Task 12464602
| Name | ParityModified-1645993411-29000-1-0_0 |
| Workunit | 9630980 |
| Created | 3 Mar 2022, 20:01:18 UTC |
| Sent | 6 Mar 2022, 4:56:08 UTC |
| Report deadline | 14 Mar 2022, 4:56:08 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 3 sec |
| CPU time | 1 hours 55 min 50 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 | 4.34 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.14.2</core_client_version> <![CDATA[ <stderr_txt> 271.36 ms [2022-03-07 22:23:26 main:574] : INFO : Epoch 1567 | loss: 0.0311834 | val_loss: 0.031195 | Time: 3143.01 ms [2022-03-07 22:23:30 main:574] : INFO : Epoch 1568 | loss: 0.0311822 | val_loss: 0.0311951 | Time: 3541.55 ms [2022-03-07 22:23:34 main:574] : INFO : Epoch 1569 | loss: 0.031183 | val_loss: 0.0311944 | Time: 3933.65 ms [2022-03-07 22:23:37 main:574] : INFO : Epoch 1570 | loss: 0.0311835 | val_loss: 0.0311944 | Time: 3014.05 ms [2022-03-07 22:23:41 main:574] : INFO : Epoch 1571 | loss: 0.0311827 | val_loss: 0.0311966 | Time: 4107.04 ms [2022-03-07 22:23:44 main:574] : INFO : Epoch 1572 | loss: 0.0311822 | val_loss: 0.031195 | Time: 3381.59 ms [2022-03-07 22:23:48 main:574] : INFO : Epoch 1573 | loss: 0.0311818 | val_loss: 0.0311951 | Time: 3347.41 ms [2022-03-07 22:23:51 main:574] : INFO : Epoch 1574 | loss: 0.0311814 | val_loss: 0.0311939 | Time: 3252.46 ms [2022-03-07 22:23:54 main:574] : INFO : Epoch 1575 | loss: 0.0311821 | val_loss: 0.0311947 | Time: 2667.41 ms [2022-03-07 22:23:57 main:574] : INFO : Epoch 1576 | loss: 0.0311811 | val_loss: 0.0311941 | Time: 2943.3 ms [2022-03-07 22:24:00 main:574] : INFO : Epoch 1577 | loss: 0.0311813 | val_loss: 0.0311943 | Time: 3193.93 ms [2022-03-07 22:24:02 main:574] : INFO : Epoch 1578 | loss: 0.0311818 | val_loss: 0.0311947 | Time: 2555.23 ms [2022-03-07 22:24:05 main:574] : INFO : Epoch 1579 | loss: 0.031182 | val_loss: 0.0311941 | Time: 3049.81 ms [2022-03-07 22:24:09 main:574] : INFO : Epoch 1580 | loss: 0.0311825 | val_loss: 0.0311952 | Time: 3299.14 ms [2022-03-07 22:24:12 main:574] : INFO : Epoch 1581 | loss: 0.0311839 | val_loss: 0.0312038 | Time: 2829.85 ms [2022-03-07 22:24:14 main:574] : INFO : Epoch 1582 | loss: 0.0312036 | val_loss: 0.0312072 | Time: 2793.28 ms [2022-03-07 22:24:18 main:574] : INFO : Epoch 1583 | loss: 0.0312138 | val_loss: 0.0312098 | Time: 3155.32 ms [2022-03-07 22:24:22 main:574] : INFO : Epoch 1584 | loss: 0.0312113 | val_loss: 0.0312026 | Time: 4178.67 ms [2022-03-07 22:24:25 main:574] : INFO : Epoch 1585 | loss: 0.0312057 | val_loss: 0.0312055 | Time: 3191.76 ms [2022-03-07 22:24:29 main:574] : INFO : Epoch 1586 | loss: 0.0312013 | val_loss: 0.0312018 | Time: 4391.55 ms [2022-03-07 22:24:33 main:574] : INFO : Epoch 1587 | loss: 0.0311997 | val_loss: 0.0312016 | Time: 3198.84 ms [2022-03-07 22:24:36 main:574] : INFO : Epoch 1588 | loss: 0.031199 | val_loss: 0.0312021 | Time: 2933.88 ms [2022-03-07 22:24:38 main:574] : INFO : Epoch 1589 | loss: 0.0311982 | val_loss: 0.0312015 | Time: 2874.5 ms [2022-03-07 22:24:41 main:574] : INFO : Epoch 1590 | loss: 0.0311966 | val_loss: 0.0311997 | Time: 2913 ms [2022-03-07 22:24:44 main:574] : INFO : Epoch 1591 | loss: 0.0311953 | val_loss: 0.0311983 | Time: 2635.07 ms [2022-03-07 22:24:47 main:574] : INFO : Epoch 1592 | loss: 0.0311936 | val_loss: 0.031197 | Time: 2829.86 ms [2022-03-07 22:24:51 main:574] : INFO : Epoch 1593 | loss: 0.031194 | val_loss: 0.031196 | Time: 3684.67 ms [2022-03-07 22:24:55 main:574] : INFO : Epoch 1594 | loss: 0.0311917 | val_loss: 0.0311956 | Time: 3932.71 ms [2022-03-07 22:24:58 main:574] : INFO : Epoch 1595 | loss: 0.0311915 | val_loss: 0.0311958 | Time: 3093.36 ms [2022-03-07 22:25:01 main:574] : INFO : Epoch 1596 | loss: 0.0311918 | val_loss: 0.0311952 | Time: 3282.24 ms [2022-03-07 22:25:05 main:574] : INFO : Epoch 1597 | loss: 0.0311922 | val_loss: 0.0311947 | Time: 3463.38 ms [2022-03-07 22:25:07 main:574] : INFO : Epoch 1598 | loss: 0.0311896 | val_loss: 0.0311951 | Time: 2676.67 ms [2022-03-07 22:25:11 main:574] : INFO : Epoch 1599 | loss: 0.0311894 | val_loss: 0.0311943 | Time: 3361.02 ms [2022-03-07 22:25:14 main:574] : INFO : Epoch 1600 | loss: 0.0311892 | val_loss: 0.0311948 | Time: 3537.79 ms [2022-03-07 22:25:18 main:574] : INFO : Epoch 1601 | loss: 0.0311893 | val_loss: 0.0311946 | Time: 3295.53 ms [2022-03-07 22:25:22 main:574] : INFO : Epoch 1602 | loss: 0.0311925 | val_loss: 0.0311954 | Time: 4011.22 ms [2022-03-07 22:25:25 main:574] : INFO : Epoch 1603 | loss: 0.0311884 | val_loss: 0.0311944 | Time: 3549.44 ms [2022-03-07 22:25:28 main:574] : INFO : Epoch 1604 | loss: 0.0311901 | val_loss: 0.0311931 | Time: 2987.18 ms [2022-03-07 22:25:31 main:574] : INFO : Epoch 1605 | loss: 0.0311909 | val_loss: 0.0311962 | Time: 2956.54 ms [2022-03-07 22:25:34 main:574] : INFO : Epoch 1606 | loss: 0.0311894 | val_loss: 0.0311943 | Time: 3026.79 ms [2022-03-07 22:25:37 main:574] : INFO : Epoch 1607 | loss: 0.0311888 | val_loss: 0.0311926 | Time: 2990.63 ms [2022-03-07 22:25:41 main:574] : INFO : Epoch 1608 | loss: 0.031188 | val_loss: 0.0311924 | Time: 3443.2 ms [2022-03-07 22:25:44 main:574] : INFO : Epoch 1609 | loss: 0.0311871 | val_loss: 0.0311911 | Time: 3162.55 ms [2022-03-07 22:25:47 main:574] : INFO : Epoch 1610 | loss: 0.0311866 | val_loss: 0.0311929 | Time: 3051.54 ms [2022-03-07 22:25:51 main:574] : INFO : Epoch 1611 | loss: 0.0311883 | val_loss: 0.031195 | Time: 3391.63 ms [2022-03-07 22:25:54 main:574] : INFO : Epoch 1612 | loss: 0.0311911 | val_loss: 0.031196 | Time: 3793.51 ms [2022-03-07 22:25:58 main:574] : INFO : Epoch 1613 | loss: 0.0311915 | val_loss: 0.0311961 | Time: 3301.2 ms [2022-03-07 22:26:01 main:574] : INFO : Epoch 1614 | loss: 0.0311909 | val_loss: 0.0311985 | Time: 3169.3 ms [2022-03-07 22:26:04 main:574] : INFO : Epoch 1615 | loss: 0.0311895 | val_loss: 0.0311952 | Time: 3436.55 ms [2022-03-07 22:26:08 main:574] : INFO : Epoch 1616 | loss: 0.0311876 | val_loss: 0.0311951 | Time: 3511.02 ms [2022-03-07 22:26:11 main:574] : INFO : Epoch 1617 | loss: 0.0311885 | val_loss: 0.0311938 | Time: 3217.16 ms [2022-03-07 22:26:15 main:574] : INFO : Epoch 1618 | loss: 0.0311872 | val_loss: 0.0311934 | Time: 3352.58 ms [2022-03-07 22:26:17 main:574] : INFO : Epoch 1619 | loss: 0.0311858 | val_loss: 0.0311934 | Time: 2820.19 ms [2022-03-07 22:26:20 main:574] : INFO : Epoch 1620 | loss: 0.0311863 | val_loss: 0.0311968 | Time: 2652.61 ms [2022-03-07 22:26:23 main:574] : INFO : Epoch 1621 | loss: 0.0311879 | val_loss: 0.0311924 | Time: 3127.86 ms [2022-03-07 22:26:27 main:574] : INFO : Epoch 1622 | loss: 0.0311871 | val_loss: 0.0311921 | Time: 3255.14 ms [2022-03-07 22:26:30 main:574] : INFO : Epoch 1623 | loss: 0.031186 | val_loss: 0.0311928 | Time: 3695.52 ms [2022-03-07 22:26:33 main:574] : INFO : Epoch 1624 | loss: 0.0311846 | val_loss: 0.0311923 | Time: 2962.28 ms [2022-03-07 22:26:36 main:574] : INFO : Epoch 1625 | loss: 0.0311866 | val_loss: 0.0311909 | Time: 2842.78 ms [2022-03-07 22:26:40 main:574] : INFO : Epoch 1626 | loss: 0.0311849 | val_loss: 0.0311917 | Time: 3483.42 ms [2022-03-07 22:26:43 main:574] : INFO : Epoch 1627 | loss: 0.0311862 | val_loss: 0.0311935 | Time: 3168.7 ms [2022-03-07 22:26:46 main:574] : INFO : Epoch 1628 | loss: 0.0311853 | val_loss: 0.0311927 | Time: 2939.08 ms [2022-03-07 22:26:49 main:574] : INFO : Epoch 1629 | loss: 0.0311848 | val_loss: 0.0311911 | Time: 2859.8 ms [2022-03-07 22:26:52 main:574] : INFO : Epoch 1630 | loss: 0.031184 | val_loss: 0.0311935 | Time: 3058.81 ms [2022-03-07 22:26:55 main:574] : INFO : Epoch 1631 | loss: 0.031184 | val_loss: 0.0311915 | Time: 2632.03 ms [2022-03-07 22:26:58 main:574] : INFO : Epoch 1632 | loss: 0.0311828 | val_loss: 0.0311913 | Time: 3096.26 ms [2022-03-07 22:27:01 main:574] : INFO : Epoch 1633 | loss: 0.0311821 | val_loss: 0.0311914 | Time: 3242.23 ms [2022-03-07 22:27:05 main:574] : INFO : Epoch 1634 | loss: 0.0311824 | val_loss: 0.0311923 | Time: 3814.8 ms [2022-03-07 22:27:08 main:574] : INFO : Epoch 1635 | loss: 0.0311834 | val_loss: 0.031192 | Time: 3120.52 ms [2022-03-07 22:27:11 main:574] : INFO : Epoch 1636 | loss: 0.0311823 | val_loss: 0.0311913 | Time: 3061.82 ms [2022-03-07 22:27:14 main:574] : INFO : Epoch 1637 | loss: 0.0311843 | val_loss: 0.0311907 | Time: 2958.18 ms [2022-03-07 22:27:17 main:574] : INFO : Epoch 1638 | loss: 0.0311822 | val_loss: 0.0311915 | Time: 2758.01 ms [2022-03-07 22:27:20 main:574] : INFO : Epoch 1639 | loss: 0.0311829 | val_loss: 0.03119 | Time: 2719.57 ms [2022-03-07 22:27:23 main:574] : INFO : Epoch 1640 | loss: 0.0311829 | val_loss: 0.0311909 | Time: 3274.69 ms [2022-03-07 22:27:26 main:574] : INFO : Epoch 1641 | loss: 0.0311832 | val_loss: 0.031193 | Time: 2969.85 ms [2022-03-07 22:27:29 main:574] : INFO : Epoch 1642 | loss: 0.0311837 | val_loss: 0.0311939 | Time: 2955.35 ms [2022-03-07 22:27:32 main:574] : INFO : Epoch 1643 | loss: 0.0311826 | val_loss: 0.031189 | Time: 2810.76 ms [2022-03-07 22:27:35 main:574] : INFO : Epoch 1644 | loss: 0.0311813 | val_loss: 0.0311894 | Time: 3195.01 ms [2022-03-07 22:27:38 main:574] : INFO : Epoch 1645 | loss: 0.031181 | val_loss: 0.0311899 | Time: 3147.67 ms [2022-03-07 22:27:41 main:574] : INFO : Epoch 1646 | loss: 0.0311814 | val_loss: 0.0311896 | Time: 3013.2 ms [2022-03-07 22:27:44 main:574] : INFO : Epoch 1647 | loss: 0.0311817 | val_loss: 0.031191 | Time: 2948.95 ms [2022-03-07 22:27:47 main:574] : INFO : Epoch 1648 | loss: 0.0311819 | val_loss: 0.0311909 | Time: 2900.76 ms [2022-03-07 22:27:50 main:574] : INFO : Epoch 1649 | loss: 0.0311815 | val_loss: 0.0311923 | Time: 2686.96 ms [2022-03-07 22:27:53 main:574] : INFO : Epoch 1650 | loss: 0.0311812 | val_loss: 0.0311898 | Time: 3231.49 ms [2022-03-07 22:27:56 main:574] : INFO : Epoch 1651 | loss: 0.0311798 | val_loss: 0.0311877 | Time: 3073.98 ms [2022-03-07 22:27:59 main:574] : INFO : Epoch 1652 | loss: 0.0311802 | val_loss: 0.0311871 | Time: 2929.84 ms [2022-03-07 22:28:02 main:574] : INFO : Epoch 1653 | loss: 0.0311793 | val_loss: 0.0311883 | Time: 2779.91 ms [2022-03-07 22:28:06 main:574] : INFO : Epoch 1654 | loss: 0.0311795 | val_loss: 0.03119 | Time: 3832.44 ms [2022-03-07 22:28:09 main:574] : INFO : Epoch 1655 | loss: 0.0311813 | val_loss: 0.0311877 | Time: 3328.88 ms [2022-03-07 22:28:12 main:574] : INFO : Epoch 1656 | loss: 0.0311805 | val_loss: 0.0311924 | Time: 3129.21 ms [2022-03-07 22:28:15 main:574] : INFO : Epoch 1657 | loss: 0.0311826 | val_loss: 0.0311892 | Time: 2914.04 ms [2022-03-07 22:28:19 main:574] : INFO : Epoch 1658 | loss: 0.0311849 | val_loss: 0.0311889 | Time: 3387.3 ms [2022-03-07 22:28:22 main:574] : INFO : Epoch 1659 | loss: 0.0311806 | val_loss: 0.0311883 | Time: 2845.22 ms [2022-03-07 22:28:25 main:574] : INFO : Epoch 1660 | loss: 0.0311806 | val_loss: 0.0311877 | Time: 3005.4 ms [2022-03-07 22:28:28 main:574] : INFO : Epoch 1661 | loss: 0.031182 | val_loss: 0.0311908 | Time: 3112.46 ms [2022-03-07 22:28:32 main:574] : INFO : Epoch 1662 | loss: 0.0311808 | val_loss: 0.0311862 | Time: 3486.88 ms [2022-03-07 22:28:35 main:574] : INFO : Epoch 1663 | loss: 0.0311809 | val_loss: 0.0311873 | Time: 2970.12 ms [2022-03-07 22:28:38 main:574] : INFO : Epoch 1664 | loss: 0.0311819 | val_loss: 0.0311856 | Time: 3113.87 ms [2022-03-07 22:28:41 main:574] : INFO : Epoch 1665 | loss: 0.0311808 | val_loss: 0.0311864 | Time: 3104.22 ms [2022-03-07 22:28:44 main:574] : INFO : Epoch 1666 | loss: 0.0311823 | val_loss: 0.0311929 | Time: 2705.44 ms [2022-03-07 22:28:46 main:574] : INFO : Epoch 1667 | loss: 0.0311802 | val_loss: 0.0311865 | Time: 2747.08 ms [2022-03-07 22:28:49 main:574] : INFO : Epoch 1668 | loss: 0.0311806 | val_loss: 0.0311878 | Time: 2840.65 ms [2022-03-07 22:28:52 main:574] : INFO : Epoch 1669 | loss: 0.0311819 | val_loss: 0.0311861 | Time: 2501.56 ms [2022-03-07 22:28:55 main:574] : INFO : Epoch 1670 | loss: 0.03118 | val_loss: 0.0311893 | Time: 2727.63 ms [2022-03-07 22:28:58 main:574] : INFO : Epoch 1671 | loss: 0.0311786 | val_loss: 0.03119 | Time: 3279.26 ms [2022-03-07 22:29:01 main:574] : INFO : Epoch 1672 | loss: 0.0311785 | val_loss: 0.031187 | Time: 3080.63 ms [2022-03-07 22:29:04 main:574] : INFO : Epoch 1673 | loss: 0.0311786 | val_loss: 0.0311877 | Time: 2504.32 ms [2022-03-07 22:29:06 main:574] : INFO : Epoch 1674 | loss: 0.0311791 | val_loss: 0.0311871 | Time: 2644.65 ms [2022-03-07 22:29:09 main:574] : INFO : Epoch 1675 | loss: 0.0311786 | val_loss: 0.0311914 | Time: 2486.44 ms [2022-03-07 22:29:12 main:574] : INFO : Epoch 1676 | loss: 0.0311778 | val_loss: 0.031187 | Time: 3004.43 ms [2022-03-07 22:29:15 main:574] : INFO : Epoch 1677 | loss: 0.0311778 | val_loss: 0.0311868 | Time: 2722.87 ms [2022-03-07 22:29:18 main:574] : INFO : Epoch 1678 | loss: 0.0311772 | val_loss: 0.0311886 | Time: 3249.41 ms [2022-03-07 22:29:21 main:574] : INFO : Epoch 1679 | loss: 0.0311789 | val_loss: 0.0311888 | Time: 2916.53 ms [2022-03-07 22:29:24 main:574] : INFO : Epoch 1680 | loss: 0.0311793 | val_loss: 0.0311873 | Time: 3355.72 ms [2022-03-07 22:29:27 main:574] : INFO : Epoch 1681 | loss: 0.0311789 | val_loss: 0.0311899 | Time: 2930.79 ms [2022-03-07 22:29:30 main:574] : INFO : Epoch 1682 | loss: 0.0311785 | val_loss: 0.0311894 | Time: 2890.93 ms [2022-03-07 22:29:33 main:574] : INFO : Epoch 1683 | loss: 0.0311799 | val_loss: 0.0311887 | Time: 2976.16 ms [2022-03-07 22:29:36 main:574] : INFO : Epoch 1684 | loss: 0.0311808 | val_loss: 0.0311891 | Time: 2750.49 ms [2022-03-07 22:29:39 main:574] : INFO : Epoch 1685 | loss: 0.0311805 | val_loss: 0.0311903 | Time: 2983.78 ms [2022-03-07 22:29:42 main:574] : INFO : Epoch 1686 | loss: 0.0311795 | val_loss: 0.03119 | Time: 3373.75 ms [2022-03-07 22:29:45 main:574] : INFO : Epoch 1687 | loss: 0.03118 | val_loss: 0.0311889 | Time: 3223.67 ms [2022-03-07 22:29:49 main:574] : INFO : Epoch 1688 | loss: 0.0311802 | val_loss: 0.0311938 | Time: 3383.01 ms [2022-03-07 22:29:52 main:574] : INFO : Epoch 1689 | loss: 0.0311781 | val_loss: 0.0311893 | Time: 3146.34 ms [2022-03-07 22:29:55 main:574] : INFO : Epoch 1690 | loss: 0.0311778 | val_loss: 0.0311889 | Time: 2930.83 ms [2022-03-07 22:29:58 main:574] : INFO : Epoch 1691 | loss: 0.0311779 | val_loss: 0.0311901 | Time: 3255.49 ms [2022-03-07 22:30:01 main:574] : INFO : Epoch 1692 | loss: 0.0311778 | val_loss: 0.0311889 | Time: 2771.77 ms [2022-03-07 22:30:05 main:574] : INFO : Epoch 1693 | loss: 0.0311774 | val_loss: 0.0311891 | Time: 3744.55 ms [2022-03-07 22:30:08 main:574] : INFO : Epoch 1694 | loss: 0.0311776 | val_loss: 0.0311875 | Time: 2879.26 ms [2022-03-07 22:30:11 main:574] : INFO : Epoch 1695 | loss: 0.0311772 | val_loss: 0.0311907 | Time: 2924.15 ms [2022-03-07 22:30:14 main:574] : INFO : Epoch 1696 | loss: 0.0311773 | val_loss: 0.0311888 | Time: 2785.9 ms [2022-03-07 22:30:17 main:574] : INFO : Epoch 1697 | loss: 0.0311765 | val_loss: 0.0311883 | Time: 3370.43 ms [2022-03-07 22:30:20 main:574] : INFO : Epoch 1698 | loss: 0.0311758 | val_loss: 0.0311872 | Time: 2767.91 ms [2022-03-07 22:30:23 main:574] : INFO : Epoch 1699 | loss: 0.0311757 | val_loss: 0.0311868 | Time: 3471 ms [2022-03-07 22:30:27 main:574] : INFO : Epoch 1700 | loss: 0.0311776 | val_loss: 0.0311886 | Time: 3389.95 ms [2022-03-07 22:30:30 main:574] : INFO : Epoch 1701 | loss: 0.0311775 | val_loss: 0.0311871 | Time: 3316.85 ms [2022-03-07 22:30:33 main:574] : INFO : Epoch 1702 | loss: 0.0311761 | val_loss: 0.0311868 | Time: 3134.62 ms [2022-03-07 22:30:37 main:574] : INFO : Epoch 1703 | loss: 0.0311751 | val_loss: 0.0311864 | Time: 3370.54 ms [2022-03-07 22:30:41 main:574] : INFO : Epoch 1704 | loss: 0.0311772 | val_loss: 0.0311856 | Time: 3618.81 ms [2022-03-07 22:30:44 main:574] : INFO : Epoch 1705 | loss: 0.0311765 | val_loss: 0.0311912 | Time: 3186.84 ms [2022-03-07 22:30:47 main:574] : INFO : Epoch 1706 | loss: 0.0311794 | val_loss: 0.0311891 | Time: 2921.29 ms [2022-03-07 22:30:50 main:574] : INFO : Epoch 1707 | loss: 0.0311765 | val_loss: 0.0311878 | Time: 2910.61 ms [2022-03-07 22:30:53 main:574] : INFO : Epoch 1708 | loss: 0.031176 | val_loss: 0.0311878 | Time: 3292.47 ms [2022-03-07 22:30:57 main:574] : INFO : Epoch 1709 | loss: 0.0311763 | val_loss: 0.0311886 | Time: 3504.26 ms [2022-03-07 22:31:00 main:574] : INFO : Epoch 1710 | loss: 0.0311747 | val_loss: 0.0311851 | Time: 3385.25 ms [2022-03-07 22:31:03 main:574] : INFO : Epoch 1711 | loss: 0.0311742 | val_loss: 0.0311922 | Time: 2693.85 ms [2022-03-07 22:31:06 main:574] : INFO : Epoch 1712 | loss: 0.0311766 | val_loss: 0.0311915 | Time: 3016.2 ms [2022-03-07 22:31:09 main:574] : INFO : Epoch 1713 | loss: 0.0311748 | val_loss: 0.0311852 | Time: 3257.96 ms [2022-03-07 22:31:12 main:574] : INFO : Epoch 1714 | loss: 0.0311737 | val_loss: 0.0311862 | Time: 3036.18 ms [2022-03-07 22:31:15 main:574] : INFO : Epoch 1715 | loss: 0.0311743 | val_loss: 0.0311865 | Time: 2661.87 ms [2022-03-07 22:31:17 main:574] : INFO : Epoch 1716 | loss: 0.0311735 | val_loss: 0.0311866 | Time: 2667.42 ms [2022-03-07 22:31:21 main:574] : INFO : Epoch 1717 | loss: 0.0311744 | val_loss: 0.0311873 | Time: 3505.93 ms [2022-03-07 22:31:25 main:574] : INFO : Epoch 1718 | loss: 0.031177 | val_loss: 0.0311872 | Time: 3711.89 ms [2022-03-07 22:31:27 main:574] : INFO : Epoch 1719 | loss: 0.0311749 | val_loss: 0.0311858 | Time: 2609.12 ms [2022-03-07 22:31:30 main:574] : INFO : Epoch 1720 | loss: 0.0311746 | val_loss: 0.0311861 | Time: 2914.83 ms [2022-03-07 22:31:33 main:574] : INFO : Epoch 1721 | loss: 0.0311749 | val_loss: 0.0311852 | Time: 2798.35 ms [2022-03-07 22:31:36 main:574] : INFO : Epoch 1722 | loss: 0.0311759 | val_loss: 0.0311818 | Time: 2712.2 ms [2022-03-07 22:31:39 main:574] : INFO : Epoch 1723 | loss: 0.0311758 | val_loss: 0.0311853 | Time: 3473.3 ms [2022-03-07 22:31:42 main:574] : INFO : Epoch 1724 | loss: 0.0311746 | val_loss: 0.0311826 | Time: 2898.97 ms [2022-03-07 22:31:46 main:574] : INFO : Epoch 1725 | loss: 0.0311751 | val_loss: 0.0311942 | Time: 3461.18 ms [2022-03-07 22:31:50 main:574] : INFO : Epoch 1726 | loss: 0.0311773 | val_loss: 0.031184 | Time: 3950.9 ms [2022-03-07 22:31:53 main:574] : INFO : Epoch 1727 | loss: 0.031175 | val_loss: 0.0311881 | Time: 2946.41 ms [2022-03-07 22:31:56 main:574] : INFO : Epoch 1728 | loss: 0.031174 | val_loss: 0.0311832 | Time: 3306.38 ms [2022-03-07 22:32:00 main:574] : INFO : Epoch 1729 | loss: 0.0311728 | val_loss: 0.0311857 | Time: 3383.55 ms [2022-03-07 22:32:03 main:574] : INFO : Epoch 1730 | loss: 0.0311738 | val_loss: 0.031185 | Time: 2920.95 ms [2022-03-07 22:32:06 main:574] : INFO : Epoch 1731 | loss: 0.0311736 | val_loss: 0.0311864 | Time: 3021.95 ms [2022-03-07 22:32:09 main:574] : INFO : Epoch 1732 | loss: 0.0311733 | val_loss: 0.0311851 | Time: 3178.61 ms [2022-03-07 22:32:12 main:574] : INFO : Epoch 1733 | loss: 0.0311732 | val_loss: 0.031185 | Time: 3272.98 ms [2022-03-07 22:32:16 main:574] : INFO : Epoch 1734 | loss: 0.0311731 | val_loss: 0.0311844 | Time: 3358.69 ms [2022-03-07 22:32:19 main:574] : INFO : Epoch 1735 | loss: 0.0311732 | val_loss: 0.0311869 | Time: 3035.68 ms [2022-03-07 22:32:22 main:574] : INFO : Epoch 1736 | loss: 0.0311748 | val_loss: 0.0311855 | Time: 3650.91 ms [2022-03-07 22:32:25 main:574] : INFO : Epoch 1737 | loss: 0.0311792 | val_loss: 0.03119 | Time: 3110.31 ms [2022-03-07 22:32:29 main:574] : INFO : Epoch 1738 | loss: 0.0311767 | val_loss: 0.0311851 | Time: 3579.2 ms [2022-03-07 22:32:33 main:574] : INFO : Epoch 1739 | loss: 0.0311747 | val_loss: 0.0311856 | Time: 3804.87 ms [2022-03-07 22:32:36 main:574] : INFO : Epoch 1740 | loss: 0.0311745 | val_loss: 0.0311831 | Time: 3419.78 ms [2022-03-07 22:32:40 main:574] : INFO : Epoch 1741 | loss: 0.0311747 | val_loss: 0.031185 | Time: 3508.78 ms [2022-03-07 22:32:43 main:574] : INFO : Epoch 1742 | loss: 0.0311742 | val_loss: 0.0311839 | Time: 3126.32 ms [2022-03-07 22:32:46 main:574] : INFO : Epoch 1743 | loss: 0.0311738 | val_loss: 0.0311859 | Time: 3180.64 ms [2022-03-07 22:32:49 main:574] : INFO : Epoch 1744 | loss: 0.0311746 | val_loss: 0.0311861 | Time: 2515.01 ms [2022-03-07 22:32:52 main:574] : INFO : Epoch 1745 | loss: 0.0311751 | val_loss: 0.0311853 | Time: 3301.45 ms [2022-03-07 22:32:55 main:574] : INFO : Epoch 1746 | loss: 0.0311739 | val_loss: 0.0311898 | Time: 2802.64 ms [2022-03-07 22:32:58 main:574] : INFO : Epoch 1747 | loss: 0.0311735 | val_loss: 0.0311846 | Time: 2770.03 ms [2022-03-07 22:33:02 main:574] : INFO : Epoch 1748 | loss: 0.0311725 | val_loss: 0.0311856 | Time: 4058.17 ms [2022-03-07 22:33:05 main:574] : INFO : Epoch 1749 | loss: 0.0311738 | val_loss: 0.0311836 | Time: 3177.48 ms [2022-03-07 22:33:08 main:574] : INFO : Epoch 1750 | loss: 0.0311728 | val_loss: 0.0311865 | Time: 2556.31 ms [2022-03-07 22:33:10 main:574] : INFO : Epoch 1751 | loss: 0.0311727 | val_loss: 0.0311844 | Time: 2683.63 ms [2022-03-07 22:33:13 main:574] : INFO : Epoch 1752 | loss: 0.0311724 | val_loss: 0.0311833 | Time: 2861.15 ms [2022-03-07 22:33:17 main:574] : INFO : Epoch 1753 | loss: 0.0311729 | val_loss: 0.0311858 | Time: 3443.3 ms [2022-03-07 22:33:19 main:574] : INFO : Epoch 1754 | loss: 0.0311715 | val_loss: 0.0311845 | Time: 2544.72 ms [2022-03-07 22:33:22 main:574] : INFO : Epoch 1755 | loss: 0.0311711 | val_loss: 0.0311831 | Time: 2616.52 ms [2022-03-07 22:33:25 main:574] : INFO : Epoch 1756 | loss: 0.0311726 | val_loss: 0.0311842 | Time: 2764.77 ms [2022-03-07 22:33:27 main:574] : INFO : Epoch 1757 | loss: 0.0311716 | val_loss: 0.0311857 | Time: 2710.22 ms [2022-03-07 22:33:30 main:574] : INFO : Epoch 1758 | loss: 0.0311723 | val_loss: 0.0311872 | Time: 2482.57 ms [2022-03-07 22:33:33 main:574] : INFO : Epoch 1759 | loss: 0.0311729 | val_loss: 0.0311859 | Time: 2749.71 ms [2022-03-07 22:33:36 main:574] : INFO : Epoch 1760 | loss: 0.031173 | val_loss: 0.0311842 | Time: 2860.16 ms [2022-03-07 22:33:38 main:574] : INFO : Epoch 1761 | loss: 0.0311724 | val_loss: 0.0311865 | Time: 2508.05 ms [2022-03-07 22:33:41 main:574] : INFO : Epoch 1762 | loss: 0.0311722 | val_loss: 0.0311863 | Time: 2753.84 ms [2022-03-07 22:33:44 main:574] : INFO : Epoch 1763 | loss: 0.0311709 | val_loss: 0.0311834 | Time: 2605.78 ms [2022-03-07 22:33:47 main:574] : INFO : Epoch 1764 | loss: 0.0311702 | val_loss: 0.0311861 | Time: 3111.75 ms [2022-03-07 22:33:50 main:574] : INFO : Epoch 1765 | loss: 0.0311718 | val_loss: 0.0311841 | Time: 3448.65 ms [2022-03-07 22:33:53 main:574] : INFO : Epoch 1766 | loss: 0.031171 | val_loss: 0.0311835 | Time: 3004.22 ms [2022-03-07 22:33:57 main:574] : INFO : Epoch 1767 | loss: 0.0311698 | val_loss: 0.0311853 | Time: 3567.87 ms [2022-03-07 22:34:00 main:574] : INFO : Epoch 1768 | loss: 0.031172 | val_loss: 0.0311866 | Time: 3040.44 ms [2022-03-07 22:34:03 main:574] : INFO : Epoch 1769 | loss: 0.0311731 | val_loss: 0.0311925 | Time: 2582.32 ms [2022-03-07 22:34:05 main:574] : INFO : Epoch 1770 | loss: 0.034746 | val_loss: 0.0373886 | Time: 2824.12 ms [2022-03-07 22:34:08 main:574] : INFO : Epoch 1771 | loss: 0.0326859 | val_loss: 0.0314929 | Time: 2780.25 ms [2022-03-07 22:34:11 main:574] : INFO : Epoch 1772 | loss: 0.0314006 | val_loss: 0.0312717 | Time: 2704.89 ms [2022-03-07 22:34:15 main:574] : INFO : Epoch 1773 | loss: 0.0312485 | val_loss: 0.0312269 | Time: 3798.57 ms [2022-03-07 22:34:18 main:574] : INFO : Epoch 1774 | loss: 0.0312184 | val_loss: 0.0312112 | Time: 3120.12 ms [2022-03-07 22:34:21 main:574] : INFO : Epoch 1775 | loss: 0.0312082 | val_loss: 0.0312052 | Time: 3001.28 ms [2022-03-07 22:34:24 main:574] : INFO : Epoch 1776 | loss: 0.0312046 | val_loss: 0.0312023 | Time: 2578.27 ms [2022-03-07 22:34:26 main:574] : INFO : Epoch 1777 | loss: 0.0312026 | val_loss: 0.0312012 | Time: 2761.51 ms [2022-03-07 22:34:29 main:574] : INFO : Epoch 1778 | loss: 0.0312014 | val_loss: 0.0312006 | Time: 2610.88 ms [2022-03-07 22:34:32 main:574] : INFO : Epoch 1779 | loss: 0.0311996 | val_loss: 0.0311987 | Time: 2496.59 ms [2022-03-07 22:34:35 main:574] : INFO : Epoch 1780 | loss: 0.0311985 | val_loss: 0.0311969 | Time: 3080.3 ms [2022-03-07 22:34:37 main:574] : INFO : Epoch 1781 | loss: 0.0311966 | val_loss: 0.0311966 | Time: 2519.64 ms [2022-03-07 22:34:40 main:574] : INFO : Epoch 1782 | loss: 0.0311962 | val_loss: 0.0311955 | Time: 3072.52 ms [2022-03-07 22:34:43 main:574] : INFO : Epoch 1783 | loss: 0.0311915 | val_loss: 0.0311899 | Time: 2788.77 ms [2022-03-07 22:34:46 main:574] : INFO : Epoch 1784 | loss: 0.0311874 | val_loss: 0.0311883 | Time: 2662.07 ms [2022-03-07 22:34:48 main:574] : INFO : Epoch 1785 | loss: 0.0311862 | val_loss: 0.031189 | Time: 2553.76 ms [2022-03-07 22:34:51 main:574] : INFO : Epoch 1786 | loss: 0.0311848 | val_loss: 0.0311876 | Time: 2808.44 ms [2022-03-07 22:34:54 main:574] : INFO : Epoch 1787 | loss: 0.031184 | val_loss: 0.0311871 | Time: 2811.1 ms [2022-03-07 22:34:57 main:574] : INFO : Epoch 1788 | loss: 0.031183 | val_loss: 0.0311869 | Time: 3246.86 ms [2022-03-07 22:35:00 main:574] : INFO : Epoch 1789 | loss: 0.0311818 | val_loss: 0.0311849 | Time: 2669.6 ms [2022-03-07 22:35:03 main:574] : INFO : Epoch 1790 | loss: 0.0311813 | val_loss: 0.0311857 | Time: 2841.83 ms [2022-03-07 22:35:05 main:574] : INFO : Epoch 1791 | loss: 0.031182 | val_loss: 0.0311842 | Time: 2528.12 ms [2022-03-07 22:35:09 main:574] : INFO : Epoch 1792 | loss: 0.0311804 | val_loss: 0.0311879 | Time: 2990.87 ms [2022-03-07 22:35:11 main:574] : INFO : Epoch 1793 | loss: 0.0311807 | val_loss: 0.031186 | Time: 2701.31 ms [2022-03-07 22:35:15 main:574] : INFO : Epoch 1794 | loss: 0.0311792 | val_loss: 0.0311846 | Time: 3223.56 ms [2022-03-07 22:35:17 main:574] : INFO : Epoch 1795 | loss: 0.0311787 | val_loss: 0.0311847 | Time: 2591.68 ms [2022-03-07 22:35:20 main:574] : INFO : Epoch 1796 | loss: 0.0311798 | val_loss: 0.0311859 | Time: 3011.15 ms [2022-03-07 22:35:23 main:574] : INFO : Epoch 1797 | loss: 0.0311795 | val_loss: 0.0311851 | Time: 2869.98 ms [2022-03-07 22:35:26 main:574] : INFO : Epoch 1798 | loss: 0.0311771 | val_loss: 0.0311843 | Time: 3000.3 ms [2022-03-07 22:35:29 main:574] : INFO : Epoch 1799 | loss: 0.0311781 | val_loss: 0.0311849 | Time: 2758.31 ms [2022-03-07 22:35:32 main:574] : INFO : Epoch 1800 | loss: 0.0311767 | val_loss: 0.0311835 | Time: 2956.54 ms [2022-03-07 22:35:35 main:574] : INFO : Epoch 1801 | loss: 0.0311768 | val_loss: 0.0311839 | Time: 2950.25 ms [2022-03-07 22:35:38 main:574] : INFO : Epoch 1802 | loss: 0.0311761 | val_loss: 0.0311831 | Time: 2906.66 ms [2022-03-07 22:35:41 main:574] : INFO : Epoch 1803 | loss: 0.0311761 | val_loss: 0.0311824 | Time: 2946.67 ms [2022-03-07 22:35:44 main:574] : INFO : Epoch 1804 | loss: 0.0311759 | val_loss: 0.0311825 | Time: 2808.14 ms [2022-03-07 22:35:46 main:574] : INFO : Epoch 1805 | loss: 0.0311756 | val_loss: 0.031183 | Time: 2587.65 ms [2022-03-07 22:35:49 main:574] : INFO : Epoch 1806 | loss: 0.0311761 | val_loss: 0.0311829 | Time: 3077.23 ms [2022-03-07 22:35:52 main:574] : INFO : Epoch 1807 | loss: 0.0311753 | val_loss: 0.0311841 | Time: 2702.84 ms [2022-03-07 22:35:55 main:574] : INFO : Epoch 1808 | loss: 0.0311754 | val_loss: 0.031183 | Time: 2827.66 ms [2022-03-07 22:35:58 main:574] : INFO : Epoch 1809 | loss: 0.0311749 | val_loss: 0.0311835 | Time: 2921.6 ms [2022-03-07 22:36:01 main:574] : INFO : Epoch 1810 | loss: 0.0311747 | val_loss: 0.0311834 | Time: 3384.29 ms [2022-03-07 22:36:05 main:574] : INFO : Epoch 1811 | loss: 0.0311744 | val_loss: 0.031184 | Time: 3288.48 ms [2022-03-07 22:36:08 main:574] : INFO : Epoch 1812 | loss: 0.0311751 | val_loss: 0.0311831 | Time: 3286.63 ms [2022-03-07 22:36:11 main:574] : INFO : Epoch 1813 | loss: 0.0311751 | val_loss: 0.031184 | Time: 3332.29 ms [2022-03-07 22:36:14 main:574] : INFO : Epoch 1814 | loss: 0.0311745 | val_loss: 0.0311834 | Time: 2711.6 ms [2022-03-07 22:36:17 main:574] : INFO : Epoch 1815 | loss: 0.0311749 | val_loss: 0.0311851 | Time: 3199.65 ms [2022-03-07 22:36:21 main:574] : INFO : Epoch 1816 | loss: 0.0311751 | val_loss: 0.031184 | Time: 3334.3 ms [2022-03-07 22:36:24 main:574] : INFO : Epoch 1817 | loss: 0.0311744 | val_loss: 0.0311838 | Time: 3437.98 ms [2022-03-07 22:36:27 main:574] : INFO : Epoch 1818 | loss: 0.0311742 | val_loss: 0.0311823 | Time: 3158.8 ms [2022-03-07 22:36:31 main:574] : INFO : Epoch 1819 | loss: 0.0311735 | val_loss: 0.031182 | Time: 3129.86 ms [2022-03-07 22:36:34 main:574] : INFO : Epoch 1820 | loss: 0.0311736 | val_loss: 0.0311828 | Time: 3394.81 ms [2022-03-07 22:36:36 main:574] : INFO : Epoch 1821 | loss: 0.0311734 | val_loss: 0.0311827 | Time: 2474.12 ms [2022-03-07 22:36:39 main:574] : INFO : Epoch 1822 | loss: 0.0311725 | val_loss: 0.0311843 | Time: 2553.38 ms [2022-03-07 22:36:42 main:574] : INFO : Epoch 1823 | loss: 0.0311729 | val_loss: 0.0311816 | Time: 2854.54 ms [2022-03-07 22:36:45 main:574] : INFO : Epoch 1824 | loss: 0.0311722 | val_loss: 0.0311818 | Time: 2954.65 ms [2022-03-07 22:36:49 main:574] : INFO : Epoch 1825 | loss: 0.0311715 | val_loss: 0.0311807 | Time: 3598.14 ms [2022-03-07 22:36:51 main:574] : INFO : Epoch 1826 | loss: 0.0311713 | val_loss: 0.0311821 | Time: 2729.41 ms [2022-03-07 22:36:54 main:574] : INFO : Epoch 1827 | loss: 0.0311721 | val_loss: 0.0311828 | Time: 2974.17 ms [2022-03-07 22:36:57 main:574] : INFO : Epoch 1828 | loss: 0.0311734 | val_loss: 0.0311825 | Time: 2623.46 ms [2022-03-07 22:37:00 main:574] : INFO : Epoch 1829 | loss: 0.0311721 | val_loss: 0.031181 | Time: 2988.34 ms [2022-03-07 22:37:03 main:574] : INFO : Epoch 1830 | loss: 0.0311715 | val_loss: 0.0311814 | Time: 2588.03 ms [2022-03-07 22:37:06 main:574] : INFO : Epoch 1831 | loss: 0.0311726 | val_loss: 0.0311822 | Time: 3273.98 ms [2022-03-07 22:37:09 main:574] : INFO : Epoch 1832 | loss: 0.0311736 | val_loss: 0.0311839 | Time: 2898.18 ms [2022-03-07 22:37:12 main:574] : INFO : Epoch 1833 | loss: 0.0311749 | val_loss: 0.0311816 | Time: 3622.8 ms [2022-03-07 22:37:15 main:574] : INFO : Epoch 1834 | loss: 0.0311715 | val_loss: 0.0311818 | Time: 2740.66 ms [2022-03-07 22:37:18 main:574] : INFO : Epoch 1835 | loss: 0.031171 | val_loss: 0.0311817 | Time: 2811.63 ms [2022-03-07 22:37:21 main:574] : INFO : Epoch 1836 | loss: 0.0311719 | val_loss: 0.0311816 | Time: 2613.07 ms [2022-03-07 22:37:24 main:574] : INFO : Epoch 1837 | loss: 0.0311721 | val_loss: 0.0311815 | Time: 3564.39 ms [2022-03-07 22:37:27 main:574] : INFO : Epoch 1838 | loss: 0.0311715 | val_loss: 0.0311829 | Time: 2957.92 ms [2022-03-07 22:37:30 main:574] : INFO : Epoch 1839 | loss: 0.0311713 | val_loss: 0.031181 | Time: 3076.85 ms [2022-03-07 22:37:34 main:574] : INFO : Epoch 1840 | loss: 0.0311711 | val_loss: 0.0311824 | Time: 3443.9 ms [2022-03-07 22:37:37 main:574] : INFO : Epoch 1841 | loss: 0.0311722 | val_loss: 0.0311832 | Time: 3120.57 ms [2022-03-07 22:37:40 main:574] : INFO : Epoch 1842 | loss: 0.0311723 | val_loss: 0.0311824 | Time: 3107.62 ms [2022-03-07 22:37:43 main:574] : INFO : Epoch 1843 | loss: 0.031171 | val_loss: 0.031184 | Time: 3002.12 ms [2022-03-07 22:37:46 main:574] : INFO : Epoch 1844 | loss: 0.0311703 | val_loss: 0.0311808 | Time: 3284.13 ms [2022-03-07 22:37:49 main:574] : INFO : Epoch 1845 | loss: 0.0311701 | val_loss: 0.0311813 | Time: 2931.21 ms [2022-03-07 22:37:52 main:574] : INFO : Epoch 1846 | loss: 0.0311699 | val_loss: 0.0311802 | Time: 2626.22 ms [2022-03-07 22:37:55 main:574] : INFO : Epoch 1847 | loss: 0.0311702 | val_loss: 0.0311821 | Time: 2679.14 ms [2022-03-07 22:37:58 main:574] : INFO : Epoch 1848 | loss: 0.0311701 | val_loss: 0.0311816 | Time: 2976.49 ms [2022-03-07 22:38:00 main:574] : INFO : Epoch 1849 | loss: 0.0311709 | val_loss: 0.031184 | Time: 2471.51 ms [2022-03-07 22:38:03 main:574] : INFO : Epoch 1850 | loss: 0.0311704 | val_loss: 0.0311815 | Time: 2978.58 ms [2022-03-07 22:38:06 main:574] : INFO : Epoch 1851 | loss: 0.0311694 | val_loss: 0.0311807 | Time: 2829.08 ms [2022-03-07 22:38:09 main:574] : INFO : Epoch 1852 | loss: 0.03117 | val_loss: 0.0311806 | Time: 3222.17 ms [2022-03-07 22:38:12 main:574] : INFO : Epoch 1853 | loss: 0.0311703 | val_loss: 0.0311816 | Time: 2788.72 ms [2022-03-07 22:38:16 main:574] : INFO : Epoch 1854 | loss: 0.0311714 | val_loss: 0.0311808 | Time: 4186.67 ms [2022-03-07 22:38:20 main:574] : INFO : Epoch 1855 | loss: 0.0311697 | val_loss: 0.03118 | Time: 3378.57 ms [2022-03-07 22:38:23 main:574] : INFO : Epoch 1856 | loss: 0.0311697 | val_loss: 0.0311812 | Time: 2906.23 ms [2022-03-07 22:38:26 main:574] : INFO : Epoch 1857 | loss: 0.0311693 | val_loss: 0.0311803 | Time: 2810.38 ms [2022-03-07 22:38:28 main:574] : INFO : Epoch 1858 | loss: 0.0311693 | val_loss: 0.0311822 | Time: 2816.96 ms [2022-03-07 22:38:32 main:574] : INFO : Epoch 1859 | loss: 0.0311701 | val_loss: 0.0311813 | Time: 3257.63 ms [2022-03-07 22:38:35 main:574] : INFO : Epoch 1860 | loss: 0.0311691 | val_loss: 0.031179 | Time: 3670.63 ms [2022-03-07 22:38:38 main:574] : INFO : Epoch 1861 | loss: 0.031169 | val_loss: 0.03118 | Time: 3091.76 ms [2022-03-07 22:38:41 main:574] : INFO : Epoch 1862 | loss: 0.0311683 | val_loss: 0.0311796 | Time: 2496.99 ms [2022-03-07 22:38:44 main:574] : INFO : Epoch 1863 | loss: 0.0311697 | val_loss: 0.031179 | Time: 3255.77 ms [2022-03-07 22:38:47 main:574] : INFO : Epoch 1864 | loss: 0.0311687 | val_loss: 0.0311805 | Time: 3116.95 ms [2022-03-07 22:38:51 main:574] : INFO : Epoch 1865 | loss: 0.0311698 | val_loss: 0.0311827 | Time: 3355.58 ms [2022-03-07 22:38:53 main:574] : INFO : Epoch 1866 | loss: 0.03117 | val_loss: 0.0311813 | Time: 2555.68 ms [2022-03-07 22:38:56 main:574] : INFO : Epoch 1867 | loss: 0.0311673 | val_loss: 0.0311792 | Time: 2673.12 ms [2022-03-07 22:38:59 main:574] : INFO : Epoch 1868 | loss: 0.0311675 | val_loss: 0.0311815 | Time: 2509.56 ms [2022-03-07 22:39:01 main:574] : INFO : Epoch 1869 | loss: 0.0311698 | val_loss: 0.0311818 | Time: 2553.02 ms [2022-03-07 22:39:04 main:574] : INFO : Epoch 1870 | loss: 0.0311734 | val_loss: 0.03118 | Time: 2790.62 ms [2022-03-07 22:39:08 main:574] : INFO : Epoch 1871 | loss: 0.0311726 | val_loss: 0.0311784 | Time: 3635.04 ms [2022-03-07 22:39:11 main:574] : INFO : Epoch 1872 | loss: 0.0311698 | val_loss: 0.0311768 | Time: 2869.73 ms [2022-03-07 22:39:13 main:574] : INFO : Epoch 1873 | loss: 0.0311701 | val_loss: 0.0311795 | Time: 2637.25 ms [2022-03-07 22:39:17 main:574] : INFO : Epoch 1874 | loss: 0.0311693 | val_loss: 0.0311778 | Time: 3804.52 ms [2022-03-07 22:39:20 main:574] : INFO : Epoch 1875 | loss: 0.031168 | val_loss: 0.0311779 | Time: 3164.93 ms [2022-03-07 22:39:24 main:574] : INFO : Epoch 1876 | loss: 0.031168 | val_loss: 0.0311767 | Time: 3251.11 ms [2022-03-07 22:39:27 main:574] : INFO : Epoch 1877 | loss: 0.0311679 | val_loss: 0.0311773 | Time: 3363.47 ms [2022-03-07 22:39:30 main:574] : INFO : Epoch 1878 | loss: 0.0311675 | val_loss: 0.0311778 | Time: 2859.03 ms [2022-03-07 22:39:32 main:574] : INFO : Epoch 1879 | loss: 0.0311684 | val_loss: 0.0311788 | Time: 2579.31 ms [2022-03-07 22:39:35 main:574] : INFO : Epoch 1880 | loss: 0.0311689 | val_loss: 0.031177 | Time: 2608.57 ms [2022-03-07 22:39:38 main:574] : INFO : Epoch 1881 | loss: 0.0311671 | val_loss: 0.0311787 | Time: 3066.42 ms [2022-03-07 22:39:41 main:574] : INFO : Epoch 1882 | loss: 0.0311674 | val_loss: 0.0311782 | Time: 2499.85 ms [2022-03-07 22:39:44 main:574] : INFO : Epoch 1883 | loss: 0.0311675 | val_loss: 0.0311813 | Time: 2850.29 ms [2022-03-07 22:39:47 main:574] : INFO : Epoch 1884 | loss: 0.0311733 | val_loss: 0.0311815 | Time: 3525.03 ms [2022-03-07 22:39:50 main:574] : INFO : Epoch 1885 | loss: 0.031175 | val_loss: 0.03118 | Time: 2528.4 ms [2022-03-07 22:39:53 main:574] : INFO : Epoch 1886 | loss: 0.0311743 | val_loss: 0.031179 | Time: 2898.4 ms [2022-03-07 22:39:56 main:574] : INFO : Epoch 1887 | loss: 0.0311714 | val_loss: 0.0311803 | Time: 3054.96 ms [2022-03-07 22:39:58 main:574] : INFO : Epoch 1888 | loss: 0.0311695 | val_loss: 0.0311789 | Time: 2725.8 ms [2022-03-07 22:40:01 main:574] : INFO : Epoch 1889 | loss: 0.0311686 | val_loss: 0.0311783 | Time: 2823.16 ms [2022-03-07 22:40:04 main:574] : INFO : Epoch 1890 | loss: 0.0311698 | val_loss: 0.0311786 | Time: 3115.65 ms [2022-03-07 22:40:07 main:574] : INFO : Epoch 1891 | loss: 0.0311681 | val_loss: 0.0311776 | Time: 2619.8 ms [2022-03-07 22:40:10 main:574] : INFO : Epoch 1892 | loss: 0.0311676 | val_loss: 0.0311767 | Time: 2728 ms [2022-03-07 22:40:13 main:574] : INFO : Epoch 1893 | loss: 0.0311679 | val_loss: 0.0311792 | Time: 2714.74 ms [2022-03-07 22:40:16 main:574] : INFO : Epoch 1894 | loss: 0.0311684 | val_loss: 0.0311763 | Time: 3205.25 ms [2022-03-07 22:40:19 main:574] : INFO : Epoch 1895 | loss: 0.0311684 | val_loss: 0.0311778 | Time: 3065.5 ms [2022-03-07 22:40:21 main:574] : INFO : Epoch 1896 | loss: 0.0311683 | val_loss: 0.031176 | Time: 2661.4 ms [2022-03-07 22:40:24 main:574] : INFO : Epoch 1897 | loss: 0.031168 | val_loss: 0.0311779 | Time: 2704.96 ms [2022-03-07 22:40:28 main:574] : INFO : Epoch 1898 | loss: 0.0311694 | val_loss: 0.0311809 | Time: 3569.45 ms [2022-03-07 22:40:31 main:574] : INFO : Epoch 1899 | loss: 0.0311684 | val_loss: 0.0311766 | Time: 2991.67 ms [2022-03-07 22:40:34 main:574] : INFO : Epoch 1900 | loss: 0.0311672 | val_loss: 0.0311756 | Time: 2931.33 ms [2022-03-07 22:40:37 main:574] : INFO : Epoch 1901 | loss: 0.0311665 | val_loss: 0.0311759 | Time: 2800 ms [2022-03-07 22:40:39 main:574] : INFO : Epoch 1902 | loss: 0.0311674 | val_loss: 0.0311745 | Time: 2642.02 ms [2022-03-07 22:40:42 main:574] : INFO : Epoch 1903 | loss: 0.0311669 | val_loss: 0.031176 | Time: 2742.69 ms [2022-03-07 22:40:46 main:574] : INFO : Epoch 1904 | loss: 0.0311679 | val_loss: 0.0311786 | Time: 3682.5 ms [2022-03-07 22:40:48 main:574] : INFO : Epoch 1905 | loss: 0.0311681 | val_loss: 0.0311757 | Time: 2572.8 ms [2022-03-07 22:40:51 main:574] : INFO : Epoch 1906 | loss: 0.031167 | val_loss: 0.0311814 | Time: 3102.11 ms [2022-03-07 22:40:54 main:574] : INFO : Epoch 1907 | loss: 0.0311713 | val_loss: 0.0311786 | Time: 2589 ms [2022-03-07 22:40:57 main:574] : INFO : Epoch 1908 | loss: 0.0311718 | val_loss: 0.0311777 | Time: 3220.4 ms [2022-03-07 22:41:00 main:574] : INFO : Epoch 1909 | loss: 0.0311718 | val_loss: 0.0311798 | Time: 2638.36 ms [2022-03-07 22:41:03 main:574] : INFO : Epoch 1910 | loss: 0.0311709 | val_loss: 0.0311775 | Time: 2582.41 ms [2022-03-07 22:41:06 main:574] : INFO : Epoch 1911 | loss: 0.0311686 | val_loss: 0.0311775 | Time: 3717.4 ms [2022-03-07 22:41:09 main:574] : INFO : Epoch 1912 | loss: 0.0311674 | val_loss: 0.0311792 | Time: 2758.15 ms [2022-03-07 22:41:12 main:574] : INFO : Epoch 1913 | loss: 0.0311679 | val_loss: 0.0311764 | Time: 2473.78 ms [2022-03-07 22:41:15 main:574] : INFO : Epoch 1914 | loss: 0.0311682 | val_loss: 0.0311761 | Time: 3149.75 ms [2022-03-07 22:41:18 main:574] : INFO : Epoch 1915 | loss: 0.0311675 | val_loss: 0.0311781 | Time: 2747.42 ms [2022-03-07 22:41:21 main:574] : INFO : Epoch 1916 | loss: 0.0311677 | val_loss: 0.0311773 | Time: 2924.59 ms [2022-03-07 22:41:24 main:574] : INFO : Epoch 1917 | loss: 0.0311658 | val_loss: 0.0311766 | Time: 3008.82 ms [2022-03-07 22:41:27 main:574] : INFO : Epoch 1918 | loss: 0.0311665 | val_loss: 0.031178 | Time: 3632.31 ms [2022-03-07 22:41:30 main:574] : INFO : Epoch 1919 | loss: 0.0311664 | val_loss: 0.0311772 | Time: 2978.9 ms [2022-03-07 22:41:33 main:574] : INFO : Epoch 1920 | loss: 0.0311665 | val_loss: 0.0311759 | Time: 2791.73 ms [2022-03-07 22:41:36 main:574] : INFO : Epoch 1921 | loss: 0.0311668 | val_loss: 0.0311788 | Time: 2752.75 ms [2022-03-07 22:41:39 main:574] : INFO : Epoch 1922 | loss: 0.0311669 | val_loss: 0.0311796 | Time: 2725.13 ms [2022-03-07 22:41:41 main:574] : INFO : Epoch 1923 | loss: 0.031167 | val_loss: 0.0311808 | Time: 2715.88 ms [2022-03-07 22:41:44 main:574] : INFO : Epoch 1924 | loss: 0.0311678 | val_loss: 0.0311755 | Time: 2646.71 ms [2022-03-07 22:41:47 main:574] : INFO : Epoch 1925 | loss: 0.0311707 | val_loss: 0.0311823 | Time: 3305.52 ms [2022-03-07 22:41:50 main:574] : INFO : Epoch 1926 | loss: 0.0311702 | val_loss: 0.0311768 | Time: 3139 ms [2022-03-07 22:41:53 main:574] : INFO : Epoch 1927 | loss: 0.0311669 | val_loss: 0.0311756 | Time: 2859.35 ms [2022-03-07 22:41:56 main:574] : INFO : Epoch 1928 | loss: 0.0311664 | val_loss: 0.0311755 | Time: 2825.6 ms [2022-03-07 22:41:59 main:574] : INFO : Epoch 1929 | loss: 0.0311676 | val_loss: 0.031176 | Time: 3258.55 ms [2022-03-07 22:42:02 main:574] : INFO : Epoch 1930 | loss: 0.0311659 | val_loss: 0.0311773 | Time: 2969.81 ms [2022-03-07 22:42:05 main:574] : INFO : Epoch 1931 | loss: 0.0311661 | val_loss: 0.0311767 | Time: 2801.83 ms [2022-03-07 22:42:09 main:574] : INFO : Epoch 1932 | loss: 0.0311657 | val_loss: 0.0311751 | Time: 3377.24 ms [2022-03-07 22:42:12 main:574] : INFO : Epoch 1933 | loss: 0.0311659 | val_loss: 0.0311786 | Time: 3045.34 ms [2022-03-07 22:42:15 main:574] : INFO : Epoch 1934 | loss: 0.0311671 | val_loss: 0.0311756 | Time: 2845.98 ms [2022-03-07 22:42:18 main:574] : INFO : Epoch 1935 | loss: 0.0311652 | val_loss: 0.0311771 | Time: 3397.32 ms [2022-03-07 22:42:21 main:574] : INFO : Epoch 1936 | loss: 0.031166 | val_loss: 0.0311788 | Time: 2856.4 ms [2022-03-07 22:42:24 main:574] : INFO : Epoch 1937 | loss: 0.0311656 | val_loss: 0.0311749 | Time: 3008.74 ms [2022-03-07 22:42:26 main:574] : INFO : Epoch 1938 | loss: 0.0311651 | val_loss: 0.0311759 | Time: 2448.38 ms [2022-03-07 22:42:29 main:574] : INFO : Epoch 1939 | loss: 0.0311639 | val_loss: 0.0311747 | Time: 2474.39 ms [2022-03-07 22:42:32 main:574] : INFO : Epoch 1940 | loss: 0.0311644 | val_loss: 0.0311762 | Time: 2916.16 ms [2022-03-07 22:42:35 main:574] : INFO : Epoch 1941 | loss: 0.0311643 | val_loss: 0.0311761 | Time: 2858.58 ms [2022-03-07 22:42:38 main:574] : INFO : Epoch 1942 | loss: 0.0311646 | val_loss: 0.0311741 | Time: 3411.8 ms [2022-03-07 22:42:41 main:574] : INFO : Epoch 1943 | loss: 0.0311645 | val_loss: 0.0311766 | Time: 3175.76 ms [2022-03-07 22:42:45 main:574] : INFO : Epoch 1944 | loss: 0.0311638 | val_loss: 0.0311738 | Time: 3158.84 ms [2022-03-07 22:42:48 main:574] : INFO : Epoch 1945 | loss: 0.0311637 | val_loss: 0.0311756 | Time: 3019.84 ms [2022-03-07 22:42:51 main:574] : INFO : Epoch 1946 | loss: 0.0311641 | val_loss: 0.0311788 | Time: 3152.45 ms [2022-03-07 22:42:54 main:574] : INFO : Epoch 1947 | loss: 0.0311654 | val_loss: 0.0311753 | Time: 2764.41 ms [2022-03-07 22:42:56 main:574] : INFO : Epoch 1948 | loss: 0.0311672 | val_loss: 0.03118 | Time: 2663.71 ms [2022-03-07 22:42:59 main:574] : INFO : Epoch 1949 | loss: 0.0311672 | val_loss: 0.031176 | Time: 3048.33 ms [2022-03-07 22:43:03 main:574] : INFO : Epoch 1950 | loss: 0.0311663 | val_loss: 0.0311768 | Time: 2942.05 ms [2022-03-07 22:43:05 main:574] : INFO : Epoch 1951 | loss: 0.0311663 | val_loss: 0.031174 | Time: 2738.56 ms [2022-03-07 22:43:08 main:574] : INFO : Epoch 1952 | loss: 0.0311665 | val_loss: 0.0311747 | Time: 2761.67 ms [2022-03-07 22:43:11 main:574] : INFO : Epoch 1953 | loss: 0.0311639 | val_loss: 0.031178 | Time: 3367.1 ms [2022-03-07 22:43:14 main:574] : INFO : Epoch 1954 | loss: 0.0311648 | val_loss: 0.0311759 | Time: 2947.24 ms [2022-03-07 22:43:17 main:574] : INFO : Epoch 1955 | loss: 0.0311655 | val_loss: 0.031178 | Time: 2520.08 ms [2022-03-07 22:43:19 main:574] : INFO : Epoch 1956 | loss: 0.0311657 | val_loss: 0.0311755 | Time: 2493.8 ms [2022-03-07 22:43:22 main:574] : INFO : Epoch 1957 | loss: 0.0311654 | val_loss: 0.0311823 | Time: 2604.46 ms [2022-03-07 22:43:25 main:574] : INFO : Epoch 1958 | loss: 0.031166 | val_loss: 0.0311745 | Time: 2525.04 ms [2022-03-07 22:43:28 main:574] : INFO : Epoch 1959 | loss: 0.0311674 | val_loss: 0.0311807 | Time: 2924.62 ms [2022-03-07 22:43:30 main:574] : INFO : Epoch 1960 | loss: 0.0311719 | val_loss: 0.0311769 | Time: 2503.74 ms [2022-03-07 22:43:33 main:574] : INFO : Epoch 1961 | loss: 0.0311732 | val_loss: 0.0311859 | Time: 2650.15 ms [2022-03-07 22:43:36 main:574] : INFO : Epoch 1962 | loss: 0.0311731 | val_loss: 0.0311772 | Time: 2659.61 ms [2022-03-07 22:43:39 main:574] : INFO : Epoch 1963 | loss: 0.0311759 | val_loss: 0.031185 | Time: 3273.67 ms [2022-03-07 22:43:42 main:574] : INFO : Epoch 1964 | loss: 0.0311755 | val_loss: 0.0311807 | Time: 2549.55 ms [2022-03-07 22:43:45 main:574] : INFO : Epoch 1965 | loss: 0.0311733 | val_loss: 0.0311807 | Time: 3346.42 ms [2022-03-07 22:43:48 main:574] : INFO : Epoch 1966 | loss: 0.0311717 | val_loss: 0.0311821 | Time: 2574.7 ms [2022-03-07 22:43:50 main:574] : INFO : Epoch 1967 | loss: 0.0311714 | val_loss: 0.031179 | Time: 2793.22 ms [2022-03-07 22:43:54 main:574] : INFO : Epoch 1968 | loss: 0.0311718 | val_loss: 0.0311782 | Time: 3408.32 ms [2022-03-07 22:43:56 main:574] : INFO : Epoch 1969 | loss: 0.0311698 | val_loss: 0.0311792 | Time: 2495.32 ms [2022-03-07 22:43:59 main:574] : INFO : Epoch 1970 | loss: 0.0311687 | val_loss: 0.0311769 | Time: 2830.63 ms [2022-03-07 22:44:03 main:574] : INFO : Epoch 1971 | loss: 0.0311689 | val_loss: 0.0311774 | Time: 3341.69 ms [2022-03-07 22:44:05 main:574] : INFO : Epoch 1972 | loss: 0.0311678 | val_loss: 0.0311775 | Time: 2491.42 ms [2022-03-07 22:44:08 main:574] : INFO : Epoch 1973 | loss: 0.0311677 | val_loss: 0.0311772 | Time: 2876.62 ms [2022-03-07 22:44:11 main:574] : INFO : Epoch 1974 | loss: 0.0311682 | val_loss: 0.0311765 | Time: 2830.33 ms [2022-03-07 22:44:13 main:574] : INFO : Epoch 1975 | loss: 0.031169 | val_loss: 0.0311761 | Time: 2621.5 ms [2022-03-07 22:44:17 main:574] : INFO : Epoch 1976 | loss: 0.031169 | val_loss: 0.0311776 | Time: 3414.06 ms [2022-03-07 22:44:20 main:574] : INFO : Epoch 1977 | loss: 0.0311688 | val_loss: 0.031178 | Time: 3194.08 ms [2022-03-07 22:44:23 main:574] : INFO : Epoch 1978 | loss: 0.0311696 | val_loss: 0.0311766 | Time: 2671.23 ms [2022-03-07 22:44:26 main:574] : INFO : Epoch 1979 | loss: 0.0311699 | val_loss: 0.0311813 | Time: 2668.15 ms [2022-03-07 22:44:28 main:574] : INFO : Epoch 1980 | loss: 0.031174 | val_loss: 0.031178 | Time: 2838.18 ms [2022-03-07 22:44:31 main:574] : INFO : Epoch 1981 | loss: 0.0311713 | val_loss: 0.0311735 | Time: 2786.38 ms [2022-03-07 22:44:34 main:574] : INFO : Epoch 1982 | loss: 0.0311694 | val_loss: 0.0311748 | Time: 2609.18 ms [2022-03-07 22:44:37 main:574] : INFO : Epoch 1983 | loss: 0.0311689 | val_loss: 0.0311736 | Time: 3096.48 ms [2022-03-07 22:44:40 main:574] : INFO : Epoch 1984 | loss: 0.0311696 | val_loss: 0.031175 | Time: 2921.69 ms [2022-03-07 22:44:43 main:574] : INFO : Epoch 1985 | loss: 0.0311702 | val_loss: 0.0311747 | Time: 3122.82 ms [2022-03-07 22:44:46 main:574] : INFO : Epoch 1986 | loss: 0.0311698 | val_loss: 0.0311745 | Time: 2813.68 ms [2022-03-07 22:44:49 main:574] : INFO : Epoch 1987 | loss: 0.0311695 | val_loss: 0.0311729 | Time: 2870.6 ms [2022-03-07 22:44:52 main:574] : INFO : Epoch 1988 | loss: 0.0311698 | val_loss: 0.0311746 | Time: 3168.29 ms [2022-03-07 22:44:55 main:574] : INFO : Epoch 1989 | loss: 0.031168 | val_loss: 0.0311717 | Time: 3453.03 ms [2022-03-07 22:44:58 main:574] : INFO : Epoch 1990 | loss: 0.0311672 | val_loss: 0.0311741 | Time: 2752.04 ms [2022-03-07 22:45:01 main:574] : INFO : Epoch 1991 | loss: 0.031168 | val_loss: 0.0311729 | Time: 2547.07 ms [2022-03-07 22:45:04 main:574] : INFO : Epoch 1992 | loss: 0.0311674 | val_loss: 0.0311725 | Time: 3329.98 ms [2022-03-07 22:45:08 main:574] : INFO : Epoch 1993 | loss: 0.0311678 | val_loss: 0.0311739 | Time: 3797.89 ms [2022-03-07 22:45:11 main:574] : INFO : Epoch 1994 | loss: 0.0311671 | val_loss: 0.0311722 | Time: 3160.85 ms [2022-03-07 22:45:14 main:574] : INFO : Epoch 1995 | loss: 0.0311665 | val_loss: 0.031173 | Time: 2740.56 ms [2022-03-07 22:45:16 main:574] : INFO : Epoch 1996 | loss: 0.0311669 | val_loss: 0.0311761 | Time: 2483.05 ms [2022-03-07 22:45:19 main:574] : INFO : Epoch 1997 | loss: 0.0311686 | val_loss: 0.0311743 | Time: 2495.97 ms [2022-03-07 22:45:22 main:574] : INFO : Epoch 1998 | loss: 0.0311676 | val_loss: 0.0311783 | Time: 3408.19 ms [2022-03-07 22:45:26 main:574] : INFO : Epoch 1999 | loss: 0.0311675 | val_loss: 0.0311748 | Time: 3201.68 ms [2022-03-07 22:45:29 main:574] : INFO : Epoch 2000 | loss: 0.0311672 | val_loss: 0.0311731 | Time: 2969.01 ms [2022-03-07 22:45:31 main:574] : INFO : Epoch 2001 | loss: 0.031167 | val_loss: 0.031174 | Time: 2688.53 ms [2022-03-07 22:45:35 main:574] : INFO : Epoch 2002 | loss: 0.0311662 | val_loss: 0.0311792 | Time: 3088.96 ms [2022-03-07 22:45:37 main:574] : INFO : Epoch 2003 | loss: 0.0311658 | val_loss: 0.0311755 | Time: 2491.84 ms [2022-03-07 22:45:40 main:574] : INFO : Epoch 2004 | loss: 0.0311661 | val_loss: 0.0311734 | Time: 2998.47 ms [2022-03-07 22:45:43 main:574] : INFO : Epoch 2005 | loss: 0.0311657 | val_loss: 0.0311737 | Time: 2846.16 ms [2022-03-07 22:45:46 main:574] : INFO : Epoch 2006 | loss: 0.0311686 | val_loss: 0.0311724 | Time: 2712.94 ms [2022-03-07 22:45:48 main:574] : INFO : Epoch 2007 | loss: 0.0311664 | val_loss: 0.0311719 | Time: 2540.81 ms [2022-03-07 22:45:51 main:574] : INFO : Epoch 2008 | loss: 0.0311663 | val_loss: 0.0311745 | Time: 2972.97 ms [2022-03-07 22:45:55 main:574] : INFO : Epoch 2009 | loss: 0.031165 | val_loss: 0.0311729 | Time: 3279.16 ms [2022-03-07 22:45:57 main:574] : INFO : Epoch 2010 | loss: 0.0311651 | val_loss: 0.0311755 | Time: 2714.32 ms [2022-03-07 22:46:00 main:574] : INFO : Epoch 2011 | loss: 0.0311696 | val_loss: 0.0311768 | Time: 2964.46 ms [2022-03-07 22:46:03 main:574] : INFO : Epoch 2012 | loss: 0.0311705 | val_loss: 0.0311766 | Time: 2654.75 ms [2022-03-07 22:46:06 main:574] : INFO : Epoch 2013 | loss: 0.0311689 | val_loss: 0.0311771 | Time: 3006.82 ms [2022-03-07 22:46:09 main:574] : INFO : Epoch 2014 | loss: 0.0311675 | val_loss: 0.0311723 | Time: 2912.04 ms [2022-03-07 22:46:12 main:574] : INFO : Epoch 2015 | loss: 0.0311658 | val_loss: 0.0311743 | Time: 2702.67 ms [2022-03-07 22:46:15 main:574] : INFO : Epoch 2016 | loss: 0.0311666 | val_loss: 0.031176 | Time: 2868.55 ms [2022-03-07 22:46:18 main:574] : INFO : Epoch 2017 | loss: 0.0311653 | val_loss: 0.0311743 | Time: 3317 ms [2022-03-07 22:46:21 main:574] : INFO : Epoch 2018 | loss: 0.0311652 | val_loss: 0.0311753 | Time: 3015.84 ms [2022-03-07 22:46:24 main:574] : INFO : Epoch 2019 | loss: 0.031165 | val_loss: 0.0311737 | Time: 3251.62 ms [2022-03-07 22:46:27 main:574] : INFO : Epoch 2020 | loss: 0.0311675 | val_loss: 0.0311771 | Time: 3222.2 ms [2022-03-07 22:46:30 main:574] : INFO : Epoch 2021 | loss: 0.0311704 | val_loss: 0.0311745 | Time: 2688.9 ms [2022-03-07 22:46:33 main:574] : INFO : Epoch 2022 | loss: 0.0311665 | val_loss: 0.0311755 | Time: 2758.22 ms [2022-03-07 22:46:36 main:574] : INFO : Epoch 2023 | loss: 0.0311687 | val_loss: 0.0311796 | Time: 3265.24 ms [2022-03-07 22:46:40 main:574] : INFO : Epoch 2024 | loss: 0.0311698 | val_loss: 0.0311758 | Time: 3223.18 ms [2022-03-07 22:46:43 main:574] : INFO : Epoch 2025 | loss: 0.0311667 | val_loss: 0.0311751 | Time: 3244.78 ms [2022-03-07 22:46:45 main:574] : INFO : Epoch 2026 | loss: 0.0311669 | val_loss: 0.0311743 | Time: 2551.12 ms [2022-03-07 22:46:49 main:574] : INFO : Epoch 2027 | loss: 0.0311654 | val_loss: 0.0311739 | Time: 3109.77 ms [2022-03-07 22:46:51 main:574] : INFO : Epoch 2028 | loss: 0.0311646 | val_loss: 0.0311737 | Time: 2819.23 ms [2022-03-07 22:46:54 main:574] : INFO : Epoch 2029 | loss: 0.0311641 | val_loss: 0.0311749 | Time: 2820.33 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 Ti) [2022-03-08 00:43:03 main:435] : INFO : Set logging level to 1 [2022-03-08 00:43:03 main:441] : INFO : Running in BOINC Client mode [2022-03-08 00:43:03 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 00:43:04 main:480] : INFO : Patience: 10 [2022-03-08 00:43:04 main:481] : INFO : Hidden Width: 12 [2022-03-08 00:43:04 main:482] : INFO : # Recurrent Layers: 4 [2022-03-08 00:43:04 main:483] : INFO : # Backend Layers: 4 [2022-03-08 00:43:04 main:484] : INFO : # Threads: 1 [2022-03-08 00:43:04 main:486] : INFO : Preparing Dataset [2022-03-08 00:43:04 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 00:43:10 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-08 00:43:10 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-08 00:43:10 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-08 00:43:10 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-08 00:43:10 main:494] : INFO : Creating Model [2022-03-08 00:43:10 main:507] : INFO : Preparing config file [2022-03-08 00:43:10 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-08 00:43:10 main:512] : INFO : Loading config [2022-03-08 00:43:10 main:514] : INFO : Loading state [2022-03-08 00:43:13 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 2030 | loss: 0.0313465 | val_loss: 0.0312169 | Time: 3437.75 ms [2022-03-08 00:43:27 main:574] : INFO : Epoch 2031 | loss: 0.0311927 | val_loss: 0.0311823 | Time: 3219.57 ms [2022-03-08 00:43:30 main:574] : INFO : Epoch 2032 | loss: 0.031171 | val_loss: 0.0311748 | Time: 2949.91 ms [2022-03-08 00:43:33 main:574] : INFO : Epoch 2033 | loss: 0.0311667 | val_loss: 0.0311777 | Time: 3134.87 ms [2022-03-08 00:43:37 main:574] : INFO : Epoch 2034 | loss: 0.0311689 | val_loss: 0.0311753 | Time: 3472.44 ms [2022-03-08 00:43:40 main:574] : INFO : Epoch 2035 | loss: 0.0311683 | val_loss: 0.0311736 | Time: 3154.89 ms [2022-03-08 00:43:43 main:574] : INFO : Epoch 2036 | loss: 0.0311673 | val_loss: 0.0311742 | Time: 2916.02 ms [2022-03-08 00:43:46 main:574] : INFO : Epoch 2037 | loss: 0.031166 | val_loss: 0.0311756 | Time: 2577.94 ms [2022-03-08 00:43:48 main:574] : INFO : Epoch 2038 | loss: 0.0311664 | val_loss: 0.031172 | Time: 2624.67 ms [2022-03-08 00:43:51 main:574] : INFO : Epoch 2039 | loss: 0.031164 | val_loss: 0.0311711 | Time: 2539.49 ms [2022-03-08 00:43:54 main:574] : INFO : Epoch 2040 | loss: 0.0311647 | val_loss: 0.0311718 | Time: 2531.54 ms [2022-03-08 00:43:57 main:574] : INFO : Epoch 2041 | loss: 0.0311636 | val_loss: 0.0311739 | Time: 2997.24 ms [2022-03-08 00:44:00 main:574] : INFO : Epoch 2042 | loss: 0.0311624 | val_loss: 0.031171 | Time: 3664.99 ms [2022-03-08 00:44:03 main:574] : INFO : Epoch 2043 | loss: 0.0311621 | val_loss: 0.0311713 | Time: 2546.39 ms [2022-03-08 00:44:06 main:574] : INFO : Epoch 2044 | loss: 0.0311636 | val_loss: 0.0311703 | Time: 2873.17 ms [2022-03-08 00:44:09 main:574] : INFO : Epoch 2045 | loss: 0.0311653 | val_loss: 0.0311724 | Time: 2494.63 ms [2022-03-08 00:44:11 main:574] : INFO : Epoch 2046 | loss: 0.0311664 | val_loss: 0.0311715 | Time: 2643.5 ms [2022-03-08 00:44:14 main:574] : INFO : Epoch 2047 | loss: 0.0311665 | val_loss: 0.0311692 | Time: 2696.75 ms [2022-03-08 00:44:17 main:574] : INFO : Epoch 2048 | loss: 0.031165 | val_loss: 0.0311682 | Time: 2747.63 ms [2022-03-08 00:44:17 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311682 [2022-03-08 00:44:17 main:603] : INFO : Saving end state to config to file [2022-03-08 00:44:17 main:608] : INFO : Success, exiting.. 00:44:17 (8720): 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)