| Name | ParityModified-1645991982-28387-2-0_0 |
| Workunit | 9709340 |
| Created | 4 Mar 2022, 18:15:40 UTC |
| Sent | 8 Mar 2022, 0:44:41 UTC |
| Report deadline | 16 Mar 2022, 0:44:41 UTC |
| Received | 9 Mar 2022, 2:21:03 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 571 |
| Run time | 1 hours 37 min 48 sec |
| CPU time | 1 hours 35 min 23 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 5,441.63 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.33 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.14.2</core_client_version> <![CDATA[ <stderr_txt> O : Epoch 1543 | loss: 0.031174 | val_loss: 0.0311801 | Time: 2457.42 ms [2022-03-09 01:58:14 main:574] : INFO : Epoch 1544 | loss: 0.0311743 | val_loss: 0.0311734 | Time: 3357.64 ms [2022-03-09 01:58:17 main:574] : INFO : Epoch 1545 | loss: 0.0311682 | val_loss: 0.0311721 | Time: 3098.85 ms [2022-03-09 01:58:20 main:574] : INFO : Epoch 1546 | loss: 0.0311627 | val_loss: 0.0311668 | Time: 2775.86 ms [2022-03-09 01:58:23 main:574] : INFO : Epoch 1547 | loss: 0.031163 | val_loss: 0.0311688 | Time: 2803.66 ms [2022-03-09 01:58:25 main:574] : INFO : Epoch 1548 | loss: 0.0311604 | val_loss: 0.031165 | Time: 2548.03 ms [2022-03-09 01:58:28 main:574] : INFO : Epoch 1549 | loss: 0.0311546 | val_loss: 0.0311614 | Time: 2595.01 ms [2022-03-09 01:58:31 main:574] : INFO : Epoch 1550 | loss: 0.0311493 | val_loss: 0.0311612 | Time: 3282.94 ms [2022-03-09 01:58:34 main:574] : INFO : Epoch 1551 | loss: 0.0311476 | val_loss: 0.0311544 | Time: 2755.21 ms [2022-03-09 01:58:37 main:574] : INFO : Epoch 1552 | loss: 0.0311419 | val_loss: 0.0311506 | Time: 2644.08 ms [2022-03-09 01:58:41 main:574] : INFO : Epoch 1553 | loss: 0.0311399 | val_loss: 0.0311493 | Time: 3537.81 ms [2022-03-09 01:58:44 main:574] : INFO : Epoch 1554 | loss: 0.0311328 | val_loss: 0.0311413 | Time: 3166 ms [2022-03-09 01:58:47 main:574] : INFO : Epoch 1555 | loss: 0.0311264 | val_loss: 0.0311379 | Time: 3077.76 ms [2022-03-09 01:58:50 main:574] : INFO : Epoch 1556 | loss: 0.0311263 | val_loss: 0.0311429 | Time: 2978.74 ms [2022-03-09 01:58:53 main:574] : INFO : Epoch 1557 | loss: 0.0311447 | val_loss: 0.0311509 | Time: 2841.25 ms [2022-03-09 01:58:56 main:574] : INFO : Epoch 1558 | loss: 0.0311386 | val_loss: 0.0311481 | Time: 2937.29 ms [2022-03-09 01:58:59 main:574] : INFO : Epoch 1559 | loss: 0.0311359 | val_loss: 0.0311386 | Time: 2960.97 ms [2022-03-09 01:59:02 main:574] : INFO : Epoch 1560 | loss: 0.0311294 | val_loss: 0.0311363 | Time: 2756.48 ms [2022-03-09 01:59:04 main:574] : INFO : Epoch 1561 | loss: 0.0311271 | val_loss: 0.0311331 | Time: 2873.38 ms [2022-03-09 01:59:08 main:574] : INFO : Epoch 1562 | loss: 0.0311242 | val_loss: 0.0311304 | Time: 3024.87 ms [2022-03-09 01:59:11 main:574] : INFO : Epoch 1563 | loss: 0.0311184 | val_loss: 0.031121 | Time: 3166.83 ms [2022-03-09 01:59:14 main:574] : INFO : Epoch 1564 | loss: 0.0311153 | val_loss: 0.031124 | Time: 2701.2 ms [2022-03-09 01:59:16 main:574] : INFO : Epoch 1565 | loss: 0.0311104 | val_loss: 0.0311178 | Time: 2735.73 ms [2022-03-09 01:59:19 main:574] : INFO : Epoch 1566 | loss: 0.031105 | val_loss: 0.0311182 | Time: 3184.12 ms [2022-03-09 01:59:22 main:574] : INFO : Epoch 1567 | loss: 0.0311018 | val_loss: 0.031106 | Time: 2685.41 ms [2022-03-09 01:59:25 main:574] : INFO : Epoch 1568 | loss: 0.0311083 | val_loss: 0.03113 | Time: 2954.03 ms [2022-03-09 01:59:28 main:574] : INFO : Epoch 1569 | loss: 0.0311104 | val_loss: 0.0311084 | Time: 2885.08 ms [2022-03-09 01:59:32 main:574] : INFO : Epoch 1570 | loss: 0.0310927 | val_loss: 0.0310962 | Time: 3225.64 ms [2022-03-09 01:59:34 main:574] : INFO : Epoch 1571 | loss: 0.0310787 | val_loss: 0.0310952 | Time: 2601.36 ms [2022-03-09 01:59:37 main:574] : INFO : Epoch 1572 | loss: 0.0310754 | val_loss: 0.0310829 | Time: 2654.47 ms [2022-03-09 01:59:40 main:574] : INFO : Epoch 1573 | loss: 0.0310626 | val_loss: 0.0310867 | Time: 2629.71 ms [2022-03-09 01:59:43 main:574] : INFO : Epoch 1574 | loss: 0.0310584 | val_loss: 0.0310803 | Time: 3048.91 ms [2022-03-09 01:59:46 main:574] : INFO : Epoch 1575 | loss: 0.0310508 | val_loss: 0.0310736 | Time: 2835.71 ms [2022-03-09 01:59:49 main:574] : INFO : Epoch 1576 | loss: 0.031042 | val_loss: 0.0310651 | Time: 3714.71 ms [2022-03-09 01:59:53 main:574] : INFO : Epoch 1577 | loss: 0.0310357 | val_loss: 0.0310551 | Time: 3868.29 ms [2022-03-09 01:59:57 main:574] : INFO : Epoch 1578 | loss: 0.0310291 | val_loss: 0.0310537 | Time: 3154.15 ms [2022-03-09 01:59:59 main:574] : INFO : Epoch 1579 | loss: 0.0310228 | val_loss: 0.0310414 | Time: 2724.88 ms [2022-03-09 02:00:02 main:574] : INFO : Epoch 1580 | loss: 0.0310161 | val_loss: 0.0310336 | Time: 2620.96 ms [2022-03-09 02:00:05 main:574] : INFO : Epoch 1581 | loss: 0.0310094 | val_loss: 0.0310384 | Time: 3301.95 ms [2022-03-09 02:00:09 main:574] : INFO : Epoch 1582 | loss: 0.0310161 | val_loss: 0.0310488 | Time: 3267.32 ms [2022-03-09 02:00:12 main:574] : INFO : Epoch 1583 | loss: 0.0310248 | val_loss: 0.0310417 | Time: 3382.33 ms [2022-03-09 02:00:15 main:574] : INFO : Epoch 1584 | loss: 0.0310144 | val_loss: 0.0310393 | Time: 2605.18 ms [2022-03-09 02:00:18 main:574] : INFO : Epoch 1585 | loss: 0.0310078 | val_loss: 0.0310318 | Time: 3409.13 ms [2022-03-09 02:00:22 main:574] : INFO : Epoch 1586 | loss: 0.0310013 | val_loss: 0.0310266 | Time: 3957.28 ms [2022-03-09 02:00:25 main:574] : INFO : Epoch 1587 | loss: 0.0309956 | val_loss: 0.0310193 | Time: 2433.87 ms [2022-03-09 02:00:27 main:574] : INFO : Epoch 1588 | loss: 0.0309938 | val_loss: 0.0310204 | Time: 2514.81 ms [2022-03-09 02:00:30 main:574] : INFO : Epoch 1589 | loss: 0.0309908 | val_loss: 0.0310193 | Time: 3125.92 ms [2022-03-09 02:00:33 main:574] : INFO : Epoch 1590 | loss: 0.0309877 | val_loss: 0.0310142 | Time: 3074.89 ms [2022-03-09 02:00:36 main:574] : INFO : Epoch 1591 | loss: 0.0309825 | val_loss: 0.0310081 | Time: 2546.34 ms [2022-03-09 02:00:39 main:574] : INFO : Epoch 1592 | loss: 0.0309898 | val_loss: 0.0310272 | Time: 2731.16 ms [2022-03-09 02:00:42 main:574] : INFO : Epoch 1593 | loss: 0.0310365 | val_loss: 0.0310515 | Time: 3452.75 ms [2022-03-09 02:00:45 main:574] : INFO : Epoch 1594 | loss: 0.0310364 | val_loss: 0.0310431 | Time: 2817.4 ms [2022-03-09 02:00:48 main:574] : INFO : Epoch 1595 | loss: 0.0310196 | val_loss: 0.0310286 | Time: 2643.83 ms [2022-03-09 02:00:51 main:574] : INFO : Epoch 1596 | loss: 0.031015 | val_loss: 0.0310306 | Time: 2712.33 ms [2022-03-09 02:00:54 main:574] : INFO : Epoch 1597 | loss: 0.0310253 | val_loss: 0.0310211 | Time: 3110.43 ms [2022-03-09 02:00:57 main:574] : INFO : Epoch 1598 | loss: 0.0310133 | val_loss: 0.0310107 | Time: 2971.47 ms [2022-03-09 02:01:00 main:574] : INFO : Epoch 1599 | loss: 0.031007 | val_loss: 0.031003 | Time: 3203.95 ms [2022-03-09 02:01:04 main:574] : INFO : Epoch 1600 | loss: 0.0310004 | val_loss: 0.0310005 | Time: 3671.13 ms [2022-03-09 02:01:06 main:574] : INFO : Epoch 1601 | loss: 0.0309892 | val_loss: 0.0310031 | Time: 2517.32 ms [2022-03-09 02:01:10 main:574] : INFO : Epoch 1602 | loss: 0.030995 | val_loss: 0.0310315 | Time: 3247.85 ms [2022-03-09 02:01:13 main:574] : INFO : Epoch 1603 | loss: 0.0310077 | val_loss: 0.0310167 | Time: 3197.39 ms [2022-03-09 02:01:16 main:574] : INFO : Epoch 1604 | loss: 0.0309936 | val_loss: 0.0310053 | Time: 3036.28 ms [2022-03-09 02:01:19 main:574] : INFO : Epoch 1605 | loss: 0.0309819 | val_loss: 0.0309991 | Time: 2765.63 ms [2022-03-09 02:01:22 main:574] : INFO : Epoch 1606 | loss: 0.0309749 | val_loss: 0.030992 | Time: 2816.8 ms [2022-03-09 02:01:25 main:574] : INFO : Epoch 1607 | loss: 0.0309691 | val_loss: 0.0309925 | Time: 2878.07 ms [2022-03-09 02:01:27 main:574] : INFO : Epoch 1608 | loss: 0.0309647 | val_loss: 0.0309903 | Time: 2456.12 ms [2022-03-09 02:01:30 main:574] : INFO : Epoch 1609 | loss: 0.0309634 | val_loss: 0.0309912 | Time: 2844.3 ms [2022-03-09 02:01:33 main:574] : INFO : Epoch 1610 | loss: 0.0309766 | val_loss: 0.030997 | Time: 2776.22 ms [2022-03-09 02:01:36 main:574] : INFO : Epoch 1611 | loss: 0.0309671 | val_loss: 0.0309839 | Time: 3267.92 ms [2022-03-09 02:01:39 main:574] : INFO : Epoch 1612 | loss: 0.0309642 | val_loss: 0.0309872 | Time: 2909.93 ms [2022-03-09 02:01:42 main:574] : INFO : Epoch 1613 | loss: 0.0309663 | val_loss: 0.0309918 | Time: 2793.11 ms [2022-03-09 02:01:45 main:574] : INFO : Epoch 1614 | loss: 0.0309605 | val_loss: 0.0309896 | Time: 2617.96 ms [2022-03-09 02:01:48 main:574] : INFO : Epoch 1615 | loss: 0.030952 | val_loss: 0.0309867 | Time: 2964.29 ms [2022-03-09 02:01:51 main:574] : INFO : Epoch 1616 | loss: 0.0309681 | val_loss: 0.0310548 | Time: 3114.7 ms [2022-03-09 02:01:54 main:574] : INFO : Epoch 1617 | loss: 0.0310413 | val_loss: 0.0310379 | Time: 2801.22 ms [2022-03-09 02:01:57 main:574] : INFO : Epoch 1618 | loss: 0.0309943 | val_loss: 0.0310056 | Time: 2800.65 ms [2022-03-09 02:02:00 main:574] : INFO : Epoch 1619 | loss: 0.0309821 | val_loss: 0.0310005 | Time: 3059.06 ms [2022-03-09 02:02:03 main:574] : INFO : Epoch 1620 | loss: 0.0309697 | val_loss: 0.0309923 | Time: 2795.82 ms [2022-03-09 02:02:05 main:574] : INFO : Epoch 1621 | loss: 0.0309625 | val_loss: 0.0309865 | Time: 2824.91 ms [2022-03-09 02:02:09 main:574] : INFO : Epoch 1622 | loss: 0.0309608 | val_loss: 0.030988 | Time: 3090.45 ms [2022-03-09 02:02:11 main:574] : INFO : Epoch 1623 | loss: 0.0309489 | val_loss: 0.0309812 | Time: 2702.03 ms [2022-03-09 02:02:14 main:574] : INFO : Epoch 1624 | loss: 0.0309408 | val_loss: 0.0309894 | Time: 2800.92 ms [2022-03-09 02:02:17 main:574] : INFO : Epoch 1625 | loss: 0.0309506 | val_loss: 0.0309853 | Time: 2787.18 ms [2022-03-09 02:02:20 main:574] : INFO : Epoch 1626 | loss: 0.0309472 | val_loss: 0.0309782 | Time: 2746.02 ms [2022-03-09 02:02:23 main:574] : INFO : Epoch 1627 | loss: 0.0309347 | val_loss: 0.0309764 | Time: 3010.77 ms [2022-03-09 02:02:26 main:574] : INFO : Epoch 1628 | loss: 0.0309303 | val_loss: 0.0309749 | Time: 2885.61 ms [2022-03-09 02:02:29 main:574] : INFO : Epoch 1629 | loss: 0.0309312 | val_loss: 0.0309827 | Time: 3037.44 ms [2022-03-09 02:02:32 main:574] : INFO : Epoch 1630 | loss: 0.0309348 | val_loss: 0.0309825 | Time: 2996.73 ms [2022-03-09 02:02:35 main:574] : INFO : Epoch 1631 | loss: 0.030936 | val_loss: 0.030978 | Time: 2583.96 ms [2022-03-09 02:02:38 main:574] : INFO : Epoch 1632 | loss: 0.0309274 | val_loss: 0.0309757 | Time: 3157.25 ms [2022-03-09 02:02:41 main:574] : INFO : Epoch 1633 | loss: 0.0309265 | val_loss: 0.0309742 | Time: 2738.82 ms [2022-03-09 02:02:44 main:574] : INFO : Epoch 1634 | loss: 0.0309272 | val_loss: 0.0309717 | Time: 2908.32 ms [2022-03-09 02:02:46 main:574] : INFO : Epoch 1635 | loss: 0.0309176 | val_loss: 0.0309776 | Time: 2701.85 ms [2022-03-09 02:02:49 main:574] : INFO : Epoch 1636 | loss: 0.0309143 | val_loss: 0.0309707 | Time: 2808.86 ms [2022-03-09 02:02:53 main:574] : INFO : Epoch 1637 | loss: 0.0309973 | val_loss: 0.0310515 | Time: 3200.39 ms [2022-03-09 02:02:56 main:574] : INFO : Epoch 1638 | loss: 0.0309975 | val_loss: 0.03101 | Time: 3492.24 ms [2022-03-09 02:02:59 main:574] : INFO : Epoch 1639 | loss: 0.030987 | val_loss: 0.0310538 | Time: 2872.18 ms [2022-03-09 02:03:02 main:574] : INFO : Epoch 1640 | loss: 0.0310049 | val_loss: 0.0310102 | Time: 2736.16 ms [2022-03-09 02:03:05 main:574] : INFO : Epoch 1641 | loss: 0.0310495 | val_loss: 0.0310609 | Time: 3117.92 ms [2022-03-09 02:03:08 main:574] : INFO : Epoch 1642 | loss: 0.0310295 | val_loss: 0.0310303 | Time: 2948.25 ms [2022-03-09 02:03:11 main:574] : INFO : Epoch 1643 | loss: 0.0309987 | val_loss: 0.0309984 | Time: 2597.72 ms [2022-03-09 02:03:13 main:574] : INFO : Epoch 1644 | loss: 0.0309728 | val_loss: 0.0309881 | Time: 2449.15 ms [2022-03-09 02:03:16 main:574] : INFO : Epoch 1645 | loss: 0.0309543 | val_loss: 0.03098 | Time: 2959.68 ms [2022-03-09 02:03:20 main:574] : INFO : Epoch 1646 | loss: 0.0309412 | val_loss: 0.0309723 | Time: 4099.38 ms [2022-03-09 02:03:23 main:574] : INFO : Epoch 1647 | loss: 0.0309343 | val_loss: 0.0309809 | Time: 2854.87 ms [2022-03-09 02:03:26 main:574] : INFO : Epoch 1648 | loss: 0.0309321 | val_loss: 0.0309736 | Time: 2510.38 ms [2022-03-09 02:03:28 main:574] : INFO : Epoch 1649 | loss: 0.0309282 | val_loss: 0.0309681 | Time: 2478 ms [2022-03-09 02:03:31 main:574] : INFO : Epoch 1650 | loss: 0.0309262 | val_loss: 0.0309658 | Time: 2606.4 ms [2022-03-09 02:03:33 main:574] : INFO : Epoch 1651 | loss: 0.0309195 | val_loss: 0.0309613 | Time: 2543.8 ms [2022-03-09 02:03:36 main:574] : INFO : Epoch 1652 | loss: 0.0309181 | val_loss: 0.03096 | Time: 2628.8 ms [2022-03-09 02:03:39 main:574] : INFO : Epoch 1653 | loss: 0.0309151 | val_loss: 0.0309599 | Time: 2582.25 ms [2022-03-09 02:03:41 main:574] : INFO : Epoch 1654 | loss: 0.0309176 | val_loss: 0.0309659 | Time: 2704.46 ms [2022-03-09 02:03:45 main:574] : INFO : Epoch 1655 | loss: 0.0309229 | val_loss: 0.03096 | Time: 3621.67 ms [2022-03-09 02:03:48 main:574] : INFO : Epoch 1656 | loss: 0.030917 | val_loss: 0.0309559 | Time: 2936.66 ms [2022-03-09 02:03:51 main:574] : INFO : Epoch 1657 | loss: 0.0309008 | val_loss: 0.0309442 | Time: 2567.47 ms [2022-03-09 02:03:53 main:574] : INFO : Epoch 1658 | loss: 0.030892 | val_loss: 0.030944 | Time: 2626.09 ms [2022-03-09 02:03:56 main:574] : INFO : Epoch 1659 | loss: 0.0308814 | val_loss: 0.0309009 | Time: 2541.44 ms [2022-03-09 02:03:58 main:574] : INFO : Epoch 1660 | loss: 0.0308732 | val_loss: 0.0308852 | Time: 2525.62 ms [2022-03-09 02:04:01 main:574] : INFO : Epoch 1661 | loss: 0.030837 | val_loss: 0.0308246 | Time: 2554.23 ms [2022-03-09 02:04:04 main:574] : INFO : Epoch 1662 | loss: 0.0309931 | val_loss: 0.0312449 | Time: 2658.71 ms [2022-03-09 02:04:06 main:574] : INFO : Epoch 1663 | loss: 0.0322522 | val_loss: 0.03431 | Time: 2727.85 ms [2022-03-09 02:04:10 main:574] : INFO : Epoch 1664 | loss: 0.0429419 | val_loss: 0.0449612 | Time: 2984.05 ms [2022-03-09 02:04:12 main:574] : INFO : Epoch 1665 | loss: 0.0344888 | val_loss: 0.0316335 | Time: 2689.19 ms [2022-03-09 02:04:15 main:574] : INFO : Epoch 1666 | loss: 0.0315625 | val_loss: 0.0314036 | Time: 2672.94 ms [2022-03-09 02:04:18 main:574] : INFO : Epoch 1667 | loss: 0.0313198 | val_loss: 0.0312822 | Time: 3201.81 ms [2022-03-09 02:04:21 main:574] : INFO : Epoch 1668 | loss: 0.0312603 | val_loss: 0.0312497 | Time: 3009.56 ms [2022-03-09 02:04:24 main:574] : INFO : Epoch 1669 | loss: 0.0312471 | val_loss: 0.0312429 | Time: 2729.36 ms [2022-03-09 02:04:27 main:574] : INFO : Epoch 1670 | loss: 0.0312419 | val_loss: 0.0312391 | Time: 2650.05 ms [2022-03-09 02:04:29 main:574] : INFO : Epoch 1671 | loss: 0.0312375 | val_loss: 0.0312342 | Time: 2631.67 ms [2022-03-09 02:04:32 main:574] : INFO : Epoch 1672 | loss: 0.0312314 | val_loss: 0.0312268 | Time: 2617.89 ms [2022-03-09 02:04:35 main:574] : INFO : Epoch 1673 | loss: 0.0312221 | val_loss: 0.031215 | Time: 2756.49 ms [2022-03-09 02:04:38 main:574] : INFO : Epoch 1674 | loss: 0.0312078 | val_loss: 0.031199 | Time: 2841.6 ms [2022-03-09 02:04:40 main:574] : INFO : Epoch 1675 | loss: 0.0311912 | val_loss: 0.0311815 | Time: 2634.87 ms [2022-03-09 02:04:43 main:574] : INFO : Epoch 1676 | loss: 0.0311747 | val_loss: 0.0311653 | Time: 2666.11 ms [2022-03-09 02:04:46 main:574] : INFO : Epoch 1677 | loss: 0.031161 | val_loss: 0.0311535 | Time: 2840.96 ms [2022-03-09 02:04:49 main:574] : INFO : Epoch 1678 | loss: 0.0311516 | val_loss: 0.0311462 | Time: 2816.76 ms [2022-03-09 02:04:52 main:574] : INFO : Epoch 1679 | loss: 0.0311469 | val_loss: 0.0311462 | Time: 2822.62 ms [2022-03-09 02:04:54 main:574] : INFO : Epoch 1680 | loss: 0.0311439 | val_loss: 0.0311399 | Time: 2588.64 ms [2022-03-09 02:04:57 main:574] : INFO : Epoch 1681 | loss: 0.0311384 | val_loss: 0.0311348 | Time: 2632.78 ms [2022-03-09 02:05:00 main:574] : INFO : Epoch 1682 | loss: 0.0311313 | val_loss: 0.0311272 | Time: 2662 ms [2022-03-09 02:05:02 main:574] : INFO : Epoch 1683 | loss: 0.0311234 | val_loss: 0.0311219 | Time: 2386.4 ms [2022-03-09 02:05:04 main:574] : INFO : Epoch 1684 | loss: 0.0311143 | val_loss: 0.0311108 | Time: 2416.48 ms [2022-03-09 02:05:07 main:574] : INFO : Epoch 1685 | loss: 0.0310932 | val_loss: 0.0310827 | Time: 2594.91 ms [2022-03-09 02:05:09 main:574] : INFO : Epoch 1686 | loss: 0.0310714 | val_loss: 0.0310686 | Time: 2357.53 ms [2022-03-09 02:05:12 main:574] : INFO : Epoch 1687 | loss: 0.0310533 | val_loss: 0.0310492 | Time: 2435.09 ms [2022-03-09 02:05:14 main:574] : INFO : Epoch 1688 | loss: 0.0310349 | val_loss: 0.0310337 | Time: 2432.58 ms [2022-03-09 02:05:17 main:574] : INFO : Epoch 1689 | loss: 0.0310217 | val_loss: 0.0310246 | Time: 2590.83 ms [2022-03-09 02:05:20 main:574] : INFO : Epoch 1690 | loss: 0.0310129 | val_loss: 0.0310154 | Time: 2565.75 ms [2022-03-09 02:05:22 main:574] : INFO : Epoch 1691 | loss: 0.0310007 | val_loss: 0.0310089 | Time: 2566.74 ms [2022-03-09 02:05:25 main:574] : INFO : Epoch 1692 | loss: 0.0310387 | val_loss: 0.0310431 | Time: 2380.94 ms [2022-03-09 02:05:27 main:574] : INFO : Epoch 1693 | loss: 0.031031 | val_loss: 0.0310305 | Time: 2427.78 ms [2022-03-09 02:05:30 main:574] : INFO : Epoch 1694 | loss: 0.0310131 | val_loss: 0.0310151 | Time: 2401.7 ms [2022-03-09 02:05:32 main:574] : INFO : Epoch 1695 | loss: 0.0309986 | val_loss: 0.0310095 | Time: 2551.9 ms [2022-03-09 02:05:35 main:574] : INFO : Epoch 1696 | loss: 0.0309988 | val_loss: 0.0310077 | Time: 2395.03 ms [2022-03-09 02:05:37 main:574] : INFO : Epoch 1697 | loss: 0.0309896 | val_loss: 0.0309991 | Time: 2368.49 ms [2022-03-09 02:05:40 main:574] : INFO : Epoch 1698 | loss: 0.0309788 | val_loss: 0.0309954 | Time: 2567.09 ms [2022-03-09 02:05:42 main:574] : INFO : Epoch 1699 | loss: 0.0309695 | val_loss: 0.0309833 | Time: 2360.28 ms [2022-03-09 02:05:45 main:574] : INFO : Epoch 1700 | loss: 0.0309463 | val_loss: 0.0309458 | Time: 2394.17 ms [2022-03-09 02:05:47 main:574] : INFO : Epoch 1701 | loss: 0.030922 | val_loss: 0.0309218 | Time: 2347.36 ms [2022-03-09 02:05:49 main:574] : INFO : Epoch 1702 | loss: 0.0308999 | val_loss: 0.0308958 | Time: 2536.86 ms [2022-03-09 02:05:52 main:574] : INFO : Epoch 1703 | loss: 0.0308763 | val_loss: 0.0308743 | Time: 2412.96 ms [2022-03-09 02:05:55 main:574] : INFO : Epoch 1704 | loss: 0.0308586 | val_loss: 0.0308575 | Time: 2560.61 ms [2022-03-09 02:05:57 main:574] : INFO : Epoch 1705 | loss: 0.0308342 | val_loss: 0.0308081 | Time: 2365.99 ms [2022-03-09 02:05:59 main:574] : INFO : Epoch 1706 | loss: 0.0309873 | val_loss: 0.0311942 | Time: 2317.46 ms [2022-03-09 02:06:02 main:574] : INFO : Epoch 1707 | loss: 0.0312107 | val_loss: 0.0312065 | Time: 2344.47 ms [2022-03-09 02:06:04 main:574] : INFO : Epoch 1708 | loss: 0.0312078 | val_loss: 0.0311984 | Time: 2569.17 ms [2022-03-09 02:06:07 main:574] : INFO : Epoch 1709 | loss: 0.0311997 | val_loss: 0.0311903 | Time: 2390.26 ms [2022-03-09 02:06:09 main:574] : INFO : Epoch 1710 | loss: 0.0311921 | val_loss: 0.0311787 | Time: 2514.77 ms [2022-03-09 02:06:12 main:574] : INFO : Epoch 1711 | loss: 0.031183 | val_loss: 0.0311707 | Time: 2598.03 ms [2022-03-09 02:06:14 main:574] : INFO : Epoch 1712 | loss: 0.0311752 | val_loss: 0.0311641 | Time: 2531.43 ms [2022-03-09 02:06:17 main:574] : INFO : Epoch 1713 | loss: 0.0311691 | val_loss: 0.0311561 | Time: 2449.68 ms [2022-03-09 02:06:19 main:574] : INFO : Epoch 1714 | loss: 0.0311614 | val_loss: 0.0311491 | Time: 2387.86 ms [2022-03-09 02:06:22 main:574] : INFO : Epoch 1715 | loss: 0.0311553 | val_loss: 0.0311464 | Time: 2299.88 ms [2022-03-09 02:06:24 main:574] : INFO : Epoch 1716 | loss: 0.0311501 | val_loss: 0.0311352 | Time: 2321.93 ms [2022-03-09 02:06:26 main:574] : INFO : Epoch 1717 | loss: 0.0311417 | val_loss: 0.0311303 | Time: 2367.7 ms [2022-03-09 02:06:29 main:574] : INFO : Epoch 1718 | loss: 0.0311376 | val_loss: 0.0311281 | Time: 2599.99 ms [2022-03-09 02:06:32 main:574] : INFO : Epoch 1719 | loss: 0.0311331 | val_loss: 0.0311218 | Time: 2594.7 ms [2022-03-09 02:06:34 main:574] : INFO : Epoch 1720 | loss: 0.031127 | val_loss: 0.0311149 | Time: 2386.1 ms [2022-03-09 02:06:37 main:574] : INFO : Epoch 1721 | loss: 0.0311201 | val_loss: 0.0311093 | Time: 2552.04 ms [2022-03-09 02:06:39 main:574] : INFO : Epoch 1722 | loss: 0.0311151 | val_loss: 0.0311045 | Time: 2405.1 ms [2022-03-09 02:06:42 main:574] : INFO : Epoch 1723 | loss: 0.0311073 | val_loss: 0.0311011 | Time: 2341.16 ms [2022-03-09 02:06:44 main:574] : INFO : Epoch 1724 | loss: 0.0311027 | val_loss: 0.0310927 | Time: 2399.36 ms [2022-03-09 02:06:46 main:574] : INFO : Epoch 1725 | loss: 0.0310943 | val_loss: 0.0310864 | Time: 2431.15 ms [2022-03-09 02:06:49 main:574] : INFO : Epoch 1726 | loss: 0.0310882 | val_loss: 0.0310809 | Time: 2400 ms [2022-03-09 02:06:52 main:574] : INFO : Epoch 1727 | loss: 0.0310828 | val_loss: 0.0310788 | Time: 2624.86 ms [2022-03-09 02:06:54 main:574] : INFO : Epoch 1728 | loss: 0.0310751 | val_loss: 0.0310731 | Time: 2392.98 ms [2022-03-09 02:06:56 main:574] : INFO : Epoch 1729 | loss: 0.0310678 | val_loss: 0.0310781 | Time: 2424.59 ms [2022-03-09 02:06:59 main:574] : INFO : Epoch 1730 | loss: 0.0310654 | val_loss: 0.0310665 | Time: 2897.1 ms [2022-03-09 02:07:02 main:574] : INFO : Epoch 1731 | loss: 0.0310571 | val_loss: 0.0310626 | Time: 2440.44 ms [2022-03-09 02:07:04 main:574] : INFO : Epoch 1732 | loss: 0.0310505 | val_loss: 0.0310561 | Time: 2333.26 ms [2022-03-09 02:07:07 main:574] : INFO : Epoch 1733 | loss: 0.0310497 | val_loss: 0.0310519 | Time: 2347.3 ms [2022-03-09 02:07:09 main:574] : INFO : Epoch 1734 | loss: 0.0310466 | val_loss: 0.0310477 | Time: 2391.14 ms [2022-03-09 02:07:12 main:574] : INFO : Epoch 1735 | loss: 0.0310524 | val_loss: 0.031079 | Time: 2359.8 ms [2022-03-09 02:07:14 main:574] : INFO : Epoch 1736 | loss: 0.0310735 | val_loss: 0.0310678 | Time: 2536.44 ms [2022-03-09 02:07:17 main:574] : INFO : Epoch 1737 | loss: 0.031062 | val_loss: 0.0310654 | Time: 2374.02 ms [2022-03-09 02:07:19 main:574] : INFO : Epoch 1738 | loss: 0.0310565 | val_loss: 0.0310558 | Time: 2395.16 ms [2022-03-09 02:07:21 main:574] : INFO : Epoch 1739 | loss: 0.031044 | val_loss: 0.0310397 | Time: 2389.73 ms [2022-03-09 02:07:24 main:574] : INFO : Epoch 1740 | loss: 0.0310314 | val_loss: 0.0310374 | Time: 2472.28 ms [2022-03-09 02:07:27 main:574] : INFO : Epoch 1741 | loss: 0.0310254 | val_loss: 0.0310289 | Time: 2614.39 ms [2022-03-09 02:07:29 main:574] : INFO : Epoch 1742 | loss: 0.031018 | val_loss: 0.0310225 | Time: 2572.9 ms [2022-03-09 02:07:32 main:574] : INFO : Epoch 1743 | loss: 0.031012 | val_loss: 0.0310178 | Time: 2607.84 ms [2022-03-09 02:07:34 main:574] : INFO : Epoch 1744 | loss: 0.0310056 | val_loss: 0.0310122 | Time: 2449.99 ms [2022-03-09 02:07:37 main:574] : INFO : Epoch 1745 | loss: 0.0310051 | val_loss: 0.0310094 | Time: 2355.47 ms [2022-03-09 02:07:39 main:574] : INFO : Epoch 1746 | loss: 0.0310025 | val_loss: 0.0310063 | Time: 2381.95 ms [2022-03-09 02:07:42 main:574] : INFO : Epoch 1747 | loss: 0.0309973 | val_loss: 0.0310048 | Time: 2373.53 ms [2022-03-09 02:07:44 main:574] : INFO : Epoch 1748 | loss: 0.0309957 | val_loss: 0.0309997 | Time: 2362.13 ms [2022-03-09 02:07:46 main:574] : INFO : Epoch 1749 | loss: 0.0309878 | val_loss: 0.0309932 | Time: 2319.36 ms [2022-03-09 02:07:49 main:574] : INFO : Epoch 1750 | loss: 0.0309796 | val_loss: 0.0309848 | Time: 2337.58 ms [2022-03-09 02:07:51 main:574] : INFO : Epoch 1751 | loss: 0.03097 | val_loss: 0.0309754 | Time: 2583.85 ms [2022-03-09 02:07:54 main:574] : INFO : Epoch 1752 | loss: 0.0309611 | val_loss: 0.0309691 | Time: 2731.53 ms [2022-03-09 02:07:57 main:574] : INFO : Epoch 1753 | loss: 0.0309511 | val_loss: 0.0309646 | Time: 2471.14 ms [2022-03-09 02:07:59 main:574] : INFO : Epoch 1754 | loss: 0.0309429 | val_loss: 0.0309505 | Time: 2443.87 ms [2022-03-09 02:08:02 main:574] : INFO : Epoch 1755 | loss: 0.0309341 | val_loss: 0.0309503 | Time: 2337.58 ms [2022-03-09 02:08:04 main:574] : INFO : Epoch 1756 | loss: 0.0309283 | val_loss: 0.0309412 | Time: 2352.3 ms [2022-03-09 02:08:06 main:574] : INFO : Epoch 1757 | loss: 0.0309295 | val_loss: 0.0309508 | Time: 2320.29 ms [2022-03-09 02:08:09 main:574] : INFO : Epoch 1758 | loss: 0.0309401 | val_loss: 0.0309309 | Time: 2281.67 ms [2022-03-09 02:08:11 main:574] : INFO : Epoch 1759 | loss: 0.030917 | val_loss: 0.0309185 | Time: 2310.77 ms [2022-03-09 02:08:14 main:574] : INFO : Epoch 1760 | loss: 0.0309038 | val_loss: 0.0309068 | Time: 2510.25 ms [2022-03-09 02:08:16 main:574] : INFO : Epoch 1761 | loss: 0.0309015 | val_loss: 0.0309178 | Time: 2348.55 ms [2022-03-09 02:08:18 main:574] : INFO : Epoch 1762 | loss: 0.0309048 | val_loss: 0.0309076 | Time: 2367.45 ms [2022-03-09 02:08:21 main:574] : INFO : Epoch 1763 | loss: 0.0309151 | val_loss: 0.0309283 | Time: 2559.14 ms [2022-03-09 02:08:23 main:574] : INFO : Epoch 1764 | loss: 0.0309082 | val_loss: 0.0308918 | Time: 2505.02 ms [2022-03-09 02:08:26 main:574] : INFO : Epoch 1765 | loss: 0.0308694 | val_loss: 0.0308609 | Time: 2372.41 ms [2022-03-09 02:08:28 main:574] : INFO : Epoch 1766 | loss: 0.0308538 | val_loss: 0.0308585 | Time: 2317.66 ms [2022-03-09 02:08:31 main:574] : INFO : Epoch 1767 | loss: 0.0308679 | val_loss: 0.0308693 | Time: 2376.65 ms [2022-03-09 02:08:33 main:574] : INFO : Epoch 1768 | loss: 0.030854 | val_loss: 0.0308482 | Time: 2390.59 ms [2022-03-09 02:08:35 main:574] : INFO : Epoch 1769 | loss: 0.0308446 | val_loss: 0.0308459 | Time: 2364 ms [2022-03-09 02:08:38 main:574] : INFO : Epoch 1770 | loss: 0.0310366 | val_loss: 0.031165 | Time: 2363.68 ms [2022-03-09 02:08:40 main:574] : INFO : Epoch 1771 | loss: 0.0311538 | val_loss: 0.0310955 | Time: 2561.49 ms [2022-03-09 02:08:43 main:574] : INFO : Epoch 1772 | loss: 0.0310799 | val_loss: 0.031018 | Time: 2431.01 ms [2022-03-09 02:08:46 main:574] : INFO : Epoch 1773 | loss: 0.0309805 | val_loss: 0.0308511 | Time: 2568.94 ms [2022-03-09 02:08:48 main:574] : INFO : Epoch 1774 | loss: 0.0306856 | val_loss: 0.0303411 | Time: 2634.5 ms [2022-03-09 02:08:51 main:574] : INFO : Epoch 1775 | loss: 0.0299731 | val_loss: 0.0293024 | Time: 2454.57 ms [2022-03-09 02:08:53 main:574] : INFO : Epoch 1776 | loss: 0.0287875 | val_loss: 0.0279572 | Time: 2366.46 ms [2022-03-09 02:08:55 main:574] : INFO : Epoch 1777 | loss: 0.0274232 | val_loss: 0.0267486 | Time: 2382.51 ms [2022-03-09 02:08:58 main:574] : INFO : Epoch 1778 | loss: 0.0264203 | val_loss: 0.0261021 | Time: 2346.08 ms [2022-03-09 02:09:00 main:574] : INFO : Epoch 1779 | loss: 0.0257699 | val_loss: 0.0254585 | Time: 2376.76 ms [2022-03-09 02:09:03 main:574] : INFO : Epoch 1780 | loss: 0.0248238 | val_loss: 0.024018 | Time: 2308.61 ms [2022-03-09 02:09:05 main:574] : INFO : Epoch 1781 | loss: 0.0235073 | val_loss: 0.0228544 | Time: 2349.41 ms [2022-03-09 02:09:07 main:574] : INFO : Epoch 1782 | loss: 0.0225359 | val_loss: 0.0220729 | Time: 2357.6 ms [2022-03-09 02:09:10 main:574] : INFO : Epoch 1783 | loss: 0.0219716 | val_loss: 0.021713 | Time: 2557.7 ms [2022-03-09 02:09:13 main:574] : INFO : Epoch 1784 | loss: 0.021666 | val_loss: 0.0214058 | Time: 2494.29 ms [2022-03-09 02:09:16 main:574] : INFO : Epoch 1785 | loss: 0.0214104 | val_loss: 0.0212156 | Time: 2936.88 ms [2022-03-09 02:09:18 main:574] : INFO : Epoch 1786 | loss: 0.0212447 | val_loss: 0.0210733 | Time: 2337.19 ms [2022-03-09 02:09:20 main:574] : INFO : Epoch 1787 | loss: 0.0211373 | val_loss: 0.0210086 | Time: 2317.38 ms [2022-03-09 02:09:23 main:574] : INFO : Epoch 1788 | loss: 0.0210578 | val_loss: 0.0208882 | Time: 2320.66 ms [2022-03-09 02:09:25 main:574] : INFO : Epoch 1789 | loss: 0.0209823 | val_loss: 0.0208571 | Time: 2325.14 ms [2022-03-09 02:09:27 main:574] : INFO : Epoch 1790 | loss: 0.0209304 | val_loss: 0.0207661 | Time: 2360.68 ms [2022-03-09 02:09:30 main:574] : INFO : Epoch 1791 | loss: 0.0208362 | val_loss: 0.0206736 | Time: 2410.46 ms [2022-03-09 02:09:32 main:574] : INFO : Epoch 1792 | loss: 0.0207455 | val_loss: 0.0205846 | Time: 2483.34 ms [2022-03-09 02:09:35 main:574] : INFO : Epoch 1793 | loss: 0.0206739 | val_loss: 0.020531 | Time: 2736.48 ms [2022-03-09 02:09:38 main:574] : INFO : Epoch 1794 | loss: 0.0206157 | val_loss: 0.0204662 | Time: 2426.43 ms [2022-03-09 02:09:40 main:574] : INFO : Epoch 1795 | loss: 0.0205509 | val_loss: 0.0203908 | Time: 2588.14 ms [2022-03-09 02:09:43 main:574] : INFO : Epoch 1796 | loss: 0.0204708 | val_loss: 0.0203108 | Time: 2459.26 ms [2022-03-09 02:09:45 main:574] : INFO : Epoch 1797 | loss: 0.020406 | val_loss: 0.0202444 | Time: 2353.24 ms [2022-03-09 02:09:47 main:574] : INFO : Epoch 1798 | loss: 0.0203336 | val_loss: 0.0201783 | Time: 2306.58 ms [2022-03-09 02:09:50 main:574] : INFO : Epoch 1799 | loss: 0.0202725 | val_loss: 0.0201024 | Time: 2321.47 ms [2022-03-09 02:09:52 main:574] : INFO : Epoch 1800 | loss: 0.0201942 | val_loss: 0.0200291 | Time: 2347.16 ms [2022-03-09 02:09:55 main:574] : INFO : Epoch 1801 | loss: 0.0201199 | val_loss: 0.0199464 | Time: 2352.34 ms [2022-03-09 02:09:57 main:574] : INFO : Epoch 1802 | loss: 0.0200548 | val_loss: 0.0198968 | Time: 2513.09 ms [2022-03-09 02:10:00 main:574] : INFO : Epoch 1803 | loss: 0.0200014 | val_loss: 0.0198402 | Time: 2489.64 ms [2022-03-09 02:10:02 main:574] : INFO : Epoch 1804 | loss: 0.0199519 | val_loss: 0.0198102 | Time: 2415.56 ms [2022-03-09 02:10:05 main:574] : INFO : Epoch 1805 | loss: 0.0199246 | val_loss: 0.0197618 | Time: 2281.12 ms [2022-03-09 02:10:07 main:574] : INFO : Epoch 1806 | loss: 0.0198821 | val_loss: 0.0197404 | Time: 2321.63 ms [2022-03-09 02:10:09 main:574] : INFO : Epoch 1807 | loss: 0.0198549 | val_loss: 0.0197084 | Time: 2586.83 ms [2022-03-09 02:10:12 main:574] : INFO : Epoch 1808 | loss: 0.0198298 | val_loss: 0.0196805 | Time: 2282.32 ms [2022-03-09 02:10:14 main:574] : INFO : Epoch 1809 | loss: 0.0198011 | val_loss: 0.0196548 | Time: 2344.5 ms [2022-03-09 02:10:17 main:574] : INFO : Epoch 1810 | loss: 0.0197759 | val_loss: 0.0196416 | Time: 2537.33 ms [2022-03-09 02:10:19 main:574] : INFO : Epoch 1811 | loss: 0.0197689 | val_loss: 0.0196071 | Time: 2355.83 ms [2022-03-09 02:10:22 main:574] : INFO : Epoch 1812 | loss: 0.0197375 | val_loss: 0.0195839 | Time: 2328.27 ms [2022-03-09 02:10:24 main:574] : INFO : Epoch 1813 | loss: 0.0197102 | val_loss: 0.0195613 | Time: 2550.8 ms [2022-03-09 02:10:27 main:574] : INFO : Epoch 1814 | loss: 0.0196905 | val_loss: 0.0195331 | Time: 2286.29 ms [2022-03-09 02:10:29 main:574] : INFO : Epoch 1815 | loss: 0.0196617 | val_loss: 0.0195076 | Time: 2316.32 ms [2022-03-09 02:10:31 main:574] : INFO : Epoch 1816 | loss: 0.0196409 | val_loss: 0.0194857 | Time: 2277.07 ms [2022-03-09 02:10:34 main:574] : INFO : Epoch 1817 | loss: 0.0196157 | val_loss: 0.019462 | Time: 2516.09 ms [2022-03-09 02:10:36 main:574] : INFO : Epoch 1818 | loss: 0.0195963 | val_loss: 0.0194415 | Time: 2380.01 ms [2022-03-09 02:10:39 main:574] : INFO : Epoch 1819 | loss: 0.0195714 | val_loss: 0.0194168 | Time: 2583 ms [2022-03-09 02:10:41 main:574] : INFO : Epoch 1820 | loss: 0.0195467 | val_loss: 0.0193958 | Time: 2339.61 ms [2022-03-09 02:10:44 main:574] : INFO : Epoch 1821 | loss: 0.0195289 | val_loss: 0.0193837 | Time: 2373.41 ms [2022-03-09 02:10:46 main:574] : INFO : Epoch 1822 | loss: 0.0195135 | val_loss: 0.0193699 | Time: 2616.1 ms [2022-03-09 02:10:49 main:574] : INFO : Epoch 1823 | loss: 0.0194954 | val_loss: 0.0193424 | Time: 2357.1 ms [2022-03-09 02:10:51 main:574] : INFO : Epoch 1824 | loss: 0.0194785 | val_loss: 0.0193199 | Time: 2337.36 ms [2022-03-09 02:10:54 main:574] : INFO : Epoch 1825 | loss: 0.0194572 | val_loss: 0.0193131 | Time: 2450.01 ms [2022-03-09 02:10:56 main:574] : INFO : Epoch 1826 | loss: 0.0194456 | val_loss: 0.0193002 | Time: 2499.51 ms [2022-03-09 02:10:59 main:574] : INFO : Epoch 1827 | loss: 0.0194282 | val_loss: 0.0192817 | Time: 2521.5 ms [2022-03-09 02:11:01 main:574] : INFO : Epoch 1828 | loss: 0.0194176 | val_loss: 0.0192798 | Time: 2332.46 ms [2022-03-09 02:11:03 main:574] : INFO : Epoch 1829 | loss: 0.0194124 | val_loss: 0.0192669 | Time: 2304.76 ms [2022-03-09 02:11:06 main:574] : INFO : Epoch 1830 | loss: 0.0194049 | val_loss: 0.0192888 | Time: 2533.83 ms [2022-03-09 02:11:08 main:574] : INFO : Epoch 1831 | loss: 0.0193882 | val_loss: 0.0192506 | Time: 2377.54 ms [2022-03-09 02:11:11 main:574] : INFO : Epoch 1832 | loss: 0.0193764 | val_loss: 0.0192189 | Time: 2368.44 ms [2022-03-09 02:11:13 main:574] : INFO : Epoch 1833 | loss: 0.0193734 | val_loss: 0.0192584 | Time: 2582.96 ms [2022-03-09 02:11:16 main:574] : INFO : Epoch 1834 | loss: 0.0194276 | val_loss: 0.0192216 | Time: 2394.02 ms [2022-03-09 02:11:18 main:574] : INFO : Epoch 1835 | loss: 0.0193577 | val_loss: 0.0191944 | Time: 2342.03 ms [2022-03-09 02:11:21 main:574] : INFO : Epoch 1836 | loss: 0.0193391 | val_loss: 0.0191937 | Time: 2455.85 ms [2022-03-09 02:11:23 main:574] : INFO : Epoch 1837 | loss: 0.0193369 | val_loss: 0.0191743 | Time: 2470.67 ms [2022-03-09 02:11:26 main:574] : INFO : Epoch 1838 | loss: 0.0193191 | val_loss: 0.0191756 | Time: 2325 ms [2022-03-09 02:11:28 main:574] : INFO : Epoch 1839 | loss: 0.0193143 | val_loss: 0.0191587 | Time: 2342.34 ms [2022-03-09 02:11:30 main:574] : INFO : Epoch 1840 | loss: 0.0192969 | val_loss: 0.0191445 | Time: 2526.55 ms [2022-03-09 02:11:33 main:574] : INFO : Epoch 1841 | loss: 0.0192849 | val_loss: 0.0191413 | Time: 2363.31 ms [2022-03-09 02:11:35 main:574] : INFO : Epoch 1842 | loss: 0.0192708 | val_loss: 0.0191045 | Time: 2551.07 ms [2022-03-09 02:11:38 main:574] : INFO : Epoch 1843 | loss: 0.0192543 | val_loss: 0.0192 | Time: 2349.6 ms [2022-03-09 02:11:40 main:574] : INFO : Epoch 1844 | loss: 0.0192735 | val_loss: 0.0190979 | Time: 2326.01 ms [2022-03-09 02:11:43 main:574] : INFO : Epoch 1845 | loss: 0.0192274 | val_loss: 0.0190931 | Time: 2350.52 ms [2022-03-09 02:11:45 main:574] : INFO : Epoch 1846 | loss: 0.0192384 | val_loss: 0.0192032 | Time: 2342.35 ms [2022-03-09 02:11:47 main:574] : INFO : Epoch 1847 | loss: 0.019264 | val_loss: 0.0193883 | Time: 2335.02 ms [2022-03-09 02:11:50 main:574] : INFO : Epoch 1848 | loss: 0.0193752 | val_loss: 0.0190938 | Time: 2589.28 ms [2022-03-09 02:11:53 main:574] : INFO : Epoch 1849 | loss: 0.0192348 | val_loss: 0.0191019 | Time: 2693.13 ms [2022-03-09 02:11:55 main:574] : INFO : Epoch 1850 | loss: 0.0192014 | val_loss: 0.0190719 | Time: 2602.73 ms [2022-03-09 02:11:58 main:574] : INFO : Epoch 1851 | loss: 0.0191812 | val_loss: 0.0190449 | Time: 2369.89 ms [2022-03-09 02:12:00 main:574] : INFO : Epoch 1852 | loss: 0.0191826 | val_loss: 0.0191007 | Time: 2358.54 ms [2022-03-09 02:12:03 main:574] : INFO : Epoch 1853 | loss: 0.0191658 | val_loss: 0.019046 | Time: 2354.82 ms [2022-03-09 02:12:05 main:574] : INFO : Epoch 1854 | loss: 0.0191659 | val_loss: 0.0189922 | Time: 2348.11 ms [2022-03-09 02:12:07 main:574] : INFO : Epoch 1855 | loss: 0.0191319 | val_loss: 0.0189883 | Time: 2332.43 ms [2022-03-09 02:12:10 main:574] : INFO : Epoch 1856 | loss: 0.0191325 | val_loss: 0.0190009 | Time: 2390.75 ms [2022-03-09 02:12:12 main:574] : INFO : Epoch 1857 | loss: 0.0191431 | val_loss: 0.0189721 | Time: 2355.68 ms [2022-03-09 02:12:15 main:574] : INFO : Epoch 1858 | loss: 0.0191348 | val_loss: 0.0189714 | Time: 2467.74 ms [2022-03-09 02:12:18 main:574] : INFO : Epoch 1859 | loss: 0.0191497 | val_loss: 0.0190363 | Time: 2819.88 ms [2022-03-09 02:12:20 main:574] : INFO : Epoch 1860 | loss: 0.0191197 | val_loss: 0.0189612 | Time: 2447 ms [2022-03-09 02:12:23 main:574] : INFO : Epoch 1861 | loss: 0.0191272 | val_loss: 0.0189991 | Time: 2498.17 ms [2022-03-09 02:12:25 main:574] : INFO : Epoch 1862 | loss: 0.0190913 | val_loss: 0.0189349 | Time: 2336.93 ms [2022-03-09 02:12:27 main:574] : INFO : Epoch 1863 | loss: 0.0190933 | val_loss: 0.018976 | Time: 2385.64 ms [2022-03-09 02:12:30 main:574] : INFO : Epoch 1864 | loss: 0.0190812 | val_loss: 0.0189445 | Time: 2336.29 ms [2022-03-09 02:12:33 main:574] : INFO : Epoch 1865 | loss: 0.0191095 | val_loss: 0.0189966 | Time: 2713.08 ms [2022-03-09 02:12:35 main:574] : INFO : Epoch 1866 | loss: 0.0190986 | val_loss: 0.0189275 | Time: 2473.65 ms [2022-03-09 02:12:38 main:574] : INFO : Epoch 1867 | loss: 0.0190965 | val_loss: 0.0189137 | Time: 2577.82 ms [2022-03-09 02:12:41 main:574] : INFO : Epoch 1868 | loss: 0.0190588 | val_loss: 0.0188958 | Time: 2733.16 ms [2022-03-09 02:12:43 main:574] : INFO : Epoch 1869 | loss: 0.0190403 | val_loss: 0.0188983 | Time: 2619.91 ms [2022-03-09 02:12:46 main:574] : INFO : Epoch 1870 | loss: 0.0190304 | val_loss: 0.0188825 | Time: 2391.78 ms [2022-03-09 02:12:48 main:574] : INFO : Epoch 1871 | loss: 0.0190565 | val_loss: 0.0189704 | Time: 2461.45 ms [2022-03-09 02:12:51 main:574] : INFO : Epoch 1872 | loss: 0.0190627 | val_loss: 0.018916 | Time: 2642.34 ms [2022-03-09 02:12:53 main:574] : INFO : Epoch 1873 | loss: 0.0190246 | val_loss: 0.0188807 | Time: 2427.61 ms [2022-03-09 02:12:56 main:574] : INFO : Epoch 1874 | loss: 0.0190151 | val_loss: 0.0188729 | Time: 2432.18 ms [2022-03-09 02:12:58 main:574] : INFO : Epoch 1875 | loss: 0.0190292 | val_loss: 0.0189103 | Time: 2371.46 ms [2022-03-09 02:13:01 main:574] : INFO : Epoch 1876 | loss: 0.0190156 | val_loss: 0.0188614 | Time: 2709.1 ms [2022-03-09 02:13:03 main:574] : INFO : Epoch 1877 | loss: 0.0190191 | val_loss: 0.0188608 | Time: 2383.77 ms [2022-03-09 02:13:06 main:574] : INFO : Epoch 1878 | loss: 0.0190435 | val_loss: 0.0189168 | Time: 2781.34 ms [2022-03-09 02:13:09 main:574] : INFO : Epoch 1879 | loss: 0.0190458 | val_loss: 0.0188813 | Time: 2690.45 ms [2022-03-09 02:13:11 main:574] : INFO : Epoch 1880 | loss: 0.0190452 | val_loss: 0.0188588 | Time: 2477.6 ms [2022-03-09 02:13:14 main:574] : INFO : Epoch 1881 | loss: 0.0190087 | val_loss: 0.018867 | Time: 2512.53 ms [2022-03-09 02:13:17 main:574] : INFO : Epoch 1882 | loss: 0.0190162 | val_loss: 0.0188679 | Time: 2689.78 ms [2022-03-09 02:13:19 main:574] : INFO : Epoch 1883 | loss: 0.0190027 | val_loss: 0.018849 | Time: 2468.8 ms [2022-03-09 02:13:22 main:574] : INFO : Epoch 1884 | loss: 0.0189965 | val_loss: 0.0188576 | Time: 2412.94 ms [2022-03-09 02:13:24 main:574] : INFO : Epoch 1885 | loss: 0.0189896 | val_loss: 0.0188561 | Time: 2619.46 ms [2022-03-09 02:13:27 main:574] : INFO : Epoch 1886 | loss: 0.0189886 | val_loss: 0.0188411 | Time: 2501.4 ms [2022-03-09 02:13:30 main:574] : INFO : Epoch 1887 | loss: 0.0190094 | val_loss: 0.0188845 | Time: 2654.02 ms [2022-03-09 02:13:33 main:574] : INFO : Epoch 1888 | loss: 0.0189922 | val_loss: 0.0188365 | Time: 2999.12 ms [2022-03-09 02:13:35 main:574] : INFO : Epoch 1889 | loss: 0.0189828 | val_loss: 0.0188512 | Time: 2640.89 ms [2022-03-09 02:13:38 main:574] : INFO : Epoch 1890 | loss: 0.0189911 | val_loss: 0.0188581 | Time: 2600.58 ms [2022-03-09 02:13:40 main:574] : INFO : Epoch 1891 | loss: 0.0189837 | val_loss: 0.0188333 | Time: 2456.57 ms [2022-03-09 02:13:43 main:574] : INFO : Epoch 1892 | loss: 0.018979 | val_loss: 0.0188438 | Time: 2380.22 ms [2022-03-09 02:13:45 main:574] : INFO : Epoch 1893 | loss: 0.0189813 | val_loss: 0.0188328 | Time: 2406.83 ms [2022-03-09 02:13:48 main:574] : INFO : Epoch 1894 | loss: 0.0189776 | val_loss: 0.0188338 | Time: 2557.8 ms [2022-03-09 02:13:50 main:574] : INFO : Epoch 1895 | loss: 0.0189777 | val_loss: 0.0188431 | Time: 2416.86 ms [2022-03-09 02:13:53 main:574] : INFO : Epoch 1896 | loss: 0.0189857 | val_loss: 0.01883 | Time: 2651.62 ms [2022-03-09 02:13:56 main:574] : INFO : Epoch 1897 | loss: 0.0189723 | val_loss: 0.0188325 | Time: 2667.84 ms [2022-03-09 02:13:58 main:574] : INFO : Epoch 1898 | loss: 0.0189746 | val_loss: 0.0188361 | Time: 2737.39 ms [2022-03-09 02:14:01 main:574] : INFO : Epoch 1899 | loss: 0.0189799 | val_loss: 0.0188385 | Time: 2519.53 ms [2022-03-09 02:14:04 main:574] : INFO : Epoch 1900 | loss: 0.0189789 | val_loss: 0.0188286 | Time: 2487.23 ms [2022-03-09 02:14:06 main:574] : INFO : Epoch 1901 | loss: 0.0189738 | val_loss: 0.0188243 | Time: 2688.17 ms [2022-03-09 02:14:09 main:574] : INFO : Epoch 1902 | loss: 0.0189735 | val_loss: 0.0188204 | Time: 2595.26 ms [2022-03-09 02:14:11 main:574] : INFO : Epoch 1903 | loss: 0.0189661 | val_loss: 0.0188204 | Time: 2503.28 ms [2022-03-09 02:14:14 main:574] : INFO : Epoch 1904 | loss: 0.0189666 | val_loss: 0.0188208 | Time: 2394.76 ms [2022-03-09 02:14:16 main:574] : INFO : Epoch 1905 | loss: 0.0189631 | val_loss: 0.0188207 | Time: 2442.88 ms [2022-03-09 02:14:19 main:574] : INFO : Epoch 1906 | loss: 0.0189764 | val_loss: 0.0188872 | Time: 2896.48 ms [2022-03-09 02:14:22 main:574] : INFO : Epoch 1907 | loss: 0.0189828 | val_loss: 0.0188668 | Time: 2681.16 ms [2022-03-09 02:14:25 main:574] : INFO : Epoch 1908 | loss: 0.0189814 | val_loss: 0.0188651 | Time: 2566.3 ms [2022-03-09 02:14:27 main:574] : INFO : Epoch 1909 | loss: 0.0189993 | val_loss: 0.0188594 | Time: 2775.57 ms [2022-03-09 02:14:30 main:574] : INFO : Epoch 1910 | loss: 0.018978 | val_loss: 0.0188232 | Time: 2646.71 ms [2022-03-09 02:14:33 main:574] : INFO : Epoch 1911 | loss: 0.0189752 | val_loss: 0.0188604 | Time: 2498.39 ms [2022-03-09 02:14:35 main:574] : INFO : Epoch 1912 | loss: 0.0189763 | val_loss: 0.0188566 | Time: 2459.8 ms [2022-03-09 02:14:38 main:574] : INFO : Epoch 1913 | loss: 0.0189789 | val_loss: 0.0188287 | Time: 2438.83 ms [2022-03-09 02:14:40 main:574] : INFO : Epoch 1914 | loss: 0.0189623 | val_loss: 0.0188181 | Time: 2450.96 ms [2022-03-09 02:14:43 main:574] : INFO : Epoch 1915 | loss: 0.0189607 | val_loss: 0.0188221 | Time: 2441.59 ms [2022-03-09 02:14:45 main:574] : INFO : Epoch 1916 | loss: 0.018953 | val_loss: 0.0188103 | Time: 2664.22 ms [2022-03-09 02:14:48 main:574] : INFO : Epoch 1917 | loss: 0.0189493 | val_loss: 0.0188237 | Time: 2564.63 ms [2022-03-09 02:14:51 main:574] : INFO : Epoch 1918 | loss: 0.0189521 | val_loss: 0.0188286 | Time: 2733.85 ms [2022-03-09 02:14:53 main:574] : INFO : Epoch 1919 | loss: 0.0189562 | val_loss: 0.0188276 | Time: 2540.31 ms [2022-03-09 02:14:56 main:574] : INFO : Epoch 1920 | loss: 0.0189616 | val_loss: 0.0188234 | Time: 2543.61 ms [2022-03-09 02:14:59 main:574] : INFO : Epoch 1921 | loss: 0.0189478 | val_loss: 0.0188105 | Time: 2567.76 ms [2022-03-09 02:15:01 main:574] : INFO : Epoch 1922 | loss: 0.0189505 | val_loss: 0.0188156 | Time: 2461.11 ms [2022-03-09 02:15:04 main:574] : INFO : Epoch 1923 | loss: 0.0189609 | val_loss: 0.018814 | Time: 2626.77 ms [2022-03-09 02:15:06 main:574] : INFO : Epoch 1924 | loss: 0.0189449 | val_loss: 0.0188062 | Time: 2626.54 ms [2022-03-09 02:15:09 main:574] : INFO : Epoch 1925 | loss: 0.0189456 | val_loss: 0.0188011 | Time: 2669.45 ms [2022-03-09 02:15:12 main:574] : INFO : Epoch 1926 | loss: 0.0189503 | val_loss: 0.0188087 | Time: 2624.57 ms [2022-03-09 02:15:14 main:574] : INFO : Epoch 1927 | loss: 0.0189434 | val_loss: 0.0188085 | Time: 2482.47 ms [2022-03-09 02:15:17 main:574] : INFO : Epoch 1928 | loss: 0.0189462 | val_loss: 0.0188029 | Time: 2398.59 ms [2022-03-09 02:15:19 main:574] : INFO : Epoch 1929 | loss: 0.0189499 | val_loss: 0.0188427 | Time: 2617.96 ms [2022-03-09 02:15:22 main:574] : INFO : Epoch 1930 | loss: 0.018958 | val_loss: 0.0188057 | Time: 2571.31 ms [2022-03-09 02:15:25 main:574] : INFO : Epoch 1931 | loss: 0.0189488 | val_loss: 0.0188074 | Time: 2815.18 ms [2022-03-09 02:15:28 main:574] : INFO : Epoch 1932 | loss: 0.018946 | val_loss: 0.0188074 | Time: 2740.62 ms [2022-03-09 02:15:30 main:574] : INFO : Epoch 1933 | loss: 0.0189437 | val_loss: 0.0188048 | Time: 2411.32 ms [2022-03-09 02:15:33 main:574] : INFO : Epoch 1934 | loss: 0.0189425 | val_loss: 0.0188105 | Time: 2611.58 ms [2022-03-09 02:15:36 main:574] : INFO : Epoch 1935 | loss: 0.0189395 | val_loss: 0.0188107 | Time: 2676.77 ms [2022-03-09 02:15:38 main:574] : INFO : Epoch 1936 | loss: 0.0189403 | val_loss: 0.0188068 | Time: 2426.71 ms [2022-03-09 02:15:41 main:574] : INFO : Epoch 1937 | loss: 0.0189448 | val_loss: 0.0187969 | Time: 2474.74 ms [2022-03-09 02:15:43 main:574] : INFO : Epoch 1938 | loss: 0.0189388 | val_loss: 0.0187989 | Time: 2466.21 ms [2022-03-09 02:15:46 main:574] : INFO : Epoch 1939 | loss: 0.0189366 | val_loss: 0.0187994 | Time: 3007.22 ms [2022-03-09 02:15:49 main:574] : INFO : Epoch 1940 | loss: 0.0189364 | val_loss: 0.0188102 | Time: 2764.86 ms [2022-03-09 02:15:51 main:574] : INFO : Epoch 1941 | loss: 0.0189417 | val_loss: 0.0188009 | Time: 2443.05 ms [2022-03-09 02:15:54 main:574] : INFO : Epoch 1942 | loss: 0.0189509 | val_loss: 0.0188146 | Time: 2463.93 ms [2022-03-09 02:15:57 main:574] : INFO : Epoch 1943 | loss: 0.0189483 | val_loss: 0.0188068 | Time: 2529.92 ms [2022-03-09 02:15:59 main:574] : INFO : Epoch 1944 | loss: 0.0189368 | val_loss: 0.0187932 | Time: 2544.91 ms [2022-03-09 02:16:02 main:574] : INFO : Epoch 1945 | loss: 0.0189384 | val_loss: 0.0188151 | Time: 2640.78 ms [2022-03-09 02:16:05 main:574] : INFO : Epoch 1946 | loss: 0.0189365 | val_loss: 0.0187933 | Time: 2891.54 ms [2022-03-09 02:16:07 main:574] : INFO : Epoch 1947 | loss: 0.0189353 | val_loss: 0.0188178 | Time: 2594.44 ms [2022-03-09 02:16:10 main:574] : INFO : Epoch 1948 | loss: 0.0189439 | val_loss: 0.0188065 | Time: 2547.74 ms [2022-03-09 02:16:13 main:574] : INFO : Epoch 1949 | loss: 0.0189423 | val_loss: 0.0188031 | Time: 2657.35 ms [2022-03-09 02:16:15 main:574] : INFO : Epoch 1950 | loss: 0.0189375 | val_loss: 0.018793 | Time: 2584.71 ms [2022-03-09 02:16:18 main:574] : INFO : Epoch 1951 | loss: 0.0189457 | val_loss: 0.0188217 | Time: 2440.43 ms [2022-03-09 02:16:20 main:574] : INFO : Epoch 1952 | loss: 0.0189378 | val_loss: 0.0187965 | Time: 2490.62 ms [2022-03-09 02:16:23 main:574] : INFO : Epoch 1953 | loss: 0.0189375 | val_loss: 0.0187998 | Time: 2509.47 ms [2022-03-09 02:16:25 main:574] : INFO : Epoch 1954 | loss: 0.0189298 | val_loss: 0.0187868 | Time: 2470.78 ms [2022-03-09 02:16:28 main:574] : INFO : Epoch 1955 | loss: 0.0189307 | val_loss: 0.018795 | Time: 2564.04 ms [2022-03-09 02:16:31 main:574] : INFO : Epoch 1956 | loss: 0.0189344 | val_loss: 0.0187989 | Time: 2410.92 ms [2022-03-09 02:16:33 main:574] : INFO : Epoch 1957 | loss: 0.018935 | val_loss: 0.0188524 | Time: 2873.53 ms [2022-03-09 02:16:37 main:574] : INFO : Epoch 1958 | loss: 0.018944 | val_loss: 0.018784 | Time: 3208.17 ms [2022-03-09 02:16:40 main:574] : INFO : Epoch 1959 | loss: 0.018925 | val_loss: 0.0187924 | Time: 2749.7 ms [2022-03-09 02:16:42 main:574] : INFO : Epoch 1960 | loss: 0.0189177 | val_loss: 0.0187741 | Time: 2584.37 ms [2022-03-09 02:16:45 main:574] : INFO : Epoch 1961 | loss: 0.0189222 | val_loss: 0.0187635 | Time: 2482.87 ms [2022-03-09 02:16:47 main:574] : INFO : Epoch 1962 | loss: 0.019057 | val_loss: 0.0188119 | Time: 2493.91 ms [2022-03-09 02:16:50 main:574] : INFO : Epoch 1963 | loss: 0.0168603 | val_loss: 0.013956 | Time: 2655.84 ms [2022-03-09 02:16:52 main:574] : INFO : Epoch 1964 | loss: 0.0134748 | val_loss: 0.0124065 | Time: 2447.56 ms [2022-03-09 02:16:55 main:574] : INFO : Epoch 1965 | loss: 0.0123424 | val_loss: 0.0119053 | Time: 2545.81 ms [2022-03-09 02:16:58 main:574] : INFO : Epoch 1966 | loss: 0.0120258 | val_loss: 0.0117783 | Time: 2579.49 ms [2022-03-09 02:17:01 main:574] : INFO : Epoch 1967 | loss: 0.0119279 | val_loss: 0.0116797 | Time: 3050.76 ms [2022-03-09 02:17:04 main:574] : INFO : Epoch 1968 | loss: 0.0117554 | val_loss: 0.0114582 | Time: 2686.56 ms [2022-03-09 02:17:06 main:574] : INFO : Epoch 1969 | loss: 0.0115287 | val_loss: 0.0111523 | Time: 2519.63 ms [2022-03-09 02:17:09 main:574] : INFO : Epoch 1970 | loss: 0.0135544 | val_loss: 0.0125497 | Time: 2668 ms [2022-03-09 02:17:11 main:574] : INFO : Epoch 1971 | loss: 0.0121467 | val_loss: 0.0114735 | Time: 2356.36 ms [2022-03-09 02:17:14 main:574] : INFO : Epoch 1972 | loss: 0.0114159 | val_loss: 0.01058 | Time: 2490.77 ms [2022-03-09 02:17:16 main:574] : INFO : Epoch 1973 | loss: 0.0117569 | val_loss: 0.0113113 | Time: 2452.81 ms [2022-03-09 02:17:19 main:574] : INFO : Epoch 1974 | loss: 0.0089248 | val_loss: 0.00720335 | Time: 2704.54 ms [2022-03-09 02:17:22 main:574] : INFO : Epoch 1975 | loss: 0.00646269 | val_loss: 0.00557417 | Time: 2624.62 ms [2022-03-09 02:17:24 main:574] : INFO : Epoch 1976 | loss: 0.00554682 | val_loss: 0.00518993 | Time: 2515.58 ms [2022-03-09 02:17:27 main:574] : INFO : Epoch 1977 | loss: 0.0052361 | val_loss: 0.00500231 | Time: 2678.44 ms [2022-03-09 02:17:30 main:574] : INFO : Epoch 1978 | loss: 0.00506844 | val_loss: 0.00486898 | Time: 2458.51 ms [2022-03-09 02:17:32 main:574] : INFO : Epoch 1979 | loss: 0.00498194 | val_loss: 0.00483394 | Time: 2658.02 ms [2022-03-09 02:17:35 main:574] : INFO : Epoch 1980 | loss: 0.00494589 | val_loss: 0.00477423 | Time: 2441.77 ms [2022-03-09 02:17:37 main:574] : INFO : Epoch 1981 | loss: 0.00488956 | val_loss: 0.00474658 | Time: 2489.39 ms [2022-03-09 02:17:40 main:574] : INFO : Epoch 1982 | loss: 0.00486656 | val_loss: 0.00469986 | Time: 2448.51 ms [2022-03-09 02:17:42 main:574] : INFO : Epoch 1983 | loss: 0.00484319 | val_loss: 0.00464158 | Time: 2665.56 ms [2022-03-09 02:17:45 main:574] : INFO : Epoch 1984 | loss: 0.00477497 | val_loss: 0.00463777 | Time: 2462.46 ms [2022-03-09 02:17:48 main:574] : INFO : Epoch 1985 | loss: 0.00474553 | val_loss: 0.00457454 | Time: 2587.14 ms [2022-03-09 02:17:50 main:574] : INFO : Epoch 1986 | loss: 0.00484367 | val_loss: 0.00479121 | Time: 2596.58 ms [2022-03-09 02:17:53 main:574] : INFO : Epoch 1987 | loss: 0.00477544 | val_loss: 0.00456621 | Time: 2804.59 ms [2022-03-09 02:17:56 main:574] : INFO : Epoch 1988 | loss: 0.00467799 | val_loss: 0.00451734 | Time: 2524.02 ms [2022-03-09 02:17:59 main:574] : INFO : Epoch 1989 | loss: 0.00464696 | val_loss: 0.00454277 | Time: 2813.79 ms [2022-03-09 02:18:02 main:574] : INFO : Epoch 1990 | loss: 0.00462322 | val_loss: 0.00447167 | Time: 3003.01 ms [2022-03-09 02:18:04 main:574] : INFO : Epoch 1991 | loss: 0.00462134 | val_loss: 0.00451642 | Time: 2583.57 ms [2022-03-09 02:18:07 main:574] : INFO : Epoch 1992 | loss: 0.00461 | val_loss: 0.00444353 | Time: 2729.57 ms [2022-03-09 02:18:10 main:574] : INFO : Epoch 1993 | loss: 0.00456776 | val_loss: 0.00443248 | Time: 2719.87 ms [2022-03-09 02:18:12 main:574] : INFO : Epoch 1994 | loss: 0.00454863 | val_loss: 0.00440294 | Time: 2423.34 ms [2022-03-09 02:18:15 main:574] : INFO : Epoch 1995 | loss: 0.00452879 | val_loss: 0.00436989 | Time: 2459.29 ms [2022-03-09 02:18:17 main:574] : INFO : Epoch 1996 | loss: 0.00451729 | val_loss: 0.00438972 | Time: 2624.26 ms [2022-03-09 02:18:20 main:574] : INFO : Epoch 1997 | loss: 0.00447833 | val_loss: 0.00431845 | Time: 2578.64 ms [2022-03-09 02:18:23 main:574] : INFO : Epoch 1998 | loss: 0.00441999 | val_loss: 0.00425304 | Time: 2912.81 ms [2022-03-09 02:18:26 main:574] : INFO : Epoch 1999 | loss: 0.00437855 | val_loss: 0.00422445 | Time: 2762.92 ms [2022-03-09 02:18:28 main:574] : INFO : Epoch 2000 | loss: 0.00434304 | val_loss: 0.00418377 | Time: 2521.16 ms [2022-03-09 02:18:31 main:574] : INFO : Epoch 2001 | loss: 0.00430774 | val_loss: 0.00415841 | Time: 2472.35 ms [2022-03-09 02:18:33 main:574] : INFO : Epoch 2002 | loss: 0.00429001 | val_loss: 0.00414013 | Time: 2658.55 ms [2022-03-09 02:18:36 main:574] : INFO : Epoch 2003 | loss: 0.00428894 | val_loss: 0.00416698 | Time: 2521.75 ms [2022-03-09 02:18:39 main:574] : INFO : Epoch 2004 | loss: 0.00426993 | val_loss: 0.00411263 | Time: 2530.41 ms [2022-03-09 02:18:41 main:574] : INFO : Epoch 2005 | loss: 0.00423711 | val_loss: 0.00411033 | Time: 2521.89 ms [2022-03-09 02:18:44 main:574] : INFO : Epoch 2006 | loss: 0.00421448 | val_loss: 0.00405717 | Time: 2508.57 ms [2022-03-09 02:18:47 main:574] : INFO : Epoch 2007 | loss: 0.00419264 | val_loss: 0.00404021 | Time: 2823.63 ms [2022-03-09 02:18:49 main:574] : INFO : Epoch 2008 | loss: 0.0041981 | val_loss: 0.00408506 | Time: 2486.8 ms [2022-03-09 02:18:52 main:574] : INFO : Epoch 2009 | loss: 0.00420078 | val_loss: 0.00403791 | Time: 2520.07 ms [2022-03-09 02:18:54 main:574] : INFO : Epoch 2010 | loss: 0.00416508 | val_loss: 0.00403052 | Time: 2807.21 ms [2022-03-09 02:18:58 main:574] : INFO : Epoch 2011 | loss: 0.00414385 | val_loss: 0.00398812 | Time: 3557.1 ms [2022-03-09 02:19:02 main:574] : INFO : Epoch 2012 | loss: 0.00411622 | val_loss: 0.00398232 | Time: 3437.35 ms [2022-03-09 02:19:04 main:574] : INFO : Epoch 2013 | loss: 0.00410594 | val_loss: 0.00395659 | Time: 2843.52 ms [2022-03-09 02:19:07 main:574] : INFO : Epoch 2014 | loss: 0.0042013 | val_loss: 0.00428261 | Time: 2964.31 ms [2022-03-09 02:19:11 main:574] : INFO : Epoch 2015 | loss: 0.00421135 | val_loss: 0.00398244 | Time: 3187.59 ms [2022-03-09 02:19:14 main:574] : INFO : Epoch 2016 | loss: 0.00412379 | val_loss: 0.00395947 | Time: 3246.54 ms [2022-03-09 02:19:17 main:574] : INFO : Epoch 2017 | loss: 0.00408263 | val_loss: 0.00392748 | Time: 2703.8 ms [2022-03-09 02:19:19 main:574] : INFO : Epoch 2018 | loss: 0.00406733 | val_loss: 0.00391563 | Time: 2625.53 ms [2022-03-09 02:19:23 main:574] : INFO : Epoch 2019 | loss: 0.00405424 | val_loss: 0.00390772 | Time: 3305.18 ms [2022-03-09 02:19:26 main:574] : INFO : Epoch 2020 | loss: 0.0040405 | val_loss: 0.00389165 | Time: 3214.8 ms [2022-03-09 02:19:29 main:574] : INFO : Epoch 2021 | loss: 0.00404461 | val_loss: 0.00389761 | Time: 3022.83 ms [2022-03-09 02:19:33 main:574] : INFO : Epoch 2022 | loss: 0.00404961 | val_loss: 0.00390295 | Time: 3313.93 ms [2022-03-09 02:19:35 main:574] : INFO : Epoch 2023 | loss: 0.00402693 | val_loss: 0.00387821 | Time: 2758.82 ms [2022-03-09 02:19:39 main:574] : INFO : Epoch 2024 | loss: 0.00406811 | val_loss: 0.00390263 | Time: 3042.13 ms [2022-03-09 02:19:42 main:574] : INFO : Epoch 2025 | loss: 0.0040384 | val_loss: 0.00388952 | Time: 3376.03 ms [2022-03-09 02:19:45 main:574] : INFO : Epoch 2026 | loss: 0.00402924 | val_loss: 0.00387918 | Time: 2871.64 ms [2022-03-09 02:19:48 main:574] : INFO : Epoch 2027 | loss: 0.0040197 | val_loss: 0.0038534 | Time: 3431.71 ms [2022-03-09 02:19:51 main:574] : INFO : Epoch 2028 | loss: 0.00402015 | val_loss: 0.00386387 | Time: 2764.55 ms [2022-03-09 02:19:54 main:574] : INFO : Epoch 2029 | loss: 0.00400765 | val_loss: 0.00385685 | Time: 2589.05 ms [2022-03-09 02:19:57 main:574] : INFO : Epoch 2030 | loss: 0.00399463 | val_loss: 0.00391325 | Time: 3063.3 ms [2022-03-09 02:20:00 main:574] : INFO : Epoch 2031 | loss: 0.0040458 | val_loss: 0.00386341 | Time: 2983.29 ms [2022-03-09 02:20:04 main:574] : INFO : Epoch 2032 | loss: 0.00398711 | val_loss: 0.00389763 | Time: 3625.34 ms [2022-03-09 02:20:07 main:574] : INFO : Epoch 2033 | loss: 0.00397727 | val_loss: 0.00384394 | Time: 3222.51 ms [2022-03-09 02:20:11 main:574] : INFO : Epoch 2034 | loss: 0.0039694 | val_loss: 0.00383067 | Time: 3582.56 ms [2022-03-09 02:20:14 main:574] : INFO : Epoch 2035 | loss: 0.00400204 | val_loss: 0.00389282 | Time: 3512.29 ms [2022-03-09 02:20:17 main:574] : INFO : Epoch 2036 | loss: 0.00400903 | val_loss: 0.00383491 | Time: 2878.16 ms [2022-03-09 02:20:20 main:574] : INFO : Epoch 2037 | loss: 0.00396501 | val_loss: 0.00382909 | Time: 3090.18 ms [2022-03-09 02:20:24 main:574] : INFO : Epoch 2038 | loss: 0.00397632 | val_loss: 0.00383648 | Time: 3542.29 ms [2022-03-09 02:20:27 main:574] : INFO : Epoch 2039 | loss: 0.00398698 | val_loss: 0.00387265 | Time: 3319.17 ms [2022-03-09 02:20:30 main:574] : INFO : Epoch 2040 | loss: 0.0039641 | val_loss: 0.00381245 | Time: 2851.05 ms [2022-03-09 02:20:33 main:574] : INFO : Epoch 2041 | loss: 0.0039489 | val_loss: 0.00382771 | Time: 2795.62 ms [2022-03-09 02:20:36 main:574] : INFO : Epoch 2042 | loss: 0.00397946 | val_loss: 0.00382923 | Time: 2724.29 ms [2022-03-09 02:20:39 main:574] : INFO : Epoch 2043 | loss: 0.00395247 | val_loss: 0.00380202 | Time: 3225.49 ms [2022-03-09 02:20:42 main:574] : INFO : Epoch 2044 | loss: 0.00394758 | val_loss: 0.00383834 | Time: 2622.7 ms [2022-03-09 02:20:45 main:574] : INFO : Epoch 2045 | loss: 0.00395295 | val_loss: 0.00382798 | Time: 3511.46 ms [2022-03-09 02:20:48 main:574] : INFO : Epoch 2046 | loss: 0.00393537 | val_loss: 0.00378862 | Time: 2972.66 ms [2022-03-09 02:20:51 main:574] : INFO : Epoch 2047 | loss: 0.0039232 | val_loss: 0.00380516 | Time: 2810.05 ms [2022-03-09 02:20:54 main:574] : INFO : Epoch 2048 | loss: 0.00392747 | val_loss: 0.00377846 | Time: 2827.8 ms [2022-03-09 02:20:54 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.00377846 [2022-03-09 02:20:54 main:603] : INFO : Saving end state to config to file [2022-03-09 02:20:54 main:608] : INFO : Success, exiting.. 02:20:54 (8864): 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)