Task 12368936
| Name | ParityModified-1645992465-29158-1-0_0 |
| Workunit | 9540719 |
| Created | 2 Mar 2022, 7:45:16 UTC |
| Sent | 6 Mar 2022, 8:01:21 UTC |
| Report deadline | 14 Mar 2022, 8:01:21 UTC |
| Received | 8 Mar 2022, 0:44:41 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 571 |
| Run time | 2 hours 2 min 19 sec |
| CPU time | 1 hours 55 min 51 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 |
Stderr output
<core_client_version>7.14.2</core_client_version> <![CDATA[ <stderr_txt> 3:39 main:574] : INFO : Epoch 1567 | loss: 0.0311082 | val_loss: 0.0311478 | Time: 3809.3 ms [2022-03-07 22:23:42 main:574] : INFO : Epoch 1568 | loss: 0.0311024 | val_loss: 0.0311662 | Time: 3412 ms [2022-03-07 22:23:45 main:574] : INFO : Epoch 1569 | loss: 0.0311076 | val_loss: 0.0311494 | Time: 3064.51 ms [2022-03-07 22:23:48 main:574] : INFO : Epoch 1570 | loss: 0.0311061 | val_loss: 0.031154 | Time: 3069.78 ms [2022-03-07 22:23:51 main:574] : INFO : Epoch 1571 | loss: 0.0311048 | val_loss: 0.0311511 | Time: 3083.05 ms [2022-03-07 22:23:54 main:574] : INFO : Epoch 1572 | loss: 0.0311109 | val_loss: 0.0311526 | Time: 2749.38 ms [2022-03-07 22:23:58 main:574] : INFO : Epoch 1573 | loss: 0.0311111 | val_loss: 0.031144 | Time: 3473.93 ms [2022-03-07 22:24:01 main:574] : INFO : Epoch 1574 | loss: 0.0311156 | val_loss: 0.0311522 | Time: 2897.1 ms [2022-03-07 22:24:03 main:574] : INFO : Epoch 1575 | loss: 0.0311104 | val_loss: 0.0311595 | Time: 2626.98 ms [2022-03-07 22:24:07 main:574] : INFO : Epoch 1576 | loss: 0.0311073 | val_loss: 0.0311532 | Time: 3138.51 ms [2022-03-07 22:24:10 main:574] : INFO : Epoch 1577 | loss: 0.031104 | val_loss: 0.0311589 | Time: 3294.26 ms [2022-03-07 22:24:13 main:574] : INFO : Epoch 1578 | loss: 0.0310993 | val_loss: 0.0311576 | Time: 2849.98 ms [2022-03-07 22:24:16 main:574] : INFO : Epoch 1579 | loss: 0.0310993 | val_loss: 0.0311582 | Time: 2864.6 ms [2022-03-07 22:24:19 main:574] : INFO : Epoch 1580 | loss: 0.0311032 | val_loss: 0.0311497 | Time: 2952.88 ms [2022-03-07 22:24:23 main:574] : INFO : Epoch 1581 | loss: 0.0311008 | val_loss: 0.0311531 | Time: 4276.81 ms [2022-03-07 22:24:27 main:574] : INFO : Epoch 1582 | loss: 0.0311003 | val_loss: 0.0311641 | Time: 3620.04 ms [2022-03-07 22:24:30 main:574] : INFO : Epoch 1583 | loss: 0.0310961 | val_loss: 0.031158 | Time: 3449.48 ms [2022-03-07 22:24:33 main:574] : INFO : Epoch 1584 | loss: 0.0310934 | val_loss: 0.0311637 | Time: 3198.47 ms [2022-03-07 22:24:36 main:574] : INFO : Epoch 1585 | loss: 0.0310947 | val_loss: 0.0311537 | Time: 2856.27 ms [2022-03-07 22:24:39 main:574] : INFO : Epoch 1586 | loss: 0.031096 | val_loss: 0.031154 | Time: 2745.44 ms [2022-03-07 22:24:42 main:574] : INFO : Epoch 1587 | loss: 0.0310966 | val_loss: 0.0311625 | Time: 2895.38 ms [2022-03-07 22:24:45 main:574] : INFO : Epoch 1588 | loss: 0.031093 | val_loss: 0.0311622 | Time: 2719.87 ms [2022-03-07 22:24:48 main:574] : INFO : Epoch 1589 | loss: 0.0310933 | val_loss: 0.0311554 | Time: 3174.22 ms [2022-03-07 22:24:52 main:574] : INFO : Epoch 1590 | loss: 0.0310932 | val_loss: 0.0311658 | Time: 3680.9 ms [2022-03-07 22:24:55 main:574] : INFO : Epoch 1591 | loss: 0.0310955 | val_loss: 0.0311565 | Time: 3613.72 ms [2022-03-07 22:24:59 main:574] : INFO : Epoch 1592 | loss: 0.0310955 | val_loss: 0.031159 | Time: 3277.28 ms [2022-03-07 22:25:02 main:574] : INFO : Epoch 1593 | loss: 0.0310976 | val_loss: 0.0311541 | Time: 3428.13 ms [2022-03-07 22:25:05 main:574] : INFO : Epoch 1594 | loss: 0.0310948 | val_loss: 0.0311502 | Time: 2800.38 ms [2022-03-07 22:25:08 main:574] : INFO : Epoch 1595 | loss: 0.031098 | val_loss: 0.0311616 | Time: 2840.54 ms [2022-03-07 22:25:11 main:574] : INFO : Epoch 1596 | loss: 0.0310973 | val_loss: 0.031158 | Time: 3417.37 ms [2022-03-07 22:25:15 main:574] : INFO : Epoch 1597 | loss: 0.0310964 | val_loss: 0.0311665 | Time: 3155.24 ms [2022-03-07 22:25:18 main:574] : INFO : Epoch 1598 | loss: 0.031095 | val_loss: 0.031156 | Time: 3200.82 ms [2022-03-07 22:25:21 main:574] : INFO : Epoch 1599 | loss: 0.031095 | val_loss: 0.0311639 | Time: 3082.78 ms [2022-03-07 22:25:24 main:574] : INFO : Epoch 1600 | loss: 0.0310959 | val_loss: 0.0311597 | Time: 3318.94 ms [2022-03-07 22:25:27 main:574] : INFO : Epoch 1601 | loss: 0.0310911 | val_loss: 0.0311608 | Time: 2719.54 ms [2022-03-07 22:25:30 main:574] : INFO : Epoch 1602 | loss: 0.0310931 | val_loss: 0.0311456 | Time: 3187.99 ms [2022-03-07 22:25:33 main:574] : INFO : Epoch 1603 | loss: 0.0310978 | val_loss: 0.0311626 | Time: 3136.05 ms [2022-03-07 22:25:36 main:574] : INFO : Epoch 1604 | loss: 0.0310961 | val_loss: 0.0311672 | Time: 2749.9 ms [2022-03-07 22:25:39 main:574] : INFO : Epoch 1605 | loss: 0.0310957 | val_loss: 0.0311611 | Time: 3030.18 ms [2022-03-07 22:25:43 main:574] : INFO : Epoch 1606 | loss: 0.0310972 | val_loss: 0.0311612 | Time: 3532.47 ms [2022-03-07 22:25:46 main:574] : INFO : Epoch 1607 | loss: 0.0310931 | val_loss: 0.031159 | Time: 3137.24 ms [2022-03-07 22:25:49 main:574] : INFO : Epoch 1608 | loss: 0.0310996 | val_loss: 0.031161 | Time: 3242.19 ms [2022-03-07 22:25:53 main:574] : INFO : Epoch 1609 | loss: 0.0310989 | val_loss: 0.0311531 | Time: 3344.39 ms [2022-03-07 22:25:56 main:574] : INFO : Epoch 1610 | loss: 0.0310981 | val_loss: 0.0311641 | Time: 3506.42 ms [2022-03-07 22:25:59 main:574] : INFO : Epoch 1611 | loss: 0.0310991 | val_loss: 0.0311523 | Time: 3183.31 ms [2022-03-07 22:26:03 main:574] : INFO : Epoch 1612 | loss: 0.0310972 | val_loss: 0.0311606 | Time: 3203.05 ms [2022-03-07 22:26:06 main:574] : INFO : Epoch 1613 | loss: 0.0310937 | val_loss: 0.031158 | Time: 3329.05 ms [2022-03-07 22:26:09 main:574] : INFO : Epoch 1614 | loss: 0.0310939 | val_loss: 0.0311653 | Time: 3081.78 ms [2022-03-07 22:26:12 main:574] : INFO : Epoch 1615 | loss: 0.031093 | val_loss: 0.0311559 | Time: 3038.21 ms [2022-03-07 22:26:16 main:574] : INFO : Epoch 1616 | loss: 0.0310903 | val_loss: 0.0311599 | Time: 3184.96 ms [2022-03-07 22:26:19 main:574] : INFO : Epoch 1617 | loss: 0.0310913 | val_loss: 0.0311609 | Time: 3219.74 ms [2022-03-07 22:26:22 main:574] : INFO : Epoch 1618 | loss: 0.0310931 | val_loss: 0.0311536 | Time: 2764.26 ms [2022-03-07 22:26:25 main:574] : INFO : Epoch 1619 | loss: 0.0311015 | val_loss: 0.0311482 | Time: 3475.28 ms [2022-03-07 22:26:29 main:574] : INFO : Epoch 1620 | loss: 0.0311024 | val_loss: 0.0311647 | Time: 3659.51 ms [2022-03-07 22:26:32 main:574] : INFO : Epoch 1621 | loss: 0.0310964 | val_loss: 0.0311566 | Time: 2957.31 ms [2022-03-07 22:26:35 main:574] : INFO : Epoch 1622 | loss: 0.0310921 | val_loss: 0.031157 | Time: 3391.06 ms [2022-03-07 22:26:39 main:574] : INFO : Epoch 1623 | loss: 0.0310893 | val_loss: 0.0311642 | Time: 3500.26 ms [2022-03-07 22:26:42 main:574] : INFO : Epoch 1624 | loss: 0.0310882 | val_loss: 0.0311606 | Time: 2983.7 ms [2022-03-07 22:26:45 main:574] : INFO : Epoch 1625 | loss: 0.031087 | val_loss: 0.0311642 | Time: 3329.25 ms [2022-03-07 22:26:48 main:574] : INFO : Epoch 1626 | loss: 0.0310863 | val_loss: 0.0311562 | Time: 2928.61 ms [2022-03-07 22:26:51 main:574] : INFO : Epoch 1627 | loss: 0.0310932 | val_loss: 0.0311654 | Time: 3278.81 ms [2022-03-07 22:26:54 main:574] : INFO : Epoch 1628 | loss: 0.0310977 | val_loss: 0.0311679 | Time: 2666.81 ms [2022-03-07 22:26:57 main:574] : INFO : Epoch 1629 | loss: 0.0311032 | val_loss: 0.0311599 | Time: 2983.29 ms [2022-03-07 22:27:01 main:574] : INFO : Epoch 1630 | loss: 0.0311037 | val_loss: 0.0311545 | Time: 3334.65 ms [2022-03-07 22:27:03 main:574] : INFO : Epoch 1631 | loss: 0.031096 | val_loss: 0.031161 | Time: 2856.26 ms [2022-03-07 22:27:07 main:574] : INFO : Epoch 1632 | loss: 0.0310942 | val_loss: 0.0311646 | Time: 3180.19 ms [2022-03-07 22:27:10 main:574] : INFO : Epoch 1633 | loss: 0.0310939 | val_loss: 0.0311676 | Time: 2945.77 ms [2022-03-07 22:27:13 main:574] : INFO : Epoch 1634 | loss: 0.0310996 | val_loss: 0.0311604 | Time: 3477.08 ms [2022-03-07 22:27:16 main:574] : INFO : Epoch 1635 | loss: 0.0311098 | val_loss: 0.0311597 | Time: 2773.54 ms [2022-03-07 22:27:19 main:574] : INFO : Epoch 1636 | loss: 0.0311056 | val_loss: 0.0311505 | Time: 2727.32 ms [2022-03-07 22:27:22 main:574] : INFO : Epoch 1637 | loss: 0.0310988 | val_loss: 0.0311564 | Time: 3155.54 ms [2022-03-07 22:27:25 main:574] : INFO : Epoch 1638 | loss: 0.0311005 | val_loss: 0.0311606 | Time: 2688.22 ms [2022-03-07 22:27:28 main:574] : INFO : Epoch 1639 | loss: 0.0311048 | val_loss: 0.0311621 | Time: 3403.26 ms [2022-03-07 22:27:31 main:574] : INFO : Epoch 1640 | loss: 0.0311095 | val_loss: 0.0311613 | Time: 2838.98 ms [2022-03-07 22:27:34 main:574] : INFO : Epoch 1641 | loss: 0.0311073 | val_loss: 0.0311696 | Time: 2817.17 ms [2022-03-07 22:27:37 main:574] : INFO : Epoch 1642 | loss: 0.0311004 | val_loss: 0.0311581 | Time: 3200.88 ms [2022-03-07 22:27:40 main:574] : INFO : Epoch 1643 | loss: 0.0311002 | val_loss: 0.0311564 | Time: 3346.78 ms [2022-03-07 22:27:43 main:574] : INFO : Epoch 1644 | loss: 0.031097 | val_loss: 0.0311531 | Time: 2932.52 ms [2022-03-07 22:27:46 main:574] : INFO : Epoch 1645 | loss: 0.0310971 | val_loss: 0.0311522 | Time: 2889.43 ms [2022-03-07 22:27:49 main:574] : INFO : Epoch 1646 | loss: 0.0310968 | val_loss: 0.0311652 | Time: 2714.66 ms [2022-03-07 22:27:52 main:574] : INFO : Epoch 1647 | loss: 0.0310925 | val_loss: 0.0311577 | Time: 3278.91 ms [2022-03-07 22:27:55 main:574] : INFO : Epoch 1648 | loss: 0.0310948 | val_loss: 0.0311565 | Time: 2736.16 ms [2022-03-07 22:27:58 main:574] : INFO : Epoch 1649 | loss: 0.0310991 | val_loss: 0.0311594 | Time: 2865.05 ms [2022-03-07 22:28:01 main:574] : INFO : Epoch 1650 | loss: 0.0310969 | val_loss: 0.0311651 | Time: 2780.66 ms [2022-03-07 22:28:04 main:574] : INFO : Epoch 1651 | loss: 0.0310969 | val_loss: 0.0311647 | Time: 3046.88 ms [2022-03-07 22:28:08 main:574] : INFO : Epoch 1652 | loss: 0.0310924 | val_loss: 0.0311573 | Time: 3674.2 ms [2022-03-07 22:28:11 main:574] : INFO : Epoch 1653 | loss: 0.0310937 | val_loss: 0.0311559 | Time: 3492.99 ms [2022-03-07 22:28:14 main:574] : INFO : Epoch 1654 | loss: 0.0310914 | val_loss: 0.0311547 | Time: 2855.66 ms [2022-03-07 22:28:18 main:574] : INFO : Epoch 1655 | loss: 0.0310936 | val_loss: 0.0311569 | Time: 3235.32 ms [2022-03-07 22:28:21 main:574] : INFO : Epoch 1656 | loss: 0.0310915 | val_loss: 0.0311647 | Time: 3008.53 ms [2022-03-07 22:28:25 main:574] : INFO : Epoch 1657 | loss: 0.0310904 | val_loss: 0.0311544 | Time: 3161.48 ms [2022-03-07 22:28:28 main:574] : INFO : Epoch 1658 | loss: 0.0310912 | val_loss: 0.0311555 | Time: 2874.35 ms [2022-03-07 22:28:32 main:574] : INFO : Epoch 1659 | loss: 0.0310873 | val_loss: 0.0311511 | Time: 3513.73 ms [2022-03-07 22:28:35 main:574] : INFO : Epoch 1660 | loss: 0.03109 | val_loss: 0.0311568 | Time: 3309.76 ms [2022-03-07 22:28:38 main:574] : INFO : Epoch 1661 | loss: 0.0310921 | val_loss: 0.0311594 | Time: 2902.45 ms [2022-03-07 22:28:41 main:574] : INFO : Epoch 1662 | loss: 0.0310946 | val_loss: 0.0311531 | Time: 3127.68 ms [2022-03-07 22:28:44 main:574] : INFO : Epoch 1663 | loss: 0.0310941 | val_loss: 0.0311553 | Time: 2670.21 ms [2022-03-07 22:28:46 main:574] : INFO : Epoch 1664 | loss: 0.0310986 | val_loss: 0.0311654 | Time: 2637.55 ms [2022-03-07 22:28:49 main:574] : INFO : Epoch 1665 | loss: 0.0311026 | val_loss: 0.0311568 | Time: 2656.63 ms [2022-03-07 22:28:52 main:574] : INFO : Epoch 1666 | loss: 0.0310986 | val_loss: 0.0311529 | Time: 2887.65 ms [2022-03-07 22:28:55 main:574] : INFO : Epoch 1667 | loss: 0.0310962 | val_loss: 0.0311547 | Time: 2504.34 ms [2022-03-07 22:28:58 main:574] : INFO : Epoch 1668 | loss: 0.0310944 | val_loss: 0.0311547 | Time: 3294.54 ms [2022-03-07 22:29:01 main:574] : INFO : Epoch 1669 | loss: 0.0310922 | val_loss: 0.0311577 | Time: 3112.25 ms [2022-03-07 22:29:04 main:574] : INFO : Epoch 1670 | loss: 0.0310997 | val_loss: 0.0311554 | Time: 2601.96 ms [2022-03-07 22:29:06 main:574] : INFO : Epoch 1671 | loss: 0.0311102 | val_loss: 0.0311581 | Time: 2558.56 ms [2022-03-07 22:29:09 main:574] : INFO : Epoch 1672 | loss: 0.0311105 | val_loss: 0.0311582 | Time: 2556.22 ms [2022-03-07 22:29:12 main:574] : INFO : Epoch 1673 | loss: 0.0311081 | val_loss: 0.0311514 | Time: 3213.64 ms [2022-03-07 22:29:15 main:574] : INFO : Epoch 1674 | loss: 0.0310982 | val_loss: 0.0311538 | Time: 2648.21 ms [2022-03-07 22:29:18 main:574] : INFO : Epoch 1675 | loss: 0.0310969 | val_loss: 0.0311552 | Time: 2754.79 ms [2022-03-07 22:29:20 main:574] : INFO : Epoch 1676 | loss: 0.0310954 | val_loss: 0.0311622 | Time: 2702.72 ms [2022-03-07 22:29:24 main:574] : INFO : Epoch 1677 | loss: 0.0311142 | val_loss: 0.0311467 | Time: 3355.29 ms [2022-03-07 22:29:27 main:574] : INFO : Epoch 1678 | loss: 0.031106 | val_loss: 0.0311582 | Time: 2834.95 ms [2022-03-07 22:29:30 main:574] : INFO : Epoch 1679 | loss: 0.0310996 | val_loss: 0.0311531 | Time: 3298.9 ms [2022-03-07 22:29:33 main:574] : INFO : Epoch 1680 | loss: 0.0311004 | val_loss: 0.0311516 | Time: 2969.11 ms [2022-03-07 22:29:36 main:574] : INFO : Epoch 1681 | loss: 0.0311115 | val_loss: 0.0311654 | Time: 2807.79 ms [2022-03-07 22:29:39 main:574] : INFO : Epoch 1682 | loss: 0.0311142 | val_loss: 0.0311573 | Time: 2910.08 ms [2022-03-07 22:29:43 main:574] : INFO : Epoch 1683 | loss: 0.0311104 | val_loss: 0.0311695 | Time: 4033.26 ms [2022-03-07 22:29:46 main:574] : INFO : Epoch 1684 | loss: 0.031119 | val_loss: 0.0311562 | Time: 3146.68 ms [2022-03-07 22:29:49 main:574] : INFO : Epoch 1685 | loss: 0.0311152 | val_loss: 0.031159 | Time: 2952.79 ms [2022-03-07 22:29:53 main:574] : INFO : Epoch 1686 | loss: 0.0311041 | val_loss: 0.0311521 | Time: 3343.39 ms [2022-03-07 22:29:56 main:574] : INFO : Epoch 1687 | loss: 0.0311 | val_loss: 0.0311591 | Time: 3118.33 ms [2022-03-07 22:29:59 main:574] : INFO : Epoch 1688 | loss: 0.031095 | val_loss: 0.0311607 | Time: 3020.55 ms [2022-03-07 22:30:02 main:574] : INFO : Epoch 1689 | loss: 0.0310937 | val_loss: 0.0311594 | Time: 3384.41 ms [2022-03-07 22:30:06 main:574] : INFO : Epoch 1690 | loss: 0.0310978 | val_loss: 0.0311684 | Time: 3796.31 ms [2022-03-07 22:30:09 main:574] : INFO : Epoch 1691 | loss: 0.0311201 | val_loss: 0.0311572 | Time: 2807.36 ms [2022-03-07 22:30:12 main:574] : INFO : Epoch 1692 | loss: 0.0311101 | val_loss: 0.0311607 | Time: 2814.44 ms [2022-03-07 22:30:15 main:574] : INFO : Epoch 1693 | loss: 0.0311066 | val_loss: 0.0311553 | Time: 2902.5 ms [2022-03-07 22:30:18 main:574] : INFO : Epoch 1694 | loss: 0.0311011 | val_loss: 0.0311544 | Time: 3138.72 ms [2022-03-07 22:30:21 main:574] : INFO : Epoch 1695 | loss: 0.0311017 | val_loss: 0.0311705 | Time: 3354.42 ms [2022-03-07 22:30:25 main:574] : INFO : Epoch 1696 | loss: 0.0311096 | val_loss: 0.031153 | Time: 3308.61 ms [2022-03-07 22:30:29 main:574] : INFO : Epoch 1697 | loss: 0.0311132 | val_loss: 0.0311658 | Time: 3490.61 ms [2022-03-07 22:30:32 main:574] : INFO : Epoch 1698 | loss: 0.0311073 | val_loss: 0.0311608 | Time: 3278 ms [2022-03-07 22:30:36 main:574] : INFO : Epoch 1699 | loss: 0.031101 | val_loss: 0.031163 | Time: 3941.76 ms [2022-03-07 22:30:39 main:574] : INFO : Epoch 1700 | loss: 0.0310982 | val_loss: 0.0311586 | Time: 3554.44 ms [2022-03-07 22:30:43 main:574] : INFO : Epoch 1701 | loss: 0.0310982 | val_loss: 0.031162 | Time: 3306.57 ms [2022-03-07 22:30:46 main:574] : INFO : Epoch 1702 | loss: 0.0311008 | val_loss: 0.0311603 | Time: 3192.8 ms [2022-03-07 22:30:49 main:574] : INFO : Epoch 1703 | loss: 0.0311004 | val_loss: 0.0311682 | Time: 2907.46 ms [2022-03-07 22:30:52 main:574] : INFO : Epoch 1704 | loss: 0.0310984 | val_loss: 0.0311632 | Time: 2840.98 ms [2022-03-07 22:30:55 main:574] : INFO : Epoch 1705 | loss: 0.0310945 | val_loss: 0.0311642 | Time: 3227.66 ms [2022-03-07 22:30:58 main:574] : INFO : Epoch 1706 | loss: 0.0310995 | val_loss: 0.0311648 | Time: 2826.53 ms [2022-03-07 22:31:01 main:574] : INFO : Epoch 1707 | loss: 0.0311 | val_loss: 0.0311721 | Time: 3206.07 ms [2022-03-07 22:31:04 main:574] : INFO : Epoch 1708 | loss: 0.031097 | val_loss: 0.0311562 | Time: 2929.12 ms [2022-03-07 22:31:07 main:574] : INFO : Epoch 1709 | loss: 0.0310932 | val_loss: 0.0311725 | Time: 2916.9 ms [2022-03-07 22:31:11 main:574] : INFO : Epoch 1710 | loss: 0.0311067 | val_loss: 0.0311613 | Time: 3495.21 ms [2022-03-07 22:31:13 main:574] : INFO : Epoch 1711 | loss: 0.0311075 | val_loss: 0.0311631 | Time: 2689.96 ms [2022-03-07 22:31:17 main:574] : INFO : Epoch 1712 | loss: 0.0311113 | val_loss: 0.0311529 | Time: 3256.28 ms [2022-03-07 22:31:20 main:574] : INFO : Epoch 1713 | loss: 0.0311436 | val_loss: 0.0311676 | Time: 3036.86 ms [2022-03-07 22:31:24 main:574] : INFO : Epoch 1714 | loss: 0.0311463 | val_loss: 0.0311577 | Time: 3864.34 ms [2022-03-07 22:31:26 main:574] : INFO : Epoch 1715 | loss: 0.0311317 | val_loss: 0.0311484 | Time: 2624.51 ms [2022-03-07 22:31:29 main:574] : INFO : Epoch 1716 | loss: 0.0311281 | val_loss: 0.031158 | Time: 2573.11 ms [2022-03-07 22:31:32 main:574] : INFO : Epoch 1717 | loss: 0.0311296 | val_loss: 0.0311483 | Time: 3027.45 ms [2022-03-07 22:31:35 main:574] : INFO : Epoch 1718 | loss: 0.0311225 | val_loss: 0.0311586 | Time: 2669.99 ms [2022-03-07 22:31:38 main:574] : INFO : Epoch 1719 | loss: 0.0311138 | val_loss: 0.0311517 | Time: 3633.64 ms [2022-03-07 22:31:42 main:574] : INFO : Epoch 1720 | loss: 0.0311064 | val_loss: 0.0311453 | Time: 3136.35 ms [2022-03-07 22:31:45 main:574] : INFO : Epoch 1721 | loss: 0.0311075 | val_loss: 0.0311559 | Time: 2947.35 ms [2022-03-07 22:31:48 main:574] : INFO : Epoch 1722 | loss: 0.0311078 | val_loss: 0.0311518 | Time: 3107.59 ms [2022-03-07 22:31:51 main:574] : INFO : Epoch 1723 | loss: 0.031104 | val_loss: 0.0311608 | Time: 3225.01 ms [2022-03-07 22:31:54 main:574] : INFO : Epoch 1724 | loss: 0.0311011 | val_loss: 0.0311583 | Time: 3422.35 ms [2022-03-07 22:31:58 main:574] : INFO : Epoch 1725 | loss: 0.0310992 | val_loss: 0.0311543 | Time: 3216.7 ms [2022-03-07 22:32:01 main:574] : INFO : Epoch 1726 | loss: 0.0310978 | val_loss: 0.0311586 | Time: 3509.11 ms [2022-03-07 22:32:04 main:574] : INFO : Epoch 1727 | loss: 0.0311011 | val_loss: 0.0311644 | Time: 2755.44 ms [2022-03-07 22:32:07 main:574] : INFO : Epoch 1728 | loss: 0.031103 | val_loss: 0.0311618 | Time: 3204.19 ms [2022-03-07 22:32:10 main:574] : INFO : Epoch 1729 | loss: 0.031094 | val_loss: 0.031162 | Time: 3155.39 ms [2022-03-07 22:32:14 main:574] : INFO : Epoch 1730 | loss: 0.0310934 | val_loss: 0.0311636 | Time: 3370.04 ms [2022-03-07 22:32:17 main:574] : INFO : Epoch 1731 | loss: 0.0310935 | val_loss: 0.0311571 | Time: 3153.78 ms [2022-03-07 22:32:20 main:574] : INFO : Epoch 1732 | loss: 0.031101 | val_loss: 0.0311603 | Time: 2967.95 ms [2022-03-07 22:32:24 main:574] : INFO : Epoch 1733 | loss: 0.0311157 | val_loss: 0.0311582 | Time: 3487.9 ms [2022-03-07 22:32:27 main:574] : INFO : Epoch 1734 | loss: 0.031106 | val_loss: 0.0311641 | Time: 2987.18 ms [2022-03-07 22:32:30 main:574] : INFO : Epoch 1735 | loss: 0.0311001 | val_loss: 0.0311576 | Time: 3505.1 ms [2022-03-07 22:32:34 main:574] : INFO : Epoch 1736 | loss: 0.0311013 | val_loss: 0.0311581 | Time: 3716.87 ms [2022-03-07 22:32:37 main:574] : INFO : Epoch 1737 | loss: 0.0310966 | val_loss: 0.0311631 | Time: 3438.39 ms [2022-03-07 22:32:40 main:574] : INFO : Epoch 1738 | loss: 0.0310983 | val_loss: 0.0311624 | Time: 2920.89 ms [2022-03-07 22:32:44 main:574] : INFO : Epoch 1739 | loss: 0.0310934 | val_loss: 0.0311606 | Time: 3199.53 ms [2022-03-07 22:32:47 main:574] : INFO : Epoch 1740 | loss: 0.0310988 | val_loss: 0.0311578 | Time: 3105.69 ms [2022-03-07 22:32:49 main:574] : INFO : Epoch 1741 | loss: 0.0310933 | val_loss: 0.0311641 | Time: 2634.35 ms [2022-03-07 22:32:53 main:574] : INFO : Epoch 1742 | loss: 0.0310928 | val_loss: 0.0311658 | Time: 3306.57 ms [2022-03-07 22:32:55 main:574] : INFO : Epoch 1743 | loss: 0.0310916 | val_loss: 0.0311652 | Time: 2552.12 ms [2022-03-07 22:32:58 main:574] : INFO : Epoch 1744 | loss: 0.0310904 | val_loss: 0.0311645 | Time: 2891.05 ms [2022-03-07 22:33:02 main:574] : INFO : Epoch 1745 | loss: 0.0310899 | val_loss: 0.0311586 | Time: 3749.15 ms [2022-03-07 22:33:05 main:574] : INFO : Epoch 1746 | loss: 0.031091 | val_loss: 0.031162 | Time: 3294.79 ms [2022-03-07 22:33:08 main:574] : INFO : Epoch 1747 | loss: 0.0310942 | val_loss: 0.0311716 | Time: 2679.13 ms [2022-03-07 22:33:11 main:574] : INFO : Epoch 1748 | loss: 0.031106 | val_loss: 0.0311696 | Time: 2659.11 ms [2022-03-07 22:33:13 main:574] : INFO : Epoch 1749 | loss: 0.0311404 | val_loss: 0.0311556 | Time: 2508.72 ms [2022-03-07 22:33:17 main:574] : INFO : Epoch 1750 | loss: 0.0311419 | val_loss: 0.0311572 | Time: 3317.35 ms [2022-03-07 22:33:19 main:574] : INFO : Epoch 1751 | loss: 0.0311345 | val_loss: 0.031155 | Time: 2513.03 ms [2022-03-07 22:33:22 main:574] : INFO : Epoch 1752 | loss: 0.0311278 | val_loss: 0.0311488 | Time: 2905.9 ms [2022-03-07 22:33:25 main:574] : INFO : Epoch 1753 | loss: 0.0311224 | val_loss: 0.0311584 | Time: 2861.85 ms [2022-03-07 22:33:28 main:574] : INFO : Epoch 1754 | loss: 0.0311131 | val_loss: 0.0311527 | Time: 2760.65 ms [2022-03-07 22:33:30 main:574] : INFO : Epoch 1755 | loss: 0.0311086 | val_loss: 0.0311604 | Time: 2502.51 ms [2022-03-07 22:33:33 main:574] : INFO : Epoch 1756 | loss: 0.0311058 | val_loss: 0.0311607 | Time: 2650.17 ms [2022-03-07 22:33:36 main:574] : INFO : Epoch 1757 | loss: 0.0311036 | val_loss: 0.0311641 | Time: 2812.69 ms [2022-03-07 22:33:38 main:574] : INFO : Epoch 1758 | loss: 0.0311022 | val_loss: 0.0311657 | Time: 2562.5 ms [2022-03-07 22:33:41 main:574] : INFO : Epoch 1759 | loss: 0.0311001 | val_loss: 0.031156 | Time: 2910.09 ms [2022-03-07 22:33:44 main:574] : INFO : Epoch 1760 | loss: 0.0311061 | val_loss: 0.0311605 | Time: 2527.41 ms [2022-03-07 22:33:47 main:574] : INFO : Epoch 1761 | loss: 0.0310989 | val_loss: 0.0311667 | Time: 3314.1 ms [2022-03-07 22:33:51 main:574] : INFO : Epoch 1762 | loss: 0.0311002 | val_loss: 0.0311668 | Time: 3339.2 ms [2022-03-07 22:33:54 main:574] : INFO : Epoch 1763 | loss: 0.0310971 | val_loss: 0.0311573 | Time: 3044.42 ms [2022-03-07 22:33:58 main:574] : INFO : Epoch 1764 | loss: 0.0310981 | val_loss: 0.0311723 | Time: 4142.8 ms [2022-03-07 22:34:01 main:574] : INFO : Epoch 1765 | loss: 0.0311024 | val_loss: 0.0311575 | Time: 3080.36 ms [2022-03-07 22:34:04 main:574] : INFO : Epoch 1766 | loss: 0.0310973 | val_loss: 0.0311709 | Time: 2923.28 ms [2022-03-07 22:34:07 main:574] : INFO : Epoch 1767 | loss: 0.0310937 | val_loss: 0.0311595 | Time: 2753.94 ms [2022-03-07 22:34:10 main:574] : INFO : Epoch 1768 | loss: 0.0310955 | val_loss: 0.0311554 | Time: 2913.71 ms [2022-03-07 22:34:13 main:574] : INFO : Epoch 1769 | loss: 0.0310923 | val_loss: 0.0311666 | Time: 2973.25 ms [2022-03-07 22:34:16 main:574] : INFO : Epoch 1770 | loss: 0.0310928 | val_loss: 0.0311645 | Time: 3444.66 ms [2022-03-07 22:34:20 main:574] : INFO : Epoch 1771 | loss: 0.0311017 | val_loss: 0.0311617 | Time: 3509.98 ms [2022-03-07 22:34:22 main:574] : INFO : Epoch 1772 | loss: 0.0311146 | val_loss: 0.0311608 | Time: 2598.35 ms [2022-03-07 22:34:25 main:574] : INFO : Epoch 1773 | loss: 0.0311033 | val_loss: 0.0311578 | Time: 2793.37 ms [2022-03-07 22:34:28 main:574] : INFO : Epoch 1774 | loss: 0.0310955 | val_loss: 0.0311535 | Time: 2837.63 ms [2022-03-07 22:34:31 main:574] : INFO : Epoch 1775 | loss: 0.0310926 | val_loss: 0.0311565 | Time: 2599.26 ms [2022-03-07 22:34:34 main:574] : INFO : Epoch 1776 | loss: 0.0310919 | val_loss: 0.0311594 | Time: 2897.13 ms [2022-03-07 22:34:37 main:574] : INFO : Epoch 1777 | loss: 0.0310907 | val_loss: 0.0311551 | Time: 2818.85 ms [2022-03-07 22:34:40 main:574] : INFO : Epoch 1778 | loss: 0.0310905 | val_loss: 0.0311622 | Time: 3047.04 ms [2022-03-07 22:34:43 main:574] : INFO : Epoch 1779 | loss: 0.031101 | val_loss: 0.0311592 | Time: 3004.8 ms [2022-03-07 22:34:46 main:574] : INFO : Epoch 1780 | loss: 0.0311084 | val_loss: 0.031157 | Time: 2725.58 ms [2022-03-07 22:34:48 main:574] : INFO : Epoch 1781 | loss: 0.0311029 | val_loss: 0.0311502 | Time: 2600.54 ms [2022-03-07 22:34:51 main:574] : INFO : Epoch 1782 | loss: 0.0311201 | val_loss: 0.0311453 | Time: 2823.32 ms [2022-03-07 22:34:54 main:574] : INFO : Epoch 1783 | loss: 0.0311187 | val_loss: 0.0311475 | Time: 2797.08 ms [2022-03-07 22:34:57 main:574] : INFO : Epoch 1784 | loss: 0.0311124 | val_loss: 0.0311474 | Time: 3039.27 ms [2022-03-07 22:35:00 main:574] : INFO : Epoch 1785 | loss: 0.0311083 | val_loss: 0.0311497 | Time: 2585.16 ms [2022-03-07 22:35:02 main:574] : INFO : Epoch 1786 | loss: 0.0311072 | val_loss: 0.0311529 | Time: 2534.08 ms [2022-03-07 22:35:05 main:574] : INFO : Epoch 1787 | loss: 0.0311123 | val_loss: 0.0311529 | Time: 2509.08 ms [2022-03-07 22:35:08 main:574] : INFO : Epoch 1788 | loss: 0.031113 | val_loss: 0.0311476 | Time: 3075.77 ms [2022-03-07 22:35:11 main:574] : INFO : Epoch 1789 | loss: 0.0311087 | val_loss: 0.031156 | Time: 2611.62 ms [2022-03-07 22:35:14 main:574] : INFO : Epoch 1790 | loss: 0.0311024 | val_loss: 0.0311563 | Time: 3152.03 ms [2022-03-07 22:35:17 main:574] : INFO : Epoch 1791 | loss: 0.0311012 | val_loss: 0.0311585 | Time: 2713.32 ms [2022-03-07 22:35:20 main:574] : INFO : Epoch 1792 | loss: 0.0310985 | val_loss: 0.0311584 | Time: 2865.39 ms [2022-03-07 22:35:22 main:574] : INFO : Epoch 1793 | loss: 0.0310981 | val_loss: 0.031175 | Time: 2802.45 ms [2022-03-07 22:35:25 main:574] : INFO : Epoch 1794 | loss: 0.0311004 | val_loss: 0.0311609 | Time: 2925.21 ms [2022-03-07 22:35:28 main:574] : INFO : Epoch 1795 | loss: 0.0310971 | val_loss: 0.031153 | Time: 2774.79 ms [2022-03-07 22:35:31 main:574] : INFO : Epoch 1796 | loss: 0.0310952 | val_loss: 0.0311537 | Time: 3185.83 ms [2022-03-07 22:35:35 main:574] : INFO : Epoch 1797 | loss: 0.0310934 | val_loss: 0.0311664 | Time: 2998.01 ms [2022-03-07 22:35:38 main:574] : INFO : Epoch 1798 | loss: 0.0310889 | val_loss: 0.0311681 | Time: 2974.82 ms [2022-03-07 22:35:40 main:574] : INFO : Epoch 1799 | loss: 0.031087 | val_loss: 0.031165 | Time: 2882.99 ms [2022-03-07 22:35:43 main:574] : INFO : Epoch 1800 | loss: 0.031086 | val_loss: 0.0311819 | Time: 2756.77 ms [2022-03-07 22:35:46 main:574] : INFO : Epoch 1801 | loss: 0.0310861 | val_loss: 0.0311751 | Time: 2678.9 ms [2022-03-07 22:35:49 main:574] : INFO : Epoch 1802 | loss: 0.0310836 | val_loss: 0.0311664 | Time: 3217.78 ms [2022-03-07 22:35:52 main:574] : INFO : Epoch 1803 | loss: 0.0310888 | val_loss: 0.0311593 | Time: 2836.44 ms [2022-03-07 22:35:55 main:574] : INFO : Epoch 1804 | loss: 0.0310878 | val_loss: 0.0311604 | Time: 3034.44 ms [2022-03-07 22:35:58 main:574] : INFO : Epoch 1805 | loss: 0.0310871 | val_loss: 0.0311601 | Time: 2916.95 ms [2022-03-07 22:36:02 main:574] : INFO : Epoch 1806 | loss: 0.031088 | val_loss: 0.0311581 | Time: 3329.76 ms [2022-03-07 22:36:05 main:574] : INFO : Epoch 1807 | loss: 0.031085 | val_loss: 0.0311737 | Time: 2923.66 ms [2022-03-07 22:36:08 main:574] : INFO : Epoch 1808 | loss: 0.0310921 | val_loss: 0.0311577 | Time: 3334.71 ms [2022-03-07 22:36:11 main:574] : INFO : Epoch 1809 | loss: 0.0310974 | val_loss: 0.0311596 | Time: 2948.54 ms [2022-03-07 22:36:14 main:574] : INFO : Epoch 1810 | loss: 0.0311087 | val_loss: 0.0311531 | Time: 2603.67 ms [2022-03-07 22:36:17 main:574] : INFO : Epoch 1811 | loss: 0.0311094 | val_loss: 0.0311514 | Time: 3053.63 ms [2022-03-07 22:36:20 main:574] : INFO : Epoch 1812 | loss: 0.0311093 | val_loss: 0.0311509 | Time: 3228.26 ms [2022-03-07 22:36:24 main:574] : INFO : Epoch 1813 | loss: 0.0311034 | val_loss: 0.0311498 | Time: 3660.58 ms [2022-03-07 22:36:27 main:574] : INFO : Epoch 1814 | loss: 0.0311039 | val_loss: 0.0311556 | Time: 3077.02 ms [2022-03-07 22:36:30 main:574] : INFO : Epoch 1815 | loss: 0.0311065 | val_loss: 0.0311486 | Time: 2864.32 ms [2022-03-07 22:36:33 main:574] : INFO : Epoch 1816 | loss: 0.031102 | val_loss: 0.0311564 | Time: 2878.03 ms [2022-03-07 22:36:35 main:574] : INFO : Epoch 1817 | loss: 0.0310973 | val_loss: 0.0311509 | Time: 2845.02 ms [2022-03-07 22:36:38 main:574] : INFO : Epoch 1818 | loss: 0.0310904 | val_loss: 0.0311565 | Time: 2582.92 ms [2022-03-07 22:36:41 main:574] : INFO : Epoch 1819 | loss: 0.0310948 | val_loss: 0.0311628 | Time: 2594.58 ms [2022-03-07 22:36:44 main:574] : INFO : Epoch 1820 | loss: 0.0310916 | val_loss: 0.031155 | Time: 2983.53 ms [2022-03-07 22:36:47 main:574] : INFO : Epoch 1821 | loss: 0.0310949 | val_loss: 0.0311552 | Time: 3233.79 ms [2022-03-07 22:36:50 main:574] : INFO : Epoch 1822 | loss: 0.0310947 | val_loss: 0.0311532 | Time: 3251.78 ms [2022-03-07 22:36:53 main:574] : INFO : Epoch 1823 | loss: 0.0310913 | val_loss: 0.0311697 | Time: 2951.47 ms [2022-03-07 22:36:56 main:574] : INFO : Epoch 1824 | loss: 0.0310956 | val_loss: 0.0311602 | Time: 2792.1 ms [2022-03-07 22:36:59 main:574] : INFO : Epoch 1825 | loss: 0.0310919 | val_loss: 0.0311647 | Time: 2741.48 ms [2022-03-07 22:37:02 main:574] : INFO : Epoch 1826 | loss: 0.0310901 | val_loss: 0.0311638 | Time: 2746.07 ms [2022-03-07 22:37:05 main:574] : INFO : Epoch 1827 | loss: 0.0310911 | val_loss: 0.0311695 | Time: 3475.63 ms [2022-03-07 22:37:08 main:574] : INFO : Epoch 1828 | loss: 0.0311006 | val_loss: 0.0311801 | Time: 2932.87 ms [2022-03-07 22:37:11 main:574] : INFO : Epoch 1829 | loss: 0.0311635 | val_loss: 0.0312041 | Time: 2487.61 ms [2022-03-07 22:37:14 main:574] : INFO : Epoch 1830 | loss: 0.0374218 | val_loss: 0.0945505 | Time: 2917.01 ms [2022-03-07 22:37:16 main:574] : INFO : Epoch 1831 | loss: 0.0441566 | val_loss: 0.0323678 | Time: 2804.87 ms [2022-03-07 22:37:20 main:574] : INFO : Epoch 1832 | loss: 0.0321163 | val_loss: 0.0319631 | Time: 3211.2 ms [2022-03-07 22:37:23 main:574] : INFO : Epoch 1833 | loss: 0.031431 | val_loss: 0.0313305 | Time: 3041.91 ms [2022-03-07 22:37:26 main:574] : INFO : Epoch 1834 | loss: 0.0312764 | val_loss: 0.0312623 | Time: 3138.98 ms [2022-03-07 22:37:29 main:574] : INFO : Epoch 1835 | loss: 0.0312529 | val_loss: 0.0312504 | Time: 3132.09 ms [2022-03-07 22:37:32 main:574] : INFO : Epoch 1836 | loss: 0.0312466 | val_loss: 0.0312462 | Time: 2670.74 ms [2022-03-07 22:37:35 main:574] : INFO : Epoch 1837 | loss: 0.0312446 | val_loss: 0.0312447 | Time: 3343.41 ms [2022-03-07 22:37:38 main:574] : INFO : Epoch 1838 | loss: 0.0312426 | val_loss: 0.0312415 | Time: 2702.22 ms [2022-03-07 22:37:41 main:574] : INFO : Epoch 1839 | loss: 0.0312403 | val_loss: 0.0312394 | Time: 3089.36 ms [2022-03-07 22:37:44 main:574] : INFO : Epoch 1840 | loss: 0.0312383 | val_loss: 0.0312374 | Time: 2683.48 ms [2022-03-07 22:37:47 main:574] : INFO : Epoch 1841 | loss: 0.0312363 | val_loss: 0.0312357 | Time: 3337.72 ms [2022-03-07 22:37:50 main:574] : INFO : Epoch 1842 | loss: 0.0312351 | val_loss: 0.0312336 | Time: 3013.47 ms [2022-03-07 22:37:53 main:574] : INFO : Epoch 1843 | loss: 0.0312333 | val_loss: 0.0312318 | Time: 2588.03 ms [2022-03-07 22:37:56 main:574] : INFO : Epoch 1844 | loss: 0.0312322 | val_loss: 0.0312301 | Time: 3545.19 ms [2022-03-07 22:37:59 main:574] : INFO : Epoch 1845 | loss: 0.03123 | val_loss: 0.0312282 | Time: 2519.27 ms [2022-03-07 22:38:01 main:574] : INFO : Epoch 1846 | loss: 0.0312285 | val_loss: 0.0312268 | Time: 2518.82 ms [2022-03-07 22:38:04 main:574] : INFO : Epoch 1847 | loss: 0.0312273 | val_loss: 0.0312247 | Time: 2940.45 ms [2022-03-07 22:38:07 main:574] : INFO : Epoch 1848 | loss: 0.0312249 | val_loss: 0.0312229 | Time: 2975 ms [2022-03-07 22:38:10 main:574] : INFO : Epoch 1849 | loss: 0.0312231 | val_loss: 0.0312222 | Time: 2861.1 ms [2022-03-07 22:38:14 main:574] : INFO : Epoch 1850 | loss: 0.0312222 | val_loss: 0.0312204 | Time: 3146.49 ms [2022-03-07 22:38:18 main:574] : INFO : Epoch 1851 | loss: 0.0312204 | val_loss: 0.0312175 | Time: 4357.88 ms [2022-03-07 22:38:21 main:574] : INFO : Epoch 1852 | loss: 0.0312182 | val_loss: 0.0312152 | Time: 3206.4 ms [2022-03-07 22:38:24 main:574] : INFO : Epoch 1853 | loss: 0.0312153 | val_loss: 0.0312131 | Time: 2785.69 ms [2022-03-07 22:38:27 main:574] : INFO : Epoch 1854 | loss: 0.0312127 | val_loss: 0.031212 | Time: 2591.94 ms [2022-03-07 22:38:30 main:574] : INFO : Epoch 1855 | loss: 0.0312117 | val_loss: 0.0312093 | Time: 3047.65 ms [2022-03-07 22:38:33 main:574] : INFO : Epoch 1856 | loss: 0.0312095 | val_loss: 0.0312082 | Time: 3516.57 ms [2022-03-07 22:38:37 main:574] : INFO : Epoch 1857 | loss: 0.0312074 | val_loss: 0.0312057 | Time: 3608.51 ms [2022-03-07 22:38:40 main:574] : INFO : Epoch 1858 | loss: 0.0312051 | val_loss: 0.0312027 | Time: 2644.2 ms [2022-03-07 22:38:43 main:574] : INFO : Epoch 1859 | loss: 0.0312032 | val_loss: 0.0312006 | Time: 2911.65 ms [2022-03-07 22:38:45 main:574] : INFO : Epoch 1860 | loss: 0.0312003 | val_loss: 0.0311988 | Time: 2741.4 ms [2022-03-07 22:38:49 main:574] : INFO : Epoch 1861 | loss: 0.031198 | val_loss: 0.0311967 | Time: 3306.36 ms [2022-03-07 22:38:52 main:574] : INFO : Epoch 1862 | loss: 0.0311958 | val_loss: 0.0311944 | Time: 3076.07 ms [2022-03-07 22:38:55 main:574] : INFO : Epoch 1863 | loss: 0.0311942 | val_loss: 0.0311928 | Time: 2717.07 ms [2022-03-07 22:38:57 main:574] : INFO : Epoch 1864 | loss: 0.0311938 | val_loss: 0.0311926 | Time: 2671.14 ms [2022-03-07 22:39:00 main:574] : INFO : Epoch 1865 | loss: 0.0311909 | val_loss: 0.0311905 | Time: 2580.04 ms [2022-03-07 22:39:03 main:574] : INFO : Epoch 1866 | loss: 0.0311891 | val_loss: 0.0311894 | Time: 2757.36 ms [2022-03-07 22:39:06 main:574] : INFO : Epoch 1867 | loss: 0.0311876 | val_loss: 0.0311871 | Time: 2954.26 ms [2022-03-07 22:39:09 main:574] : INFO : Epoch 1868 | loss: 0.0311866 | val_loss: 0.0311866 | Time: 2797.61 ms [2022-03-07 22:39:11 main:574] : INFO : Epoch 1869 | loss: 0.0311856 | val_loss: 0.0311846 | Time: 2868.25 ms [2022-03-07 22:39:15 main:574] : INFO : Epoch 1870 | loss: 0.0311839 | val_loss: 0.0311841 | Time: 3538.36 ms [2022-03-07 22:39:19 main:574] : INFO : Epoch 1871 | loss: 0.0311833 | val_loss: 0.0311836 | Time: 3507.74 ms [2022-03-07 22:39:22 main:574] : INFO : Epoch 1872 | loss: 0.0311816 | val_loss: 0.0311814 | Time: 3092.45 ms [2022-03-07 22:39:26 main:574] : INFO : Epoch 1873 | loss: 0.0311798 | val_loss: 0.031181 | Time: 3792.68 ms [2022-03-07 22:39:29 main:574] : INFO : Epoch 1874 | loss: 0.0311788 | val_loss: 0.03118 | Time: 3104 ms [2022-03-07 22:39:31 main:574] : INFO : Epoch 1875 | loss: 0.0311775 | val_loss: 0.0311788 | Time: 2647.04 ms [2022-03-07 22:39:34 main:574] : INFO : Epoch 1876 | loss: 0.0311766 | val_loss: 0.0311777 | Time: 2622.08 ms [2022-03-07 22:39:37 main:574] : INFO : Epoch 1877 | loss: 0.0311765 | val_loss: 0.0311778 | Time: 2616.6 ms [2022-03-07 22:39:40 main:574] : INFO : Epoch 1878 | loss: 0.0311768 | val_loss: 0.0311754 | Time: 2948.54 ms [2022-03-07 22:39:42 main:574] : INFO : Epoch 1879 | loss: 0.0311733 | val_loss: 0.0311757 | Time: 2708.12 ms [2022-03-07 22:39:46 main:574] : INFO : Epoch 1880 | loss: 0.031174 | val_loss: 0.0311741 | Time: 3439.05 ms [2022-03-07 22:39:49 main:574] : INFO : Epoch 1881 | loss: 0.0311736 | val_loss: 0.0311741 | Time: 2757.45 ms [2022-03-07 22:39:52 main:574] : INFO : Epoch 1882 | loss: 0.031171 | val_loss: 0.0311737 | Time: 2746.45 ms [2022-03-07 22:39:54 main:574] : INFO : Epoch 1883 | loss: 0.0311704 | val_loss: 0.0311722 | Time: 2590.92 ms [2022-03-07 22:39:57 main:574] : INFO : Epoch 1884 | loss: 0.0311698 | val_loss: 0.0311713 | Time: 3244.92 ms [2022-03-07 22:40:00 main:574] : INFO : Epoch 1885 | loss: 0.031169 | val_loss: 0.031173 | Time: 2539.86 ms [2022-03-07 22:40:03 main:574] : INFO : Epoch 1886 | loss: 0.0311696 | val_loss: 0.0311704 | Time: 3126.72 ms [2022-03-07 22:40:06 main:574] : INFO : Epoch 1887 | loss: 0.0311681 | val_loss: 0.0311683 | Time: 2927.44 ms [2022-03-07 22:40:09 main:574] : INFO : Epoch 1888 | loss: 0.0311675 | val_loss: 0.0311697 | Time: 2700.71 ms [2022-03-07 22:40:12 main:574] : INFO : Epoch 1889 | loss: 0.0311668 | val_loss: 0.0311691 | Time: 2721.66 ms [2022-03-07 22:40:14 main:574] : INFO : Epoch 1890 | loss: 0.0311665 | val_loss: 0.0311679 | Time: 2766.81 ms [2022-03-07 22:40:18 main:574] : INFO : Epoch 1891 | loss: 0.0311676 | val_loss: 0.0311674 | Time: 3418.74 ms [2022-03-07 22:40:21 main:574] : INFO : Epoch 1892 | loss: 0.0311674 | val_loss: 0.0311665 | Time: 2655.41 ms [2022-03-07 22:40:23 main:574] : INFO : Epoch 1893 | loss: 0.0311651 | val_loss: 0.0311663 | Time: 2522.44 ms [2022-03-07 22:40:26 main:574] : INFO : Epoch 1894 | loss: 0.0311645 | val_loss: 0.0311688 | Time: 2975.87 ms [2022-03-07 22:40:30 main:574] : INFO : Epoch 1895 | loss: 0.0311638 | val_loss: 0.0311665 | Time: 3553.37 ms [2022-03-07 22:40:33 main:574] : INFO : Epoch 1896 | loss: 0.0311633 | val_loss: 0.0311646 | Time: 3205.13 ms [2022-03-07 22:40:36 main:574] : INFO : Epoch 1897 | loss: 0.0311634 | val_loss: 0.0311673 | Time: 2914.14 ms [2022-03-07 22:40:39 main:574] : INFO : Epoch 1898 | loss: 0.0311626 | val_loss: 0.0311642 | Time: 2568.37 ms [2022-03-07 22:40:41 main:574] : INFO : Epoch 1899 | loss: 0.0311622 | val_loss: 0.0311652 | Time: 2751.41 ms [2022-03-07 22:40:45 main:574] : INFO : Epoch 1900 | loss: 0.0311614 | val_loss: 0.0311635 | Time: 3354.29 ms [2022-03-07 22:40:48 main:574] : INFO : Epoch 1901 | loss: 0.0311612 | val_loss: 0.0311648 | Time: 2885.26 ms [2022-03-07 22:40:51 main:574] : INFO : Epoch 1902 | loss: 0.0311608 | val_loss: 0.0311639 | Time: 3107.25 ms [2022-03-07 22:40:53 main:574] : INFO : Epoch 1903 | loss: 0.0311608 | val_loss: 0.0311638 | Time: 2569.52 ms [2022-03-07 22:40:56 main:574] : INFO : Epoch 1904 | loss: 0.0311638 | val_loss: 0.0311629 | Time: 2537.28 ms [2022-03-07 22:40:59 main:574] : INFO : Epoch 1905 | loss: 0.0311607 | val_loss: 0.0311643 | Time: 3228.96 ms [2022-03-07 22:41:02 main:574] : INFO : Epoch 1906 | loss: 0.0311642 | val_loss: 0.0311632 | Time: 2838.38 ms [2022-03-07 22:41:05 main:574] : INFO : Epoch 1907 | loss: 0.0311601 | val_loss: 0.0311733 | Time: 2978.72 ms [2022-03-07 22:41:08 main:574] : INFO : Epoch 1908 | loss: 0.0311631 | val_loss: 0.0311646 | Time: 2786.49 ms [2022-03-07 22:41:10 main:574] : INFO : Epoch 1909 | loss: 0.0311597 | val_loss: 0.0311637 | Time: 2494.7 ms [2022-03-07 22:41:14 main:574] : INFO : Epoch 1910 | loss: 0.0311586 | val_loss: 0.0311612 | Time: 3895.19 ms [2022-03-07 22:41:17 main:574] : INFO : Epoch 1911 | loss: 0.0311581 | val_loss: 0.0311639 | Time: 2863.68 ms [2022-03-07 22:41:20 main:574] : INFO : Epoch 1912 | loss: 0.0311552 | val_loss: 0.0311572 | Time: 2969.33 ms [2022-03-07 22:41:24 main:574] : INFO : Epoch 1913 | loss: 0.031152 | val_loss: 0.031157 | Time: 3335.57 ms [2022-03-07 22:41:27 main:574] : INFO : Epoch 1914 | loss: 0.0311506 | val_loss: 0.0311603 | Time: 3488.6 ms [2022-03-07 22:41:30 main:574] : INFO : Epoch 1915 | loss: 0.0311506 | val_loss: 0.0311568 | Time: 2995.7 ms [2022-03-07 22:41:34 main:574] : INFO : Epoch 1916 | loss: 0.0311515 | val_loss: 0.0311554 | Time: 3448.38 ms [2022-03-07 22:41:36 main:574] : INFO : Epoch 1917 | loss: 0.0311572 | val_loss: 0.0311545 | Time: 2632.7 ms [2022-03-07 22:41:39 main:574] : INFO : Epoch 1918 | loss: 0.0311526 | val_loss: 0.0311551 | Time: 2761.17 ms [2022-03-07 22:41:42 main:574] : INFO : Epoch 1919 | loss: 0.0311488 | val_loss: 0.0311568 | Time: 2697.31 ms [2022-03-07 22:41:45 main:574] : INFO : Epoch 1920 | loss: 0.0311479 | val_loss: 0.031155 | Time: 3280.34 ms [2022-03-07 22:41:48 main:574] : INFO : Epoch 1921 | loss: 0.0311481 | val_loss: 0.0311532 | Time: 3066.46 ms [2022-03-07 22:41:52 main:574] : INFO : Epoch 1922 | loss: 0.0311492 | val_loss: 0.0311563 | Time: 3382.48 ms [2022-03-07 22:41:55 main:574] : INFO : Epoch 1923 | loss: 0.0311525 | val_loss: 0.0311578 | Time: 2862.11 ms [2022-03-07 22:41:58 main:574] : INFO : Epoch 1924 | loss: 0.0311515 | val_loss: 0.0311537 | Time: 2874.65 ms [2022-03-07 22:42:01 main:574] : INFO : Epoch 1925 | loss: 0.0311457 | val_loss: 0.0311528 | Time: 3408.04 ms [2022-03-07 22:42:04 main:574] : INFO : Epoch 1926 | loss: 0.0311446 | val_loss: 0.0311516 | Time: 2777.95 ms [2022-03-07 22:42:07 main:574] : INFO : Epoch 1927 | loss: 0.0311465 | val_loss: 0.0311545 | Time: 3122.95 ms [2022-03-07 22:42:10 main:574] : INFO : Epoch 1928 | loss: 0.0311503 | val_loss: 0.0311575 | Time: 3093.61 ms [2022-03-07 22:42:13 main:574] : INFO : Epoch 1929 | loss: 0.0311474 | val_loss: 0.0311513 | Time: 2968.71 ms [2022-03-07 22:42:16 main:574] : INFO : Epoch 1930 | loss: 0.0311446 | val_loss: 0.0311481 | Time: 2970.94 ms [2022-03-07 22:42:19 main:574] : INFO : Epoch 1931 | loss: 0.0311425 | val_loss: 0.0311507 | Time: 3261.41 ms [2022-03-07 22:42:22 main:574] : INFO : Epoch 1932 | loss: 0.0311422 | val_loss: 0.0311484 | Time: 2857.37 ms [2022-03-07 22:42:25 main:574] : INFO : Epoch 1933 | loss: 0.0311416 | val_loss: 0.0311483 | Time: 2569.04 ms [2022-03-07 22:42:28 main:574] : INFO : Epoch 1934 | loss: 0.0311411 | val_loss: 0.0311482 | Time: 3070.93 ms [2022-03-07 22:42:31 main:574] : INFO : Epoch 1935 | loss: 0.0311415 | val_loss: 0.0311509 | Time: 2662.72 ms [2022-03-07 22:42:34 main:574] : INFO : Epoch 1936 | loss: 0.0311416 | val_loss: 0.0311497 | Time: 2988.41 ms [2022-03-07 22:42:37 main:574] : INFO : Epoch 1937 | loss: 0.0311403 | val_loss: 0.0311487 | Time: 3185.28 ms [2022-03-07 22:42:40 main:574] : INFO : Epoch 1938 | loss: 0.0311394 | val_loss: 0.0311485 | Time: 3285.27 ms [2022-03-07 22:42:44 main:574] : INFO : Epoch 1939 | loss: 0.0311378 | val_loss: 0.031147 | Time: 3086 ms [2022-03-07 22:42:47 main:574] : INFO : Epoch 1940 | loss: 0.031136 | val_loss: 0.0311487 | Time: 2976.12 ms [2022-03-07 22:42:50 main:574] : INFO : Epoch 1941 | loss: 0.0311364 | val_loss: 0.0311464 | Time: 3257 ms [2022-03-07 22:42:53 main:574] : INFO : Epoch 1942 | loss: 0.0311345 | val_loss: 0.0311469 | Time: 2666.88 ms [2022-03-07 22:42:55 main:574] : INFO : Epoch 1943 | loss: 0.0311363 | val_loss: 0.0311445 | Time: 2785.07 ms [2022-03-07 22:42:58 main:574] : INFO : Epoch 1944 | loss: 0.0311373 | val_loss: 0.0311489 | Time: 3056.71 ms [2022-03-07 22:43:01 main:574] : INFO : Epoch 1945 | loss: 0.0311381 | val_loss: 0.0311426 | Time: 2858.21 ms [2022-03-07 22:43:05 main:574] : INFO : Epoch 1946 | loss: 0.0311373 | val_loss: 0.0311433 | Time: 3683.57 ms [2022-03-07 22:43:08 main:574] : INFO : Epoch 1947 | loss: 0.031137 | val_loss: 0.031147 | Time: 2567.31 ms [2022-03-07 22:43:11 main:574] : INFO : Epoch 1948 | loss: 0.0311377 | val_loss: 0.0311442 | Time: 3322.09 ms [2022-03-07 22:43:14 main:574] : INFO : Epoch 1949 | loss: 0.0311363 | val_loss: 0.0311436 | Time: 2894.22 ms [2022-03-07 22:43:17 main:574] : INFO : Epoch 1950 | loss: 0.0311377 | val_loss: 0.0311459 | Time: 2533.28 ms [2022-03-07 22:43:19 main:574] : INFO : Epoch 1951 | loss: 0.031135 | val_loss: 0.0311404 | Time: 2600.21 ms [2022-03-07 22:43:22 main:574] : INFO : Epoch 1952 | loss: 0.0311347 | val_loss: 0.0311453 | Time: 2550.72 ms [2022-03-07 22:43:25 main:574] : INFO : Epoch 1953 | loss: 0.0311305 | val_loss: 0.0311429 | Time: 2590.31 ms [2022-03-07 22:43:27 main:574] : INFO : Epoch 1954 | loss: 0.0311318 | val_loss: 0.0311462 | Time: 2749.18 ms [2022-03-07 22:43:30 main:574] : INFO : Epoch 1955 | loss: 0.0311346 | val_loss: 0.0311409 | Time: 2600.52 ms [2022-03-07 22:43:33 main:574] : INFO : Epoch 1956 | loss: 0.0311334 | val_loss: 0.0311467 | Time: 2687.5 ms [2022-03-07 22:43:36 main:574] : INFO : Epoch 1957 | loss: 0.0311344 | val_loss: 0.0311446 | Time: 2655.89 ms [2022-03-07 22:43:39 main:574] : INFO : Epoch 1958 | loss: 0.0311369 | val_loss: 0.031147 | Time: 3277.37 ms [2022-03-07 22:43:42 main:574] : INFO : Epoch 1959 | loss: 0.0311425 | val_loss: 0.0311515 | Time: 2550.43 ms [2022-03-07 22:43:45 main:574] : INFO : Epoch 1960 | loss: 0.0311501 | val_loss: 0.0311559 | Time: 3357.23 ms [2022-03-07 22:43:48 main:574] : INFO : Epoch 1961 | loss: 0.0311503 | val_loss: 0.0311474 | Time: 2722.66 ms [2022-03-07 22:43:51 main:574] : INFO : Epoch 1962 | loss: 0.0311451 | val_loss: 0.0311496 | Time: 2769.31 ms [2022-03-07 22:43:54 main:574] : INFO : Epoch 1963 | loss: 0.0311404 | val_loss: 0.0311502 | Time: 3502.85 ms [2022-03-07 22:43:57 main:574] : INFO : Epoch 1964 | loss: 0.0311403 | val_loss: 0.0311452 | Time: 2771.97 ms [2022-03-07 22:44:01 main:574] : INFO : Epoch 1965 | loss: 0.0311403 | val_loss: 0.0311485 | Time: 4073.2 ms [2022-03-07 22:44:04 main:574] : INFO : Epoch 1966 | loss: 0.03114 | val_loss: 0.0311477 | Time: 2640.8 ms [2022-03-07 22:44:06 main:574] : INFO : Epoch 1967 | loss: 0.0311393 | val_loss: 0.0311405 | Time: 2467.59 ms [2022-03-07 22:44:09 main:574] : INFO : Epoch 1968 | loss: 0.0311384 | val_loss: 0.0311434 | Time: 3024.26 ms [2022-03-07 22:44:12 main:574] : INFO : Epoch 1969 | loss: 0.0311372 | val_loss: 0.031145 | Time: 2559.55 ms [2022-03-07 22:44:15 main:574] : INFO : Epoch 1970 | loss: 0.0311365 | val_loss: 0.0311433 | Time: 2839.19 ms [2022-03-07 22:44:18 main:574] : INFO : Epoch 1971 | loss: 0.0311363 | val_loss: 0.0311421 | Time: 3421.05 ms [2022-03-07 22:44:21 main:574] : INFO : Epoch 1972 | loss: 0.0311328 | val_loss: 0.031144 | Time: 3055.62 ms [2022-03-07 22:44:24 main:574] : INFO : Epoch 1973 | loss: 0.0311314 | val_loss: 0.0311426 | Time: 2587.94 ms [2022-03-07 22:44:26 main:574] : INFO : Epoch 1974 | loss: 0.0311322 | val_loss: 0.031142 | Time: 2473.77 ms [2022-03-07 22:44:29 main:574] : INFO : Epoch 1975 | loss: 0.0311384 | val_loss: 0.0311494 | Time: 2920.26 ms [2022-03-07 22:44:32 main:574] : INFO : Epoch 1976 | loss: 0.0311536 | val_loss: 0.031157 | Time: 2735.68 ms [2022-03-07 22:44:35 main:574] : INFO : Epoch 1977 | loss: 0.0311447 | val_loss: 0.0311477 | Time: 2660.67 ms [2022-03-07 22:44:38 main:574] : INFO : Epoch 1978 | loss: 0.0311371 | val_loss: 0.0311451 | Time: 3103.86 ms [2022-03-07 22:44:41 main:574] : INFO : Epoch 1979 | loss: 0.0311332 | val_loss: 0.0311388 | Time: 3100.86 ms [2022-03-07 22:44:44 main:574] : INFO : Epoch 1980 | loss: 0.0311318 | val_loss: 0.0311376 | Time: 3144.49 ms [2022-03-07 22:44:47 main:574] : INFO : Epoch 1981 | loss: 0.031129 | val_loss: 0.0311359 | Time: 2704.02 ms [2022-03-07 22:44:50 main:574] : INFO : Epoch 1982 | loss: 0.0311289 | val_loss: 0.0311397 | Time: 3021.5 ms [2022-03-07 22:44:53 main:574] : INFO : Epoch 1983 | loss: 0.0311291 | val_loss: 0.0311386 | Time: 2914.59 ms [2022-03-07 22:44:57 main:574] : INFO : Epoch 1984 | loss: 0.0311326 | val_loss: 0.0311411 | Time: 3513.32 ms [2022-03-07 22:44:59 main:574] : INFO : Epoch 1985 | loss: 0.0311485 | val_loss: 0.0311496 | Time: 2559.9 ms [2022-03-07 22:45:02 main:574] : INFO : Epoch 1986 | loss: 0.0311467 | val_loss: 0.0311393 | Time: 2680.26 ms [2022-03-07 22:45:06 main:574] : INFO : Epoch 1987 | loss: 0.0311414 | val_loss: 0.031145 | Time: 4317.39 ms [2022-03-07 22:45:09 main:574] : INFO : Epoch 1988 | loss: 0.031136 | val_loss: 0.0311358 | Time: 2936.78 ms [2022-03-07 22:45:12 main:574] : INFO : Epoch 1989 | loss: 0.0311348 | val_loss: 0.0311387 | Time: 2933.92 ms [2022-03-07 22:45:15 main:574] : INFO : Epoch 1990 | loss: 0.0311316 | val_loss: 0.0311385 | Time: 2766.31 ms [2022-03-07 22:45:18 main:574] : INFO : Epoch 1991 | loss: 0.0311294 | val_loss: 0.031135 | Time: 2439.39 ms [2022-03-07 22:45:20 main:574] : INFO : Epoch 1992 | loss: 0.0311286 | val_loss: 0.0311353 | Time: 2550.7 ms [2022-03-07 22:45:24 main:574] : INFO : Epoch 1993 | loss: 0.0311278 | val_loss: 0.0311336 | Time: 3905.73 ms [2022-03-07 22:45:27 main:574] : INFO : Epoch 1994 | loss: 0.0311263 | val_loss: 0.0311352 | Time: 2795.87 ms [2022-03-07 22:45:30 main:574] : INFO : Epoch 1995 | loss: 0.0311282 | val_loss: 0.0311361 | Time: 2952.91 ms [2022-03-07 22:45:33 main:574] : INFO : Epoch 1996 | loss: 0.0311267 | val_loss: 0.0311321 | Time: 3051.59 ms [2022-03-07 22:45:36 main:574] : INFO : Epoch 1997 | loss: 0.0311267 | val_loss: 0.0311354 | Time: 2849.18 ms [2022-03-07 22:45:39 main:574] : INFO : Epoch 1998 | loss: 0.031127 | val_loss: 0.0311347 | Time: 2739.48 ms [2022-03-07 22:45:42 main:574] : INFO : Epoch 1999 | loss: 0.0311239 | val_loss: 0.0311341 | Time: 2721.4 ms [2022-03-07 22:45:44 main:574] : INFO : Epoch 2000 | loss: 0.0311237 | val_loss: 0.0311321 | Time: 2563.67 ms [2022-03-07 22:45:47 main:574] : INFO : Epoch 2001 | loss: 0.0311227 | val_loss: 0.0311318 | Time: 2734.15 ms [2022-03-07 22:45:50 main:574] : INFO : Epoch 2002 | loss: 0.0311236 | val_loss: 0.0311341 | Time: 2957.11 ms [2022-03-07 22:45:53 main:574] : INFO : Epoch 2003 | loss: 0.0311234 | val_loss: 0.031131 | Time: 3414.56 ms [2022-03-07 22:45:56 main:574] : INFO : Epoch 2004 | loss: 0.0311205 | val_loss: 0.0311308 | Time: 2667.92 ms [2022-03-07 22:45:59 main:574] : INFO : Epoch 2005 | loss: 0.0311234 | val_loss: 0.0311303 | Time: 2681.95 ms [2022-03-07 22:46:02 main:574] : INFO : Epoch 2006 | loss: 0.0311236 | val_loss: 0.0311414 | Time: 2987.27 ms [2022-03-07 22:46:05 main:574] : INFO : Epoch 2007 | loss: 0.0311231 | val_loss: 0.0311365 | Time: 3070.47 ms [2022-03-07 22:46:08 main:574] : INFO : Epoch 2008 | loss: 0.031125 | val_loss: 0.0311374 | Time: 2676.31 ms [2022-03-07 22:46:10 main:574] : INFO : Epoch 2009 | loss: 0.031121 | val_loss: 0.0311367 | Time: 2571.44 ms [2022-03-07 22:46:13 main:574] : INFO : Epoch 2010 | loss: 0.0311224 | val_loss: 0.0311312 | Time: 2657.8 ms [2022-03-07 22:46:16 main:574] : INFO : Epoch 2011 | loss: 0.0311239 | val_loss: 0.0311347 | Time: 3012.46 ms [2022-03-07 22:46:19 main:574] : INFO : Epoch 2012 | loss: 0.0311283 | val_loss: 0.0312002 | Time: 3328.21 ms [2022-03-07 22:46:23 main:574] : INFO : Epoch 2013 | loss: 0.0312752 | val_loss: 0.0312503 | Time: 3106.73 ms [2022-03-07 22:46:26 main:574] : INFO : Epoch 2014 | loss: 0.0312425 | val_loss: 0.0312331 | Time: 3272.42 ms [2022-03-07 22:46:29 main:574] : INFO : Epoch 2015 | loss: 0.0312281 | val_loss: 0.0312181 | Time: 2715.03 ms [2022-03-07 22:46:31 main:574] : INFO : Epoch 2016 | loss: 0.0312187 | val_loss: 0.0312142 | Time: 2731.17 ms [2022-03-07 22:46:34 main:574] : INFO : Epoch 2017 | loss: 0.0312144 | val_loss: 0.0312073 | Time: 2609.68 ms [2022-03-07 22:46:37 main:574] : INFO : Epoch 2018 | loss: 0.0312109 | val_loss: 0.0312049 | Time: 2673.91 ms [2022-03-07 22:46:40 main:574] : INFO : Epoch 2019 | loss: 0.0312072 | val_loss: 0.0312028 | Time: 3517.3 ms [2022-03-07 22:46:43 main:574] : INFO : Epoch 2020 | loss: 0.0312048 | val_loss: 0.031201 | Time: 2862.81 ms [2022-03-07 22:46:46 main:574] : INFO : Epoch 2021 | loss: 0.0312024 | val_loss: 0.0312022 | Time: 3065.89 ms [2022-03-07 22:46:49 main:574] : INFO : Epoch 2022 | loss: 0.0312003 | val_loss: 0.0311981 | Time: 2911.21 ms [2022-03-07 22:46:52 main:574] : INFO : Epoch 2023 | loss: 0.0311999 | val_loss: 0.0311968 | Time: 2853.3 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 Ti) [2022-03-08 00:43:04 main:435] : INFO : Set logging level to 1 [2022-03-08 00:43:04 main:441] : INFO : Running in BOINC Client mode [2022-03-08 00:43:04 main:444] : INFO : Resolving all filenames [2022-03-08 00:43:04 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-08 00:43:04 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-08 00:43:04 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-08 00:43:04 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-08 00:43:04 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-08 00:43:04 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-08 00:43:04 main:474] : INFO : Configuration: [2022-03-08 00:43:04 main:475] : INFO : Model type: GRU [2022-03-08 00:43:04 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-08 00:43:04 main:477] : INFO : Max Epochs: 2048 [2022-03-08 00:43:04 main:478] : INFO : Batch Size: 128 [2022-03-08 00:43:04 main:479] : INFO : Learning Rate: 0.01 [2022-03-08 00:43:05 main:480] : INFO : Patience: 10 [2022-03-08 00:43:05 main:481] : INFO : Hidden Width: 12 [2022-03-08 00:43:05 main:482] : INFO : # Recurrent Layers: 4 [2022-03-08 00:43:05 main:483] : INFO : # Backend Layers: 4 [2022-03-08 00:43:05 main:484] : INFO : # Threads: 1 [2022-03-08 00:43:05 main:486] : INFO : Preparing Dataset [2022-03-08 00:43:05 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-08 00:43:05 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-08 00:43:08 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-08 00:43:08 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-08 00:43:08 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-08 00:43:08 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-08 00:43:08 main:494] : INFO : Creating Model [2022-03-08 00:43:08 main:507] : INFO : Preparing config file [2022-03-08 00:43:08 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-08 00:43:08 main:512] : INFO : Loading config [2022-03-08 00:43:09 main:514] : INFO : Loading state [2022-03-08 00:43:11 main:559] : INFO : Loading DataLoader into Memory [2022-03-08 00:43:21 main:562] : INFO : Starting Training [2022-03-08 00:43:24 main:574] : INFO : Epoch 2024 | loss: 0.0330179 | val_loss: 0.0316571 | Time: 3776.99 ms [2022-03-08 00:43:28 main:574] : INFO : Epoch 2025 | loss: 0.0314027 | val_loss: 0.0312889 | Time: 3282.85 ms [2022-03-08 00:43:31 main:574] : INFO : Epoch 2026 | loss: 0.0312618 | val_loss: 0.0312406 | Time: 3007.84 ms [2022-03-08 00:43:34 main:574] : INFO : Epoch 2027 | loss: 0.0312354 | val_loss: 0.0312211 | Time: 3559.56 ms [2022-03-08 00:43:38 main:574] : INFO : Epoch 2028 | loss: 0.0312132 | val_loss: 0.0311947 | Time: 3475.52 ms [2022-03-08 00:43:41 main:574] : INFO : Epoch 2029 | loss: 0.0311929 | val_loss: 0.0311825 | Time: 2903.39 ms [2022-03-08 00:43:44 main:574] : INFO : Epoch 2030 | loss: 0.0311812 | val_loss: 0.0311726 | Time: 3169.98 ms [2022-03-08 00:43:47 main:574] : INFO : Epoch 2031 | loss: 0.0311727 | val_loss: 0.0311672 | Time: 2709.81 ms [2022-03-08 00:43:49 main:574] : INFO : Epoch 2032 | loss: 0.0311679 | val_loss: 0.031163 | Time: 2535.46 ms [2022-03-08 00:43:52 main:574] : INFO : Epoch 2033 | loss: 0.0311643 | val_loss: 0.0311619 | Time: 2489.65 ms [2022-03-08 00:43:55 main:574] : INFO : Epoch 2034 | loss: 0.031161 | val_loss: 0.0311578 | Time: 2762.32 ms [2022-03-08 00:43:58 main:574] : INFO : Epoch 2035 | loss: 0.0311562 | val_loss: 0.0311512 | Time: 3768.08 ms [2022-03-08 00:44:02 main:574] : INFO : Epoch 2036 | loss: 0.0311496 | val_loss: 0.0311482 | Time: 3108.11 ms [2022-03-08 00:44:04 main:574] : INFO : Epoch 2037 | loss: 0.0311444 | val_loss: 0.0311423 | Time: 2806.13 ms [2022-03-08 00:44:07 main:574] : INFO : Epoch 2038 | loss: 0.031141 | val_loss: 0.0311403 | Time: 2579.83 ms [2022-03-08 00:44:10 main:574] : INFO : Epoch 2039 | loss: 0.0311393 | val_loss: 0.0311362 | Time: 2549.38 ms [2022-03-08 00:44:13 main:574] : INFO : Epoch 2040 | loss: 0.031137 | val_loss: 0.0311352 | Time: 2907.79 ms [2022-03-08 00:44:15 main:574] : INFO : Epoch 2041 | loss: 0.0311363 | val_loss: 0.0311438 | Time: 2626.35 ms [2022-03-08 00:44:18 main:574] : INFO : Epoch 2042 | loss: 0.0311371 | val_loss: 0.0311389 | Time: 2619.51 ms [2022-03-08 00:44:21 main:574] : INFO : Epoch 2043 | loss: 0.0311359 | val_loss: 0.0311393 | Time: 2593.09 ms [2022-03-08 00:44:23 main:574] : INFO : Epoch 2044 | loss: 0.0311326 | val_loss: 0.0311386 | Time: 2551.55 ms [2022-03-08 00:44:27 main:574] : INFO : Epoch 2045 | loss: 0.0311335 | val_loss: 0.0311359 | Time: 2678.42 ms [2022-03-08 00:44:29 main:574] : INFO : Epoch 2046 | loss: 0.0311304 | val_loss: 0.0311351 | Time: 2405.25 ms [2022-03-08 00:44:32 main:574] : INFO : Epoch 2047 | loss: 0.0311284 | val_loss: 0.031134 | Time: 2588.52 ms [2022-03-08 00:44:35 main:574] : INFO : Epoch 2048 | loss: 0.0311309 | val_loss: 0.0311388 | Time: 2630.4 ms [2022-03-08 00:44:35 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311388 [2022-03-08 00:44:35 main:603] : INFO : Saving end state to config to file [2022-03-08 00:44:35 main:608] : INFO : Success, exiting.. 00:44:35 (1696): 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)