loss: 0.000508715 | Time: 2703.65 ms [2022-02-07 06:50:12 main:574] : INFO : Epoch 1724 | loss: 0.000522807 | val_loss: 0.000506082 | Time: 2854.01 ms [2022-02-07 06:50:15 main:574] : INFO : Epoch 1725 | loss: 0.000522646 | val_loss: 0.00050337 | Time: 2685.63 ms [2022-02-07 06:50:17 main:574] : INFO : Epoch 1726 | loss: 0.000516455 | val_loss: 0.000497462 | Time: 2697.13 ms [2022-02-07 06:50:20 main:574] : INFO : Epoch 1727 | loss: 0.000512244 | val_loss: 0.000493745 | Time: 2939.97 ms [2022-02-07 06:50:23 main:574] : INFO : Epoch 1728 | loss: 0.000509085 | val_loss: 0.00049145 | Time: 2756.71 ms [2022-02-07 06:50:26 main:574] : INFO : Epoch 1729 | loss: 0.000506323 | val_loss: 0.000489225 | Time: 2739.86 ms [2022-02-07 06:50:28 main:574] : INFO : Epoch 1730 | loss: 0.000504203 | val_loss: 0.000487917 | Time: 2670.1 ms [2022-02-07 06:50:31 main:574] : INFO : Epoch 1731 | loss: 0.000503069 | val_loss: 0.00048893 | Time: 2827.09 ms [2022-02-07 06:50:34 main:574] : INFO : Epoch 1732 | loss: 0.000502662 | val_loss: 0.000484855 | Time: 2675.96 ms [2022-02-07 06:50:37 main:574] : INFO : Epoch 1733 | loss: 0.00050025 | val_loss: 0.000481909 | Time: 2703.63 ms [2022-02-07 06:50:39 main:574] : INFO : Epoch 1734 | loss: 0.000498958 | val_loss: 0.000484208 | Time: 2704.22 ms [2022-02-07 06:50:42 main:574] : INFO : Epoch 1735 | loss: 0.000497614 | val_loss: 0.000478662 | Time: 2789.28 ms [2022-02-07 06:50:45 main:574] : INFO : Epoch 1736 | loss: 0.000496248 | val_loss: 0.000476038 | Time: 2668.25 ms [2022-02-07 06:50:48 main:574] : INFO : Epoch 1737 | loss: 0.000495308 | val_loss: 0.00047448 | Time: 2763.17 ms [2022-02-07 06:50:50 main:574] : INFO : Epoch 1738 | loss: 0.000493783 | val_loss: 0.00047331 | Time: 2759.76 ms [2022-02-07 06:50:53 main:574] : INFO : Epoch 1739 | loss: 0.000492561 | val_loss: 0.00047498 | Time: 2762.16 ms [2022-02-07 06:50:56 main:574] : INFO : Epoch 1740 | loss: 0.000491731 | val_loss: 0.000473931 | Time: 2744.32 ms [2022-02-07 06:50:59 main:574] : INFO : Epoch 1741 | loss: 0.000496886 | val_loss: 0.000476637 | Time: 2772.2 ms [2022-02-07 06:51:01 main:574] : INFO : Epoch 1742 | loss: 0.00049183 | val_loss: 0.000469733 | Time: 2652.49 ms [2022-02-07 06:51:04 main:574] : INFO : Epoch 1743 | loss: 0.000489938 | val_loss: 0.000465227 | Time: 2664.61 ms [2022-02-07 06:51:07 main:574] : INFO : Epoch 1744 | loss: 0.000484449 | val_loss: 0.000473211 | Time: 2832.07 ms [2022-02-07 06:51:09 main:574] : INFO : Epoch 1745 | loss: 0.000481594 | val_loss: 0.000459811 | Time: 2759.39 ms [2022-02-07 06:51:12 main:574] : INFO : Epoch 1746 | loss: 0.000475265 | val_loss: 0.000458345 | Time: 2840.05 ms [2022-02-07 06:51:15 main:574] : INFO : Epoch 1747 | loss: 0.000468815 | val_loss: 0.000443137 | Time: 2649.62 ms [2022-02-07 06:51:18 main:574] : INFO : Epoch 1748 | loss: 0.000452928 | val_loss: 0.00042659 | Time: 2641.78 ms [2022-02-07 06:51:21 main:574] : INFO : Epoch 1749 | loss: 0.000440701 | val_loss: 0.000429761 | Time: 2898.58 ms [2022-02-07 06:51:23 main:574] : INFO : Epoch 1750 | loss: 0.000443717 | val_loss: 0.000609922 | Time: 2715.72 ms [2022-02-07 06:51:26 main:574] : INFO : Epoch 1751 | loss: 0.000563761 | val_loss: 0.000450621 | Time: 2788.18 ms [2022-02-07 06:51:29 main:574] : INFO : Epoch 1752 | loss: 0.000416262 | val_loss: 0.000379693 | Time: 2761.89 ms [2022-02-07 06:51:32 main:574] : INFO : Epoch 1753 | loss: 0.000438101 | val_loss: 0.000638469 | Time: 2868.26 ms [2022-02-07 06:51:34 main:574] : INFO : Epoch 1754 | loss: 0.000423387 | val_loss: 0.000366107 | Time: 2661.01 ms [2022-02-07 06:51:37 main:574] : INFO : Epoch 1755 | loss: 0.000347309 | val_loss: 0.000321964 | Time: 2683 ms [2022-02-07 06:51:40 main:574] : INFO : Epoch 1756 | loss: 0.000323249 | val_loss: 0.000306014 | Time: 2649.17 ms [2022-02-07 06:51:43 main:574] : INFO : Epoch 1757 | loss: 0.000307004 | val_loss: 0.000293377 | Time: 2863.81 ms [2022-02-07 06:51:45 main:574] : INFO : Epoch 1758 | loss: 0.000297309 | val_loss: 0.000291084 | Time: 2694 ms [2022-02-07 06:51:48 main:574] : INFO : Epoch 1759 | loss: 0.000293384 | val_loss: 0.000291717 | Time: 2752.44 ms [2022-02-07 06:51:51 main:574] : INFO : Epoch 1760 | loss: 0.000298579 | val_loss: 0.00033609 | Time: 2718.26 ms [2022-02-07 06:51:54 main:574] : INFO : Epoch 1761 | loss: 0.000304804 | val_loss: 0.000278547 | Time: 2829.66 ms [2022-02-07 06:51:56 main:574] : INFO : Epoch 1762 | loss: 0.00028391 | val_loss: 0.000274112 | Time: 2636.16 ms [2022-02-07 06:51:59 main:574] : INFO : Epoch 1763 | loss: 0.000281108 | val_loss: 0.000277029 | Time: 2813.95 ms [2022-02-07 06:52:02 main:574] : INFO : Epoch 1764 | loss: 0.000278815 | val_loss: 0.000277898 | Time: 2723.73 ms [2022-02-07 06:52:04 main:574] : INFO : Epoch 1765 | loss: 0.000307911 | val_loss: 0.000292813 | Time: 2649.03 ms [2022-02-07 06:52:07 main:574] : INFO : Epoch 1766 | loss: 0.000283162 | val_loss: 0.000273399 | Time: 2940.33 ms [2022-02-07 06:52:10 main:574] : INFO : Epoch 1767 | loss: 0.000276741 | val_loss: 0.000270158 | Time: 2825.21 ms [2022-02-07 06:52:13 main:574] : INFO : Epoch 1768 | loss: 0.000273725 | val_loss: 0.000268312 | Time: 2706.45 ms [2022-02-07 06:52:16 main:574] : INFO : Epoch 1769 | loss: 0.000271759 | val_loss: 0.000268122 | Time: 2695.4 ms [2022-02-07 06:52:18 main:574] : INFO : Epoch 1770 | loss: 0.000270836 | val_loss: 0.000267518 | Time: 2803.07 ms [2022-02-07 06:52:21 main:574] : INFO : Epoch 1771 | loss: 0.000270634 | val_loss: 0.000265155 | Time: 2748.91 ms [2022-02-07 06:52:24 main:574] : INFO : Epoch 1772 | loss: 0.000268705 | val_loss: 0.000262929 | Time: 2873.4 ms [2022-02-07 06:52:27 main:574] : INFO : Epoch 1773 | loss: 0.000279782 | val_loss: 0.000268241 | Time: 2923.19 ms [2022-02-07 06:52:40 main:574] : INFO : Epoch 1774 | loss: 0.000274585 | val_loss: 0.000270357 | Time: 12904.7 ms [2022-02-07 06:52:43 main:574] : INFO : Epoch 1775 | loss: 0.000273201 | val_loss: 0.000274908 | Time: 2809 ms [2022-02-07 06:52:45 main:574] : INFO : Epoch 1776 | loss: 0.000272827 | val_loss: 0.000263831 | Time: 2844.87 ms [2022-02-07 06:52:48 main:574] : INFO : Epoch 1777 | loss: 0.000269994 | val_loss: 0.000265577 | Time: 2734.53 ms [2022-02-07 06:52:51 main:574] : INFO : Epoch 1778 | loss: 0.000269655 | val_loss: 0.00026251 | Time: 2760.4 ms [2022-02-07 06:52:54 main:574] : INFO : Epoch 1779 | loss: 0.000270981 | val_loss: 0.000268071 | Time: 2746.64 ms [2022-02-07 06:52:57 main:574] : INFO : Epoch 1780 | loss: 0.000267544 | val_loss: 0.000263107 | Time: 2881.98 ms [2022-02-07 06:52:59 main:574] : INFO : Epoch 1781 | loss: 0.000265935 | val_loss: 0.000263223 | Time: 2801.71 ms [2022-02-07 06:53:02 main:574] : INFO : Epoch 1782 | loss: 0.000275101 | val_loss: 0.000275075 | Time: 2945.79 ms [2022-02-07 06:53:05 main:574] : INFO : Epoch 1783 | loss: 0.000270522 | val_loss: 0.00026294 | Time: 2836.35 ms [2022-02-07 06:53:08 main:574] : INFO : Epoch 1784 | loss: 0.000267739 | val_loss: 0.000260357 | Time: 2795.75 ms [2022-02-07 06:53:11 main:574] : INFO : Epoch 1785 | loss: 0.000271043 | val_loss: 0.000271606 | Time: 2901.07 ms [2022-02-07 06:53:14 main:574] : INFO : Epoch 1786 | loss: 0.000275369 | val_loss: 0.000264444 | Time: 2783.34 ms [2022-02-07 06:53:16 main:574] : INFO : Epoch 1787 | loss: 0.000270645 | val_loss: 0.000274617 | Time: 2700.87 ms [2022-02-07 06:53:19 main:574] : INFO : Epoch 1788 | loss: 0.000274851 | val_loss: 0.000260187 | Time: 2813.9 ms [2022-02-07 06:53:22 main:574] : INFO : Epoch 1789 | loss: 0.000266358 | val_loss: 0.000267627 | Time: 2761.97 ms [2022-02-07 06:53:25 main:574] : INFO : Epoch 1790 | loss: 0.000270077 | val_loss: 0.00025925 | Time: 2671.75 ms [2022-02-07 06:53:27 main:574] : INFO : Epoch 1791 | loss: 0.00026579 | val_loss: 0.000258557 | Time: 2833.93 ms [2022-02-07 06:53:30 main:574] : INFO : Epoch 1792 | loss: 0.000266683 | val_loss: 0.00029342 | Time: 2949.25 ms [2022-02-07 06:53:33 main:574] : INFO : Epoch 1793 | loss: 0.000277254 | val_loss: 0.000262317 | Time: 2833.4 ms [2022-02-07 06:53:36 main:574] : INFO : Epoch 1794 | loss: 0.000268846 | val_loss: 0.000270058 | Time: 2757.05 ms [2022-02-07 06:53:39 main:574] : INFO : Epoch 1795 | loss: 0.000271724 | val_loss: 0.000259626 | Time: 2711.18 ms [2022-02-07 06:53:41 main:574] : INFO : Epoch 1796 | loss: 0.000266788 | val_loss: 0.00026708 | Time: 2771.15 ms [2022-02-07 06:53:44 main:574] : INFO : Epoch 1797 | loss: 0.000266287 | val_loss: 0.00026201 | Time: 2958.19 ms [2022-02-07 06:53:47 main:574] : INFO : Epoch 1798 | loss: 0.000265833 | val_loss: 0.000265237 | Time: 2826.37 ms [2022-02-07 06:53:50 main:574] : INFO : Epoch 1799 | loss: 0.00027629 | val_loss: 0.000264531 | Time: 2714.81 ms [2022-02-07 06:53:53 main:574] : INFO : Epoch 1800 | loss: 0.000266743 | val_loss: 0.000260399 | Time: 2712.51 ms [2022-02-07 06:53:55 main:574] : INFO : Epoch 1801 | loss: 0.000273013 | val_loss: 0.000258755 | Time: 2807.1 ms [2022-02-07 06:53:58 main:574] : INFO : Epoch 1802 | loss: 0.000265232 | val_loss: 0.000258769 | Time: 2807.4 ms [2022-02-07 06:54:01 main:574] : INFO : Epoch 1803 | loss: 0.000262742 | val_loss: 0.00025928 | Time: 2894.1 ms [2022-02-07 06:54:04 main:574] : INFO : Epoch 1804 | loss: 0.000265091 | val_loss: 0.000272165 | Time: 2783.78 ms [2022-02-07 06:54:07 main:574] : INFO : Epoch 1805 | loss: 0.000270596 | val_loss: 0.000266097 | Time: 2770.9 ms [2022-02-07 06:54:09 main:574] : INFO : Epoch 1806 | loss: 0.000269482 | val_loss: 0.000260808 | Time: 2704.17 ms [2022-02-07 06:54:12 main:574] : INFO : Epoch 1807 | loss: 0.000265024 | val_loss: 0.000256518 | Time: 2886.6 ms [2022-02-07 06:54:15 main:574] : INFO : Epoch 1808 | loss: 0.000263618 | val_loss: 0.000257667 | Time: 2760.76 ms [2022-02-07 06:54:18 main:574] : INFO : Epoch 1809 | loss: 0.00026153 | val_loss: 0.000256313 | Time: 2728.21 ms [2022-02-07 06:54:20 main:574] : INFO : Epoch 1810 | loss: 0.000263188 | val_loss: 0.000257088 | Time: 2664.66 ms [2022-02-07 06:54:24 main:574] : INFO : Epoch 1811 | loss: 0.000262019 | val_loss: 0.000255492 | Time: 3095.81 ms [2022-02-07 06:54:26 main:574] : INFO : Epoch 1812 | loss: 0.00026257 | val_loss: 0.000256877 | Time: 2684.34 ms [2022-02-07 06:54:29 main:574] : INFO : Epoch 1813 | loss: 0.000261592 | val_loss: 0.000256601 | Time: 2847.38 ms [2022-02-07 06:54:32 main:574] : INFO : Epoch 1814 | loss: 0.000262168 | val_loss: 0.000258815 | Time: 2873.01 ms [2022-02-07 06:54:35 main:574] : INFO : Epoch 1815 | loss: 0.000262991 | val_loss: 0.000263648 | Time: 2892.27 ms [2022-02-07 06:54:38 main:574] : INFO : Epoch 1816 | loss: 0.000263617 | val_loss: 0.000256219 | Time: 2769.7 ms [2022-02-07 06:54:40 main:574] : INFO : Epoch 1817 | loss: 0.000260146 | val_loss: 0.000255606 | Time: 2706.66 ms [2022-02-07 06:54:43 main:574] : INFO : Epoch 1818 | loss: 0.000264865 | val_loss: 0.000254783 | Time: 2706.74 ms [2022-02-07 06:54:46 main:574] : INFO : Epoch 1819 | loss: 0.000261581 | val_loss: 0.000259942 | Time: 2856.13 ms [2022-02-07 06:54:49 main:574] : INFO : Epoch 1820 | loss: 0.000261775 | val_loss: 0.000255904 | Time: 2846.43 ms [2022-02-07 06:54:52 main:574] : INFO : Epoch 1821 | loss: 0.000261241 | val_loss: 0.000255531 | Time: 2747.06 ms [2022-02-07 06:54:54 main:574] : INFO : Epoch 1822 | loss: 0.000261635 | val_loss: 0.000255914 | Time: 2800.39 ms [2022-02-07 06:54:57 main:574] : INFO : Epoch 1823 | loss: 0.000264411 | val_loss: 0.000259086 | Time: 2852.15 ms [2022-02-07 06:55:00 main:574] : INFO : Epoch 1824 | loss: 0.000261091 | val_loss: 0.000255993 | Time: 2926.76 ms [2022-02-07 06:55:03 main:574] : INFO : Epoch 1825 | loss: 0.000261423 | val_loss: 0.000255433 | Time: 2845.48 ms [2022-02-07 06:55:06 main:574] : INFO : Epoch 1826 | loss: 0.000264489 | val_loss: 0.000261673 | Time: 2718.4 ms [2022-02-07 06:55:09 main:574] : INFO : Epoch 1827 | loss: 0.000269685 | val_loss: 0.000269987 | Time: 3113.02 ms [2022-02-07 06:55:12 main:574] : INFO : Epoch 1828 | loss: 0.000293894 | val_loss: 0.000316264 | Time: 2821.25 ms [2022-02-07 06:55:14 main:574] : INFO : Epoch 1829 | loss: 0.011149 | val_loss: 0.0238097 | Time: 2841.03 ms [2022-02-07 06:55:18 main:574] : INFO : Epoch 1830 | loss: 0.0193487 | val_loss: 0.0143621 | Time: 3054.43 ms [2022-02-07 06:55:20 main:574] : INFO : Epoch 1831 | loss: 0.0126224 | val_loss: 0.0109677 | Time: 2651.99 ms [2022-02-07 06:55:23 main:574] : INFO : Epoch 1832 | loss: 0.0101779 | val_loss: 0.0097263 | Time: 2703.8 ms [2022-02-07 06:55:26 main:574] : INFO : Epoch 1833 | loss: 0.00929916 | val_loss: 0.00906123 | Time: 2780.95 ms [2022-02-07 06:55:28 main:574] : INFO : Epoch 1834 | loss: 0.00835115 | val_loss: 0.00810976 | Time: 2723.82 ms [2022-02-07 06:55:31 main:574] : INFO : Epoch 1835 | loss: 0.00780494 | val_loss: 0.00759794 | Time: 2668.36 ms [2022-02-07 06:55:34 main:574] : INFO : Epoch 1836 | loss: 0.0042172 | val_loss: 0.00180746 | Time: 2840.81 ms [2022-02-07 06:55:37 main:574] : INFO : Epoch 1837 | loss: 0.00143082 | val_loss: 0.00105814 | Time: 2824.38 ms [2022-02-07 06:55:40 main:574] : INFO : Epoch 1838 | loss: 0.00098046 | val_loss: 0.000860336 | Time: 2955.95 ms [2022-02-07 06:55:43 main:574] : INFO : Epoch 1839 | loss: 0.000845431 | val_loss: 0.00078704 | Time: 2955.83 ms [2022-02-07 06:55:45 main:574] : INFO : Epoch 1840 | loss: 0.000799477 | val_loss: 0.000756264 | Time: 2724.01 ms [2022-02-07 06:55:48 main:574] : INFO : Epoch 1841 | loss: 0.000747265 | val_loss: 0.000681364 | Time: 2668.38 ms [2022-02-07 06:55:51 main:574] : INFO : Epoch 1842 | loss: 0.000689674 | val_loss: 0.000643599 | Time: 2872.52 ms [2022-02-07 06:55:54 main:574] : INFO : Epoch 1843 | loss: 0.000661362 | val_loss: 0.000623841 | Time: 2815.61 ms [2022-02-07 06:55:56 main:574] : INFO : Epoch 1844 | loss: 0.000655004 | val_loss: 0.000622429 | Time: 2731.91 ms [2022-02-07 06:55:59 main:574] : INFO : Epoch 1845 | loss: 0.00064208 | val_loss: 0.000612848 | Time: 2849.57 ms [2022-02-07 06:56:02 main:574] : INFO : Epoch 1846 | loss: 0.000631954 | val_loss: 0.000601423 | Time: 2762.09 ms [2022-02-07 06:56:05 main:574] : INFO : Epoch 1847 | loss: 0.000625408 | val_loss: 0.000602477 | Time: 2765.68 ms [2022-02-07 06:56:08 main:574] : INFO : Epoch 1848 | loss: 0.000623576 | val_loss: 0.000592669 | Time: 2944.89 ms [2022-02-07 06:56:21 main:574] : INFO : Epoch 1849 | loss: 0.000616233 | val_loss: 0.000588426 | Time: 12908.7 ms [2022-02-07 06:56:23 main:574] : INFO : Epoch 1850 | loss: 0.000612571 | val_loss: 0.00058505 | Time: 2671.18 ms [2022-02-07 06:56:26 main:574] : INFO : Epoch 1851 | loss: 0.000608977 | val_loss: 0.000583616 | Time: 2830.44 ms [2022-02-07 06:56:29 main:574] : INFO : Epoch 1852 | loss: 0.00060661 | val_loss: 0.000581241 | Time: 2781.14 ms [2022-02-07 06:56:32 main:574] : INFO : Epoch 1853 | loss: 0.000606272 | val_loss: 0.000582088 | Time: 2655.19 ms [2022-02-07 06:56:35 main:574] : INFO : Epoch 1854 | loss: 0.000616239 | val_loss: 0.000595966 | Time: 2975.18 ms [2022-02-07 06:56:37 main:574] : INFO : Epoch 1855 | loss: 0.000612516 | val_loss: 0.000580457 | Time: 2826.7 ms [2022-02-07 06:56:40 main:574] : INFO : Epoch 1856 | loss: 0.000600255 | val_loss: 0.000575831 | Time: 2749.35 ms [2022-02-07 06:56:43 main:574] : INFO : Epoch 1857 | loss: 0.00058785 | val_loss: 0.000553798 | Time: 2776.36 ms [2022-02-07 06:56:46 main:574] : INFO : Epoch 1858 | loss: 0.00056401 | val_loss: 0.000530084 | Time: 2830.27 ms [2022-02-07 06:56:48 main:574] : INFO : Epoch 1859 | loss: 0.000533357 | val_loss: 0.000493071 | Time: 2657.33 ms [2022-02-07 06:56:51 main:574] : INFO : Epoch 1860 | loss: 0.000495945 | val_loss: 0.000460575 | Time: 2804.43 ms [2022-02-07 06:56:54 main:574] : INFO : Epoch 1861 | loss: 0.000464216 | val_loss: 0.000435728 | Time: 3055.7 ms [2022-02-07 06:56:57 main:574] : INFO : Epoch 1862 | loss: 0.000443545 | val_loss: 0.000419329 | Time: 2954.36 ms [2022-02-07 06:57:00 main:574] : INFO : Epoch 1863 | loss: 0.000429707 | val_loss: 0.000408094 | Time: 2719.79 ms [2022-02-07 06:57:03 main:574] : INFO : Epoch 1864 | loss: 0.000419657 | val_loss: 0.000402223 | Time: 2882.73 ms [2022-02-07 06:57:06 main:574] : INFO : Epoch 1865 | loss: 0.000413631 | val_loss: 0.000395607 | Time: 2906.46 ms [2022-02-07 06:57:09 main:574] : INFO : Epoch 1866 | loss: 0.00040775 | val_loss: 0.000390643 | Time: 2716.84 ms [2022-02-07 06:57:11 main:574] : INFO : Epoch 1867 | loss: 0.000430127 | val_loss: 0.000467031 | Time: 2918.73 ms [2022-02-07 06:57:14 main:574] : INFO : Epoch 1868 | loss: 0.000460344 | val_loss: 0.000415207 | Time: 2726.84 ms [2022-02-07 06:57:17 main:574] : INFO : Epoch 1869 | loss: 0.000422681 | val_loss: 0.000400142 | Time: 2768.93 ms [2022-02-07 06:57:20 main:574] : INFO : Epoch 1870 | loss: 0.000407915 | val_loss: 0.000387625 | Time: 2892.39 ms [2022-02-07 06:57:23 main:574] : INFO : Epoch 1871 | loss: 0.000398483 | val_loss: 0.000380056 | Time: 2916.33 ms [2022-02-07 06:57:26 main:574] : INFO : Epoch 1872 | loss: 0.000394501 | val_loss: 0.000377186 | Time: 2815.68 ms [2022-02-07 06:57:28 main:574] : INFO : Epoch 1873 | loss: 0.000388888 | val_loss: 0.000371522 | Time: 2656.53 ms [2022-02-07 06:57:31 main:574] : INFO : Epoch 1874 | loss: 0.000386272 | val_loss: 0.000369962 | Time: 2821.59 ms [2022-02-07 06:57:34 main:574] : INFO : Epoch 1875 | loss: 0.000384107 | val_loss: 0.000369097 | Time: 2789.78 ms [2022-02-07 06:57:37 main:574] : INFO : Epoch 1876 | loss: 0.000382794 | val_loss: 0.000368257 | Time: 2788.37 ms [2022-02-07 06:57:39 main:574] : INFO : Epoch 1877 | loss: 0.000381081 | val_loss: 0.000365563 | Time: 2743.64 ms [2022-02-07 06:57:42 main:574] : INFO : Epoch 1878 | loss: 0.000379064 | val_loss: 0.000364462 | Time: 2860.2 ms [2022-02-07 06:57:45 main:574] : INFO : Epoch 1879 | loss: 0.000378009 | val_loss: 0.000363106 | Time: 2860.78 ms [2022-02-07 06:57:48 main:574] : INFO : Epoch 1880 | loss: 0.000376919 | val_loss: 0.000361757 | Time: 2931.4 ms [2022-02-07 06:57:51 main:574] : INFO : Epoch 1881 | loss: 0.000376274 | val_loss: 0.000360595 | Time: 2737.63 ms [2022-02-07 06:57:54 main:574] : INFO : Epoch 1882 | loss: 0.000375126 | val_loss: 0.000360202 | Time: 2801.16 ms [2022-02-07 06:57:56 main:574] : INFO : Epoch 1883 | loss: 0.000374007 | val_loss: 0.000359493 | Time: 2838.49 ms [2022-02-07 06:57:59 main:574] : INFO : Epoch 1884 | loss: 0.000374274 | val_loss: 0.000360925 | Time: 2741.56 ms [2022-02-07 06:58:02 main:574] : INFO : Epoch 1885 | loss: 0.000374469 | val_loss: 0.000359912 | Time: 2863.12 ms [2022-02-07 06:58:05 main:574] : INFO : Epoch 1886 | loss: 0.000373629 | val_loss: 0.000358564 | Time: 2947.05 ms [2022-02-07 06:58:08 main:574] : INFO : Epoch 1887 | loss: 0.00037305 | val_loss: 0.000358857 | Time: 3001.83 ms [2022-02-07 06:58:11 main:574] : INFO : Epoch 1888 | loss: 0.000376928 | val_loss: 0.000359263 | Time: 2803.78 ms [2022-02-07 06:58:14 main:574] : INFO : Epoch 1889 | loss: 0.000372794 | val_loss: 0.000357243 | Time: 2969.75 ms [2022-02-07 06:58:17 main:574] : INFO : Epoch 1890 | loss: 0.000370731 | val_loss: 0.000356196 | Time: 2970.19 ms [2022-02-07 06:58:20 main:574] : INFO : Epoch 1891 | loss: 0.000370465 | val_loss: 0.00035578 | Time: 2923.33 ms [2022-02-07 06:58:22 main:574] : INFO : Epoch 1892 | loss: 0.000369425 | val_loss: 0.000355382 | Time: 2767.92 ms [2022-02-07 06:58:25 main:574] : INFO : Epoch 1893 | loss: 0.00037336 | val_loss: 0.000369299 | Time: 2773.44 ms [2022-02-07 06:58:28 main:574] : INFO : Epoch 1894 | loss: 0.000376755 | val_loss: 0.000359728 | Time: 2827.29 ms [2022-02-07 06:58:31 main:574] : INFO : Epoch 1895 | loss: 0.00036963 | val_loss: 0.000355001 | Time: 2853.49 ms [2022-02-07 06:58:34 main:574] : INFO : Epoch 1896 | loss: 0.000368341 | val_loss: 0.00035459 | Time: 2871.84 ms [2022-02-07 06:58:37 main:574] : INFO : Epoch 1897 | loss: 0.000367848 | val_loss: 0.000354135 | Time: 2828.77 ms [2022-02-07 06:58:39 main:574] : INFO : Epoch 1898 | loss: 0.000367421 | val_loss: 0.000353685 | Time: 2744.17 ms [2022-02-07 06:58:42 main:574] : INFO : Epoch 1899 | loss: 0.000367707 | val_loss: 0.000354924 | Time: 2860.87 ms [2022-02-07 06:58:45 main:574] : INFO : Epoch 1900 | loss: 0.000369642 | val_loss: 0.000362494 | Time: 2768.47 ms [2022-02-07 06:58:48 main:574] : INFO : Epoch 1901 | loss: 0.000371816 | val_loss: 0.000354168 | Time: 2899.31 ms [2022-02-07 06:58:51 main:574] : INFO : Epoch 1902 | loss: 0.000368243 | val_loss: 0.000353201 | Time: 2881.69 ms [2022-02-07 06:58:54 main:574] : INFO : Epoch 1903 | loss: 0.000367298 | val_loss: 0.000352729 | Time: 2795.39 ms [2022-02-07 06:58:56 main:574] : INFO : Epoch 1904 | loss: 0.000366329 | val_loss: 0.000352693 | Time: 2725.27 ms [2022-02-07 06:58:59 main:574] : INFO : Epoch 1905 | loss: 0.000365732 | val_loss: 0.000353119 | Time: 2708.45 ms [2022-02-07 06:59:02 main:574] : INFO : Epoch 1906 | loss: 0.000365484 | val_loss: 0.000352032 | Time: 2947.21 ms [2022-02-07 06:59:05 main:574] : INFO : Epoch 1907 | loss: 0.000365073 | val_loss: 0.000351878 | Time: 2788.68 ms [2022-02-07 06:59:08 main:574] : INFO : Epoch 1908 | loss: 0.000364716 | val_loss: 0.000351618 | Time: 2837.91 ms [2022-02-07 06:59:10 main:574] : INFO : Epoch 1909 | loss: 0.00036477 | val_loss: 0.000352336 | Time: 2752.34 ms [2022-02-07 06:59:13 main:574] : INFO : Epoch 1910 | loss: 0.000365855 | val_loss: 0.000351495 | Time: 2712.34 ms [2022-02-07 06:59:16 main:574] : INFO : Epoch 1911 | loss: 0.000364769 | val_loss: 0.000351379 | Time: 2726.22 ms [2022-02-07 06:59:18 main:574] : INFO : Epoch 1912 | loss: 0.000364199 | val_loss: 0.000350555 | Time: 2689.5 ms [2022-02-07 06:59:21 main:574] : INFO : Epoch 1913 | loss: 0.000363377 | val_loss: 0.000350506 | Time: 2805.03 ms [2022-02-07 06:59:24 main:574] : INFO : Epoch 1914 | loss: 0.000363207 | val_loss: 0.000349977 | Time: 2814.47 ms [2022-02-07 06:59:27 main:574] : INFO : Epoch 1915 | loss: 0.000363321 | val_loss: 0.000349796 | Time: 2870.84 ms [2022-02-07 06:59:30 main:574] : INFO : Epoch 1916 | loss: 0.000363376 | val_loss: 0.000348879 | Time: 2805.65 ms [2022-02-07 06:59:33 main:574] : INFO : Epoch 1917 | loss: 0.000362962 | val_loss: 0.00034841 | Time: 2901.81 ms [2022-02-07 06:59:36 main:574] : INFO : Epoch 1918 | loss: 0.000362646 | val_loss: 0.000348793 | Time: 2995.13 ms [2022-02-07 06:59:38 main:574] : INFO : Epoch 1919 | loss: 0.000362041 | val_loss: 0.000347933 | Time: 2828.65 ms [2022-02-07 06:59:41 main:574] : INFO : Epoch 1920 | loss: 0.000361616 | val_loss: 0.000347969 | Time: 2665.44 ms [2022-02-07 06:59:44 main:574] : INFO : Epoch 1921 | loss: 0.000361187 | val_loss: 0.000347296 | Time: 2778.88 ms [2022-02-07 06:59:47 main:574] : INFO : Epoch 1922 | loss: 0.000363142 | val_loss: 0.000347668 | Time: 2857.42 ms [2022-02-07 06:59:50 main:574] : INFO : Epoch 1923 | loss: 0.000362724 | val_loss: 0.000347805 | Time: 2765.28 ms [2022-02-07 06:59:52 main:574] : INFO : Epoch 1924 | loss: 0.00036165 | val_loss: 0.000346838 | Time: 2713.94 ms [2022-02-07 06:59:55 main:574] : INFO : Epoch 1925 | loss: 0.000360893 | val_loss: 0.000347171 | Time: 2779.53 ms [2022-02-07 06:59:58 main:574] : INFO : Epoch 1926 | loss: 0.000360894 | val_loss: 0.000346858 | Time: 2876.06 ms [2022-02-07 07:00:01 main:574] : INFO : Epoch 1927 | loss: 0.000360515 | val_loss: 0.000346148 | Time: 2745.13 ms [2022-02-07 07:00:03 main:574] : INFO : Epoch 1928 | loss: 0.000360617 | val_loss: 0.000345368 | Time: 2709.04 ms [2022-02-07 07:00:06 main:574] : INFO : Epoch 1929 | loss: 0.000360608 | val_loss: 0.00034663 | Time: 2714.53 ms [2022-02-07 07:00:09 main:574] : INFO : Epoch 1930 | loss: 0.000393852 | val_loss: 0.000386885 | Time: 2706.44 ms [2022-02-07 07:00:12 main:574] : INFO : Epoch 1931 | loss: 0.000393427 | val_loss: 0.000365182 | Time: 2792.97 ms [2022-02-07 07:00:14 main:574] : INFO : Epoch 1932 | loss: 0.000377275 | val_loss: 0.000359517 | Time: 2893.76 ms [2022-02-07 07:00:17 main:574] : INFO : Epoch 1933 | loss: 0.000370711 | val_loss: 0.000358119 | Time: 2754.79 ms [2022-02-07 07:00:20 main:574] : INFO : Epoch 1934 | loss: 0.000367895 | val_loss: 0.000353835 | Time: 2820.48 ms [2022-02-07 07:00:23 main:574] : INFO : Epoch 1935 | loss: 0.000418194 | val_loss: 0.000422448 | Time: 2931.07 ms [2022-02-07 07:00:26 main:574] : INFO : Epoch 1936 | loss: 0.000415583 | val_loss: 0.00038849 | Time: 2826.35 ms [2022-02-07 07:00:29 main:574] : INFO : Epoch 1937 | loss: 0.000396747 | val_loss: 0.000381602 | Time: 2936.42 ms [2022-02-07 07:00:32 main:574] : INFO : Epoch 1938 | loss: 0.000389742 | val_loss: 0.000374543 | Time: 2765.76 ms [2022-02-07 07:00:34 main:574] : INFO : Epoch 1939 | loss: 0.000381162 | val_loss: 0.000364706 | Time: 2816.98 ms [2022-02-07 07:00:37 main:574] : INFO : Epoch 1940 | loss: 0.000376894 | val_loss: 0.000361267 | Time: 2834.57 ms [2022-02-07 07:00:40 main:574] : INFO : Epoch 1941 | loss: 0.000372556 | val_loss: 0.000353395 | Time: 2691.63 ms [2022-02-07 07:00:43 main:574] : INFO : Epoch 1942 | loss: 0.000368161 | val_loss: 0.000353173 | Time: 2782.61 ms [2022-02-07 07:00:45 main:574] : INFO : Epoch 1943 | loss: 0.000367703 | val_loss: 0.000349734 | Time: 2710.21 ms [2022-02-07 07:00:48 main:574] : INFO : Epoch 1944 | loss: 0.000363564 | val_loss: 0.000347841 | Time: 2840.96 ms [2022-02-07 07:00:51 main:574] : INFO : Epoch 1945 | loss: 0.000362383 | val_loss: 0.000346208 | Time: 2902.99 ms [2022-02-07 07:00:54 main:574] : INFO : Epoch 1946 | loss: 0.000361003 | val_loss: 0.000346168 | Time: 2812.95 ms [2022-02-07 07:00:57 main:574] : INFO : Epoch 1947 | loss: 0.000360711 | val_loss: 0.0003456 | Time: 2751.67 ms [2022-02-07 07:01:00 main:574] : INFO : Epoch 1948 | loss: 0.000360371 | val_loss: 0.000345607 | Time: 2891.08 ms [2022-02-07 07:01:02 main:574] : INFO : Epoch 1949 | loss: 0.000360038 | val_loss: 0.0003453 | Time: 2889.79 ms [2022-02-07 07:01:05 main:574] : INFO : Epoch 1950 | loss: 0.000359561 | val_loss: 0.0003451 | Time: 2996.63 ms [2022-02-07 07:01:08 main:574] : INFO : Epoch 1951 | loss: 0.00035979 | val_loss: 0.000345597 | Time: 2892.03 ms [2022-02-07 07:01:11 main:574] : INFO : Epoch 1952 | loss: 0.000359976 | val_loss: 0.000347991 | Time: 2731.69 ms [2022-02-07 07:01:14 main:574] : INFO : Epoch 1953 | loss: 0.00036084 | val_loss: 0.000344928 | Time: 3062.91 ms [2022-02-07 07:01:17 main:574] : INFO : Epoch 1954 | loss: 0.0003605 | val_loss: 0.000344861 | Time: 2752.13 ms [2022-02-07 07:01:20 main:574] : INFO : Epoch 1955 | loss: 0.000358823 | val_loss: 0.000343974 | Time: 2997.34 ms [2022-02-07 07:01:23 main:574] : INFO : Epoch 1956 | loss: 0.000359875 | val_loss: 0.000347969 | Time: 2893.7 ms [2022-02-07 07:01:26 main:574] : INFO : Epoch 1957 | loss: 0.000360627 | val_loss: 0.000344878 | Time: 2745.78 ms [2022-02-07 07:01:28 main:574] : INFO : Epoch 1958 | loss: 0.000357703 | val_loss: 0.000343834 | Time: 2808.3 ms [2022-02-07 07:01:31 main:574] : INFO : Epoch 1959 | loss: 0.000357904 | val_loss: 0.000343518 | Time: 2661.91 ms [2022-02-07 07:01:34 main:574] : INFO : Epoch 1960 | loss: 0.000359712 | val_loss: 0.000345003 | Time: 2966.37 ms [2022-02-07 07:01:37 main:574] : INFO : Epoch 1961 | loss: 0.00036092 | val_loss: 0.00034432 | Time: 2776.04 ms [2022-02-07 07:01:40 main:574] : INFO : Epoch 1962 | loss: 0.000364921 | val_loss: 0.000365534 | Time: 2817.8 ms [2022-02-07 07:01:42 main:574] : INFO : Epoch 1963 | loss: 0.000364392 | val_loss: 0.000344955 | Time: 2848.07 ms [2022-02-07 07:01:46 main:574] : INFO : Epoch 1964 | loss: 0.000359414 | val_loss: 0.000346722 | Time: 3087.43 ms [2022-02-07 07:01:48 main:574] : INFO : Epoch 1965 | loss: 0.000359859 | val_loss: 0.000346223 | Time: 2787.07 ms [2022-02-07 07:01:51 main:574] : INFO : Epoch 1966 | loss: 0.000358925 | val_loss: 0.000343517 | Time: 2682.31 ms [2022-02-07 07:01:54 main:574] : INFO : Epoch 1967 | loss: 0.000357083 | val_loss: 0.000346279 | Time: 2765.82 ms [2022-02-07 07:01:56 main:574] : INFO : Epoch 1968 | loss: 0.00035757 | val_loss: 0.000343087 | Time: 2732.13 ms [2022-02-07 07:01:59 main:574] : INFO : Epoch 1969 | loss: 0.000355957 | val_loss: 0.000342898 | Time: 2699.54 ms [2022-02-07 07:02:02 main:574] : INFO : Epoch 1970 | loss: 0.000357522 | val_loss: 0.000345116 | Time: 2794.99 ms [2022-02-07 07:02:05 main:574] : INFO : Epoch 1971 | loss: 0.000360036 | val_loss: 0.000351736 | Time: 2688.33 ms [2022-02-07 07:02:07 main:574] : INFO : Epoch 1972 | loss: 0.000366683 | val_loss: 0.000348888 | Time: 2712.4 ms [2022-02-07 07:02:10 main:574] : INFO : Epoch 1973 | loss: 0.000360746 | val_loss: 0.000344505 | Time: 2810.33 ms [2022-02-07 07:02:13 main:574] : INFO : Epoch 1974 | loss: 0.000360174 | val_loss: 0.000343873 | Time: 2702.48 ms [2022-02-07 07:02:16 main:574] : INFO : Epoch 1975 | loss: 0.000357612 | val_loss: 0.000346654 | Time: 2818.54 ms [2022-02-07 07:02:19 main:574] : INFO : Epoch 1976 | loss: 0.000358276 | val_loss: 0.00034498 | Time: 2913.5 ms [2022-02-07 07:02:21 main:574] : INFO : Epoch 1977 | loss: 0.000357469 | val_loss: 0.000344312 | Time: 2759.2 ms [2022-02-07 07:02:24 main:574] : INFO : Epoch 1978 | loss: 0.000357725 | val_loss: 0.000345244 | Time: 2978.69 ms [2022-02-07 07:02:27 main:574] : INFO : Epoch 1979 | loss: 0.000357612 | val_loss: 0.000345802 | Time: 2743.76 ms [2022-02-07 07:02:30 main:574] : INFO : Epoch 1980 | loss: 0.000359727 | val_loss: 0.000342841 | Time: 2772.2 ms [2022-02-07 07:02:33 main:574] : INFO : Epoch 1981 | loss: 0.000362101 | val_loss: 0.000344028 | Time: 2866.42 ms [2022-02-07 07:02:36 main:574] : INFO : Epoch 1982 | loss: 0.000357632 | val_loss: 0.000342397 | Time: 2906.42 ms [2022-02-07 07:02:39 main:574] : INFO : Epoch 1983 | loss: 0.000359292 | val_loss: 0.00034376 | Time: 2866.05 ms [2022-02-07 07:02:41 main:574] : INFO : Epoch 1984 | loss: 0.000361739 | val_loss: 0.000344359 | Time: 2850.78 ms [2022-02-07 07:02:44 main:574] : INFO : Epoch 1985 | loss: 0.000357235 | val_loss: 0.000343375 | Time: 2706.67 ms [2022-02-07 07:02:47 main:574] : INFO : Epoch 1986 | loss: 0.000356072 | val_loss: 0.000342388 | Time: 2686.36 ms [2022-02-07 07:02:50 main:574] : INFO : Epoch 1987 | loss: 0.000361779 | val_loss: 0.000345436 | Time: 2733.46 ms [2022-02-07 07:02:52 main:574] : INFO : Epoch 1988 | loss: 0.000359706 | val_loss: 0.000343094 | Time: 2778.96 ms [2022-02-07 07:02:55 main:574] : INFO : Epoch 1989 | loss: 0.000357827 | val_loss: 0.000345672 | Time: 2689.04 ms [2022-02-07 07:02:58 main:574] : INFO : Epoch 1990 | loss: 0.000357499 | val_loss: 0.000341667 | Time: 2866.53 ms [2022-02-07 07:03:01 main:574] : INFO : Epoch 1991 | loss: 0.000356292 | val_loss: 0.00034222 | Time: 2685 ms [2022-02-07 07:03:03 main:574] : INFO : Epoch 1992 | loss: 0.000357145 | val_loss: 0.000344714 | Time: 2784.08 ms [2022-02-07 07:03:06 main:574] : INFO : Epoch 1993 | loss: 0.000362551 | val_loss: 0.000360142 | Time: 2664.69 ms [2022-02-07 07:03:09 main:574] : INFO : Epoch 1994 | loss: 0.000364899 | val_loss: 0.00034547 | Time: 2973.19 ms [2022-02-07 07:03:12 main:574] : INFO : Epoch 1995 | loss: 0.000357479 | val_loss: 0.000345578 | Time: 2714.18 ms [2022-02-07 07:03:15 main:574] : INFO : Epoch 1996 | loss: 0.000357512 | val_loss: 0.000346661 | Time: 2942.83 ms [2022-02-07 07:03:17 main:574] : INFO : Epoch 1997 | loss: 0.000359705 | val_loss: 0.000340718 | Time: 2731.9 ms [2022-02-07 07:03:20 main:574] : INFO : Epoch 1998 | loss: 0.000354392 | val_loss: 0.000340256 | Time: 2838.83 ms [2022-02-07 07:03:23 main:574] : INFO : Epoch 1999 | loss: 0.000356316 | val_loss: 0.00034029 | Time: 2850.89 ms [2022-02-07 07:03:26 main:574] : INFO : Epoch 2000 | loss: 0.000359154 | val_loss: 0.000342925 | Time: 2947.73 ms [2022-02-07 07:03:29 main:574] : INFO : Epoch 2001 | loss: 0.000355108 | val_loss: 0.000343097 | Time: 2763.45 ms [2022-02-07 07:03:32 main:574] : INFO : Epoch 2002 | loss: 0.00238407 | val_loss: 0.0051804 | Time: 2733.95 ms [2022-02-07 07:03:34 main:574] : INFO : Epoch 2003 | loss: 0.00618513 | val_loss: 0.00235695 | Time: 2892.8 ms [2022-02-07 07:03:37 main:574] : INFO : Epoch 2004 | loss: 0.00172503 | val_loss: 0.000834589 | Time: 2797.78 ms [2022-02-07 07:03:40 main:574] : INFO : Epoch 2005 | loss: 0.0007738 | val_loss: 0.000657247 | Time: 2743.88 ms [2022-02-07 07:03:43 main:574] : INFO : Epoch 2006 | loss: 0.00064517 | val_loss: 0.000597634 | Time: 2769.25 ms [2022-02-07 07:03:45 main:574] : INFO : Epoch 2007 | loss: 0.000614071 | val_loss: 0.00058965 | Time: 2674.63 ms [2022-02-07 07:03:48 main:574] : INFO : Epoch 2008 | loss: 0.000606155 | val_loss: 0.000582317 | Time: 2777.22 ms [2022-02-07 07:03:51 main:574] : INFO : Epoch 2009 | loss: 0.000602131 | val_loss: 0.000581492 | Time: 2951.94 ms [2022-02-07 07:03:54 main:574] : INFO : Epoch 2010 | loss: 0.000597958 | val_loss: 0.00058052 | Time: 2792.92 ms [2022-02-07 07:03:57 main:574] : INFO : Epoch 2011 | loss: 0.000596685 | val_loss: 0.000579919 | Time: 2772.35 ms [2022-02-07 07:04:00 main:574] : INFO : Epoch 2012 | loss: 0.00059509 | val_loss: 0.000576932 | Time: 2932.59 ms [2022-02-07 07:04:02 main:574] : INFO : Epoch 2013 | loss: 0.000593361 | val_loss: 0.000576529 | Time: 2744.45 ms [2022-02-07 07:04:05 main:574] : INFO : Epoch 2014 | loss: 0.00059234 | val_loss: 0.000576255 | Time: 2792.07 ms [2022-02-07 07:04:08 main:574] : INFO : Epoch 2015 | loss: 0.000591669 | val_loss: 0.000575211 | Time: 2873.27 ms [2022-02-07 07:04:11 main:574] : INFO : Epoch 2016 | loss: 0.00059093 | val_loss: 0.00057378 | Time: 2770.06 ms [2022-02-07 07:04:14 main:574] : INFO : Epoch 2017 | loss: 0.000589571 | val_loss: 0.000575621 | Time: 2790.17 ms [2022-02-07 07:04:16 main:574] : INFO : Epoch 2018 | loss: 0.000588499 | val_loss: 0.000574239 | Time: 2761.26 ms [2022-02-07 07:04:19 main:574] : INFO : Epoch 2019 | loss: 0.000588908 | val_loss: 0.000572069 | Time: 2785.9 ms [2022-02-07 07:04:22 main:574] : INFO : Epoch 2020 | loss: 0.000589552 | val_loss: 0.000570908 | Time: 3068.17 ms [2022-02-07 07:04:25 main:574] : INFO : Epoch 2021 | loss: 0.000587196 | val_loss: 0.000571294 | Time: 2767.34 ms [2022-02-07 07:04:28 main:574] : INFO : Epoch 2022 | loss: 0.000586558 | val_loss: 0.00057068 | Time: 2897.76 ms [2022-02-07 07:04:31 main:574] : INFO : Epoch 2023 | loss: 0.000586401 | val_loss: 0.00057091 | Time: 2855.28 ms [2022-02-07 07:04:34 main:574] : INFO : Epoch 2024 | loss: 0.000585938 | val_loss: 0.000570984 | Time: 2857.63 ms [2022-02-07 07:04:36 main:574] : INFO : Epoch 2025 | loss: 0.000586214 | val_loss: 0.00057004 | Time: 2742.96 ms [2022-02-07 07:04:39 main:574] : INFO : Epoch 2026 | loss: 0.000586268 | val_loss: 0.000569515 | Time: 2653.13 ms [2022-02-07 07:04:42 main:574] : INFO : Epoch 2027 | loss: 0.000578317 | val_loss: 0.00055821 | Time: 2765.5 ms [2022-02-07 07:04:45 main:574] : INFO : Epoch 2028 | loss: 0.000573112 | val_loss: 0.000556845 | Time: 2828.29 ms [2022-02-07 07:04:47 main:574] : INFO : Epoch 2029 | loss: 0.000572113 | val_loss: 0.000556248 | Time: 2701.79 ms [2022-02-07 07:04:50 main:574] : INFO : Epoch 2030 | loss: 0.000571988 | val_loss: 0.000555788 | Time: 2881.7 ms [2022-02-07 07:04:53 main:574] : INFO : Epoch 2031 | loss: 0.000572063 | val_loss: 0.000556102 | Time: 3022.55 ms [2022-02-07 07:04:56 main:574] : INFO : Epoch 2032 | loss: 0.000571583 | val_loss: 0.000555314 | Time: 2705.96 ms [2022-02-07 07:04:59 main:574] : INFO : Epoch 2033 | loss: 0.00057099 | val_loss: 0.000555004 | Time: 2843.77 ms [2022-02-07 07:05:01 main:574] : INFO : Epoch 2034 | loss: 0.000570688 | val_loss: 0.000554844 | Time: 2700.07 ms [2022-02-07 07:05:04 main:574] : INFO : Epoch 2035 | loss: 0.000570341 | val_loss: 0.000555076 | Time: 2870.67 ms [2022-02-07 07:05:07 main:574] : INFO : Epoch 2036 | loss: 0.000570282 | val_loss: 0.000554745 | Time: 3102.69 ms [2022-02-07 07:05:10 main:574] : INFO : Epoch 2037 | loss: 0.00057015 | val_loss: 0.000554909 | Time: 2688.68 ms [2022-02-07 07:05:13 main:574] : INFO : Epoch 2038 | loss: 0.000570809 | val_loss: 0.000555195 | Time: 2804.22 ms [2022-02-07 07:05:16 main:574] : INFO : Epoch 2039 | loss: 0.000570633 | val_loss: 0.000554534 | Time: 2799.38 ms [2022-02-07 07:05:18 main:574] : INFO : Epoch 2040 | loss: 0.000571174 | val_loss: 0.000554491 | Time: 2680.99 ms [2022-02-07 07:05:21 main:574] : INFO : Epoch 2041 | loss: 0.00057186 | val_loss: 0.000554723 | Time: 2786.68 ms [2022-02-07 07:05:24 main:574] : INFO : Epoch 2042 | loss: 0.000570886 | val_loss: 0.000554507 | Time: 2957.36 ms [2022-02-07 07:05:27 main:574] : INFO : Epoch 2043 | loss: 0.000570653 | val_loss: 0.000554339 | Time: 2844.59 ms [2022-02-07 07:05:30 main:574] : INFO : Epoch 2044 | loss: 0.000570611 | val_loss: 0.000554726 | Time: 2923.32 ms [2022-02-07 07:05:33 main:574] : INFO : Epoch 2045 | loss: 0.000570427 | val_loss: 0.000554994 | Time: 2653.26 ms [2022-02-07 07:05:35 main:574] : INFO : Epoch 2046 | loss: 0.000569661 | val_loss: 0.000553734 | Time: 2663.72 ms [2022-02-07 07:05:38 main:574] : INFO : Epoch 2047 | loss: 0.000568601 | val_loss: 0.00055375 | Time: 2826.44 ms [2022-02-07 07:05:41 main:574] : INFO : Epoch 2048 | loss: 0.000568492 | val_loss: 0.000553664 | Time: 2812.47 ms [2022-02-07 07:05:41 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.000553664 [2022-02-07 07:05:41 main:603] : INFO : Saving end state to config to file [2022-02-07 07:05:41 main:608] : INFO : Success, exiting.. 07:05:41 (7812): 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)