Task 13752757
| Name | ParityModified-1647048034-23231-1-0_0 |
| Workunit | 10839753 |
| Created | 25 Mar 2022, 11:52:15 UTC |
| Sent | 31 Mar 2022, 20:56:08 UTC |
| Report deadline | 8 Apr 2022, 20:56:08 UTC |
| Received | 1 Apr 2022, 19:14:24 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 12503 |
| Run time | 1 hours 37 min 52 sec |
| CPU time | 1 hours 36 min 25 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 2,746.36 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.08 GB |
| Peak swap size | 4.29 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 8 | loss: 0.0117141 | val_loss: 0.0118127 | Time: 2911.15 ms [2022-04-01 10:26:05 main:574] : INFO : Epoch 1549 | loss: 0.0116761 | val_loss: 0.0118339 | Time: 2860.36 ms [2022-04-01 10:26:08 main:574] : INFO : Epoch 1550 | loss: 0.0117824 | val_loss: 0.0118603 | Time: 2515.33 ms [2022-04-01 10:26:11 main:574] : INFO : Epoch 1551 | loss: 0.0117407 | val_loss: 0.0119313 | Time: 3099.42 ms [2022-04-01 10:26:14 main:574] : INFO : Epoch 1552 | loss: 0.0116179 | val_loss: 0.0117428 | Time: 3270.31 ms [2022-04-01 10:26:17 main:574] : INFO : Epoch 1553 | loss: 0.011543 | val_loss: 0.0117917 | Time: 3285.75 ms [2022-04-01 10:26:21 main:574] : INFO : Epoch 1554 | loss: 0.0115388 | val_loss: 0.0117892 | Time: 3655.21 ms [2022-04-01 10:26:25 main:574] : INFO : Epoch 1555 | loss: 0.011564 | val_loss: 0.0117032 | Time: 3406.45 ms [2022-04-01 10:26:27 main:574] : INFO : Epoch 1556 | loss: 0.0115369 | val_loss: 0.0118191 | Time: 2938.17 ms [2022-04-01 10:26:31 main:574] : INFO : Epoch 1557 | loss: 0.0114981 | val_loss: 0.0117201 | Time: 3285.31 ms [2022-04-01 10:26:34 main:574] : INFO : Epoch 1558 | loss: 0.0117215 | val_loss: 0.0122669 | Time: 3360.83 ms [2022-04-01 10:26:37 main:574] : INFO : Epoch 1559 | loss: 0.0116375 | val_loss: 0.0116602 | Time: 2838.85 ms [2022-04-01 10:26:40 main:574] : INFO : Epoch 1560 | loss: 0.0114899 | val_loss: 0.0117868 | Time: 3206.15 ms [2022-04-01 10:26:43 main:574] : INFO : Epoch 1561 | loss: 0.0115214 | val_loss: 0.0115975 | Time: 2917.56 ms [2022-04-01 10:26:46 main:574] : INFO : Epoch 1562 | loss: 0.0114017 | val_loss: 0.0115811 | Time: 3154.28 ms [2022-04-01 10:26:49 main:574] : INFO : Epoch 1563 | loss: 0.0114759 | val_loss: 0.0116261 | Time: 2952.52 ms [2022-04-01 10:26:52 main:574] : INFO : Epoch 1564 | loss: 0.0114159 | val_loss: 0.0115165 | Time: 2614.94 ms [2022-04-01 10:26:55 main:574] : INFO : Epoch 1565 | loss: 0.0114328 | val_loss: 0.0115873 | Time: 2680.31 ms [2022-04-01 10:26:57 main:574] : INFO : Epoch 1566 | loss: 0.0114028 | val_loss: 0.0115849 | Time: 2943.75 ms [2022-04-01 10:27:00 main:574] : INFO : Epoch 1567 | loss: 0.0112987 | val_loss: 0.0115218 | Time: 2743.25 ms [2022-04-01 10:27:03 main:574] : INFO : Epoch 1568 | loss: 0.0112925 | val_loss: 0.0114961 | Time: 2636.55 ms [2022-04-01 10:27:06 main:574] : INFO : Epoch 1569 | loss: 0.0113363 | val_loss: 0.0114854 | Time: 3059.99 ms [2022-04-01 10:27:09 main:574] : INFO : Epoch 1570 | loss: 0.0112545 | val_loss: 0.0114461 | Time: 2607.23 ms [2022-04-01 10:27:11 main:574] : INFO : Epoch 1571 | loss: 0.0112941 | val_loss: 0.0115036 | Time: 2697.87 ms [2022-04-01 10:27:14 main:574] : INFO : Epoch 1572 | loss: 0.0112711 | val_loss: 0.0113781 | Time: 2969.36 ms [2022-04-01 10:27:17 main:574] : INFO : Epoch 1573 | loss: 0.0113037 | val_loss: 0.0114632 | Time: 2683 ms [2022-04-01 10:27:20 main:574] : INFO : Epoch 1574 | loss: 0.0112711 | val_loss: 0.0115877 | Time: 2903.35 ms [2022-04-01 10:27:23 main:574] : INFO : Epoch 1575 | loss: 0.0114667 | val_loss: 0.0116787 | Time: 3281.74 ms [2022-04-01 10:27:26 main:574] : INFO : Epoch 1576 | loss: 0.0112936 | val_loss: 0.0113772 | Time: 3091.22 ms [2022-04-01 10:27:29 main:574] : INFO : Epoch 1577 | loss: 0.0112282 | val_loss: 0.0113227 | Time: 2691.39 ms [2022-04-01 10:27:32 main:574] : INFO : Epoch 1578 | loss: 0.0111332 | val_loss: 0.0113142 | Time: 2791.5 ms [2022-04-01 10:27:35 main:574] : INFO : Epoch 1579 | loss: 0.011095 | val_loss: 0.0113816 | Time: 2975.62 ms [2022-04-01 10:27:38 main:574] : INFO : Epoch 1580 | loss: 0.0110873 | val_loss: 0.0113209 | Time: 2982.55 ms [2022-04-01 10:27:41 main:574] : INFO : Epoch 1581 | loss: 0.01123 | val_loss: 0.0112901 | Time: 2921.17 ms [2022-04-01 10:27:44 main:574] : INFO : Epoch 1582 | loss: 0.0114194 | val_loss: 0.0114019 | Time: 3006.82 ms [2022-04-01 10:27:47 main:574] : INFO : Epoch 1583 | loss: 0.0111742 | val_loss: 0.0115371 | Time: 2889.93 ms [2022-04-01 10:27:49 main:574] : INFO : Epoch 1584 | loss: 0.0110879 | val_loss: 0.011247 | Time: 2887.16 ms [2022-04-01 10:27:53 main:574] : INFO : Epoch 1585 | loss: 0.0110661 | val_loss: 0.0113196 | Time: 3473.41 ms [2022-04-01 10:27:56 main:574] : INFO : Epoch 1586 | loss: 0.0110972 | val_loss: 0.011308 | Time: 2757.03 ms [2022-04-01 10:27:59 main:574] : INFO : Epoch 1587 | loss: 0.0111091 | val_loss: 0.011194 | Time: 3067.01 ms [2022-04-01 10:28:02 main:574] : INFO : Epoch 1588 | loss: 0.0110098 | val_loss: 0.011166 | Time: 3395.43 ms [2022-04-01 10:28:05 main:574] : INFO : Epoch 1589 | loss: 0.010971 | val_loss: 0.0111611 | Time: 3041.44 ms [2022-04-01 10:28:08 main:574] : INFO : Epoch 1590 | loss: 0.0111412 | val_loss: 0.0115809 | Time: 2865.3 ms [2022-04-01 10:28:11 main:574] : INFO : Epoch 1591 | loss: 0.011049 | val_loss: 0.0112235 | Time: 3069.65 ms [2022-04-01 10:28:14 main:574] : INFO : Epoch 1592 | loss: 0.0108796 | val_loss: 0.0110982 | Time: 3046.93 ms [2022-04-01 10:28:17 main:574] : INFO : Epoch 1593 | loss: 0.0108669 | val_loss: 0.0111273 | Time: 2842.24 ms [2022-04-01 10:28:20 main:574] : INFO : Epoch 1594 | loss: 0.0108396 | val_loss: 0.0110304 | Time: 2948.04 ms [2022-04-01 10:28:23 main:574] : INFO : Epoch 1595 | loss: 0.0108392 | val_loss: 0.0111038 | Time: 2905.06 ms [2022-04-01 10:28:26 main:574] : INFO : Epoch 1596 | loss: 0.0108299 | val_loss: 0.0111325 | Time: 3036.16 ms [2022-04-01 10:28:29 main:574] : INFO : Epoch 1597 | loss: 0.0109975 | val_loss: 0.0111655 | Time: 3289.44 ms [2022-04-01 10:28:32 main:574] : INFO : Epoch 1598 | loss: 0.0108475 | val_loss: 0.0110531 | Time: 3104.03 ms [2022-04-01 10:28:37 main:574] : INFO : Epoch 1599 | loss: 0.0108182 | val_loss: 0.0110977 | Time: 4579.58 ms [2022-04-01 10:28:41 main:574] : INFO : Epoch 1600 | loss: 0.0107912 | val_loss: 0.0110064 | Time: 4008.82 ms [2022-04-01 10:28:54 main:574] : INFO : Epoch 1601 | loss: 0.0110647 | val_loss: 0.0109828 | Time: 13183.1 ms [2022-04-01 10:28:57 main:574] : INFO : Epoch 1602 | loss: 0.0108481 | val_loss: 0.011006 | Time: 2877.72 ms [2022-04-01 10:29:00 main:574] : INFO : Epoch 1603 | loss: 0.0107692 | val_loss: 0.0109776 | Time: 3161.2 ms [2022-04-01 10:29:03 main:574] : INFO : Epoch 1604 | loss: 0.0107117 | val_loss: 0.0109249 | Time: 2980.93 ms [2022-04-01 10:29:07 main:574] : INFO : Epoch 1605 | loss: 0.0106607 | val_loss: 0.0108836 | Time: 3259.83 ms [2022-04-01 10:29:10 main:574] : INFO : Epoch 1606 | loss: 0.0107504 | val_loss: 0.0113817 | Time: 2923.75 ms [2022-04-01 10:29:13 main:574] : INFO : Epoch 1607 | loss: 0.0108692 | val_loss: 0.0111232 | Time: 3273.57 ms [2022-04-01 10:29:16 main:574] : INFO : Epoch 1608 | loss: 0.0108009 | val_loss: 0.0109263 | Time: 3464.56 ms [2022-04-01 10:29:20 main:574] : INFO : Epoch 1609 | loss: 0.0106632 | val_loss: 0.0108996 | Time: 3362.4 ms [2022-04-01 10:29:23 main:574] : INFO : Epoch 1610 | loss: 0.010617 | val_loss: 0.0108917 | Time: 2972.07 ms [2022-04-01 10:29:26 main:574] : INFO : Epoch 1611 | loss: 0.0105495 | val_loss: 0.010742 | Time: 3456.16 ms [2022-04-01 10:29:30 main:574] : INFO : Epoch 1612 | loss: 0.0105046 | val_loss: 0.0107205 | Time: 3330.47 ms [2022-04-01 10:29:33 main:574] : INFO : Epoch 1613 | loss: 0.0104925 | val_loss: 0.0109052 | Time: 3373.98 ms [2022-04-01 10:29:47 main:574] : INFO : Epoch 1614 | loss: 0.0110079 | val_loss: 0.0112959 | Time: 13927.5 ms [2022-04-01 10:29:51 main:574] : INFO : Epoch 1615 | loss: 0.0106301 | val_loss: 0.0111547 | Time: 3646.64 ms [2022-04-01 10:29:54 main:574] : INFO : Epoch 1616 | loss: 0.0107702 | val_loss: 0.0107387 | Time: 3287.61 ms [2022-04-01 10:30:07 main:574] : INFO : Epoch 1617 | loss: 0.0104814 | val_loss: 0.0105718 | Time: 13127 ms [2022-04-01 10:30:12 main:574] : INFO : Epoch 1618 | loss: 0.0104079 | val_loss: 0.0106142 | Time: 4748.52 ms [2022-04-01 10:30:15 main:574] : INFO : Epoch 1619 | loss: 0.0103513 | val_loss: 0.010589 | Time: 3033.95 ms [2022-04-01 10:30:18 main:574] : INFO : Epoch 1620 | loss: 0.010258 | val_loss: 0.0104996 | Time: 3218.62 ms [2022-04-01 10:30:21 main:574] : INFO : Epoch 1621 | loss: 0.0102353 | val_loss: 0.0104472 | Time: 3111.49 ms [2022-04-01 10:30:24 main:574] : INFO : Epoch 1622 | loss: 0.0101928 | val_loss: 0.0104323 | Time: 3075.66 ms [2022-04-01 10:30:27 main:574] : INFO : Epoch 1623 | loss: 0.0102038 | val_loss: 0.0104237 | Time: 3264.11 ms [2022-04-01 10:30:31 main:574] : INFO : Epoch 1624 | loss: 0.0101688 | val_loss: 0.0104663 | Time: 3447.67 ms [2022-04-01 10:30:34 main:574] : INFO : Epoch 1625 | loss: 0.0102798 | val_loss: 0.0107874 | Time: 2895.84 ms [2022-04-01 10:30:37 main:574] : INFO : Epoch 1626 | loss: 0.0105596 | val_loss: 0.0107165 | Time: 2755.56 ms [2022-04-01 10:30:39 main:574] : INFO : Epoch 1627 | loss: 0.0102937 | val_loss: 0.010393 | Time: 2925.82 ms [2022-04-01 10:30:42 main:574] : INFO : Epoch 1628 | loss: 0.0101347 | val_loss: 0.0103699 | Time: 2742.36 ms [2022-04-01 10:30:45 main:574] : INFO : Epoch 1629 | loss: 0.010063 | val_loss: 0.0102288 | Time: 3021.75 ms [2022-04-01 10:30:48 main:574] : INFO : Epoch 1630 | loss: 0.0101011 | val_loss: 0.010378 | Time: 3175.13 ms [2022-04-01 10:30:51 main:574] : INFO : Epoch 1631 | loss: 0.0100913 | val_loss: 0.0103087 | Time: 2958.77 ms [2022-04-01 10:30:55 main:574] : INFO : Epoch 1632 | loss: 0.0100653 | val_loss: 0.0103422 | Time: 3134.32 ms [2022-04-01 10:30:57 main:574] : INFO : Epoch 1633 | loss: 0.00996747 | val_loss: 0.0101547 | Time: 2769.41 ms [2022-04-01 10:31:00 main:574] : INFO : Epoch 1634 | loss: 0.00992441 | val_loss: 0.0102632 | Time: 2580.83 ms [2022-04-01 10:31:03 main:574] : INFO : Epoch 1635 | loss: 0.0099717 | val_loss: 0.0104697 | Time: 2689.74 ms [2022-04-01 10:31:05 main:574] : INFO : Epoch 1636 | loss: 0.0100987 | val_loss: 0.0104234 | Time: 2581.4 ms [2022-04-01 10:31:08 main:574] : INFO : Epoch 1637 | loss: 0.0100577 | val_loss: 0.0101369 | Time: 2767.22 ms [2022-04-01 10:31:11 main:574] : INFO : Epoch 1638 | loss: 0.00989856 | val_loss: 0.010049 | Time: 2746.6 ms [2022-04-01 10:31:13 main:574] : INFO : Epoch 1639 | loss: 0.00990607 | val_loss: 0.0103146 | Time: 2616.89 ms [2022-04-01 10:31:16 main:574] : INFO : Epoch 1640 | loss: 0.00977209 | val_loss: 0.0099639 | Time: 2983.23 ms [2022-04-01 10:31:19 main:574] : INFO : Epoch 1641 | loss: 0.00989188 | val_loss: 0.0105441 | Time: 2728.82 ms [2022-04-01 10:31:22 main:574] : INFO : Epoch 1642 | loss: 0.00995928 | val_loss: 0.0101606 | Time: 2576.85 ms [2022-04-01 10:31:25 main:574] : INFO : Epoch 1643 | loss: 0.00971374 | val_loss: 0.009866 | Time: 2908.47 ms [2022-04-01 10:31:27 main:574] : INFO : Epoch 1644 | loss: 0.00971351 | val_loss: 0.0102457 | Time: 2770.77 ms [2022-04-01 10:31:31 main:574] : INFO : Epoch 1645 | loss: 0.00984025 | val_loss: 0.00987902 | Time: 3168.98 ms [2022-04-01 10:31:34 main:574] : INFO : Epoch 1646 | loss: 0.00968437 | val_loss: 0.00983485 | Time: 3385.05 ms [2022-04-01 10:31:37 main:574] : INFO : Epoch 1647 | loss: 0.00966078 | val_loss: 0.00999145 | Time: 2953.27 ms [2022-04-01 10:31:40 main:574] : INFO : Epoch 1648 | loss: 0.00964965 | val_loss: 0.00981025 | Time: 2881.38 ms [2022-04-01 10:31:43 main:574] : INFO : Epoch 1649 | loss: 0.0095799 | val_loss: 0.00976969 | Time: 3247.63 ms [2022-04-01 10:31:46 main:574] : INFO : Epoch 1650 | loss: 0.00953538 | val_loss: 0.0097848 | Time: 2994.56 ms [2022-04-01 10:31:49 main:574] : INFO : Epoch 1651 | loss: 0.00943874 | val_loss: 0.00970132 | Time: 2576.07 ms [2022-04-01 10:31:52 main:574] : INFO : Epoch 1652 | loss: 0.00941459 | val_loss: 0.0096488 | Time: 2996.16 ms [2022-04-01 10:31:54 main:574] : INFO : Epoch 1653 | loss: 0.00937244 | val_loss: 0.00968116 | Time: 2611.05 ms [2022-04-01 10:31:57 main:574] : INFO : Epoch 1654 | loss: 0.00942228 | val_loss: 0.00961732 | Time: 2623.68 ms [2022-04-01 10:32:00 main:574] : INFO : Epoch 1655 | loss: 0.009666 | val_loss: 0.0106565 | Time: 2715.25 ms [2022-04-01 10:32:03 main:574] : INFO : Epoch 1656 | loss: 0.00970194 | val_loss: 0.01012 | Time: 3159.35 ms [2022-04-01 10:32:06 main:574] : INFO : Epoch 1657 | loss: 0.00947912 | val_loss: 0.00950421 | Time: 2919.71 ms [2022-04-01 10:32:09 main:574] : INFO : Epoch 1658 | loss: 0.00931838 | val_loss: 0.00941032 | Time: 3328.79 ms [2022-04-01 10:32:13 main:574] : INFO : Epoch 1659 | loss: 0.00922628 | val_loss: 0.00959399 | Time: 3470.51 ms [2022-04-01 10:32:15 main:574] : INFO : Epoch 1660 | loss: 0.0091372 | val_loss: 0.00931175 | Time: 2753.06 ms [2022-04-01 10:32:18 main:574] : INFO : Epoch 1661 | loss: 0.00908039 | val_loss: 0.0093075 | Time: 2660.82 ms [2022-04-01 10:32:21 main:574] : INFO : Epoch 1662 | loss: 0.00900795 | val_loss: 0.00937597 | Time: 3073.31 ms [2022-04-01 10:32:24 main:574] : INFO : Epoch 1663 | loss: 0.00900546 | val_loss: 0.00921789 | Time: 2717.81 ms [2022-04-01 10:32:27 main:574] : INFO : Epoch 1664 | loss: 0.00921277 | val_loss: 0.00946591 | Time: 2794.1 ms [2022-04-01 10:32:29 main:574] : INFO : Epoch 1665 | loss: 0.00902364 | val_loss: 0.00937904 | Time: 2870.68 ms [2022-04-01 10:32:32 main:574] : INFO : Epoch 1666 | loss: 0.00892339 | val_loss: 0.00911228 | Time: 2795.48 ms [2022-04-01 10:32:35 main:574] : INFO : Epoch 1667 | loss: 0.00882754 | val_loss: 0.00914129 | Time: 2815.5 ms [2022-04-01 10:32:38 main:574] : INFO : Epoch 1668 | loss: 0.00877597 | val_loss: 0.00903349 | Time: 2706.04 ms [2022-04-01 10:32:41 main:574] : INFO : Epoch 1669 | loss: 0.00875904 | val_loss: 0.00893752 | Time: 2756.81 ms [2022-04-01 10:32:43 main:574] : INFO : Epoch 1670 | loss: 0.00902099 | val_loss: 0.0090646 | Time: 2851.47 ms [2022-04-01 10:32:46 main:574] : INFO : Epoch 1671 | loss: 0.0087168 | val_loss: 0.0089548 | Time: 2685.2 ms [2022-04-01 10:32:49 main:574] : INFO : Epoch 1672 | loss: 0.00886299 | val_loss: 0.00900657 | Time: 2912.23 ms [2022-04-01 10:32:52 main:574] : INFO : Epoch 1673 | loss: 0.00886856 | val_loss: 0.00911971 | Time: 2653.5 ms [2022-04-01 10:32:54 main:574] : INFO : Epoch 1674 | loss: 0.00860042 | val_loss: 0.00879018 | Time: 2616.51 ms [2022-04-01 10:32:57 main:574] : INFO : Epoch 1675 | loss: 0.00856873 | val_loss: 0.00919114 | Time: 2873.29 ms [2022-04-01 10:33:00 main:574] : INFO : Epoch 1676 | loss: 0.00860167 | val_loss: 0.00933656 | Time: 2688.87 ms [2022-04-01 10:33:03 main:574] : INFO : Epoch 1677 | loss: 0.00897148 | val_loss: 0.00879202 | Time: 2817.76 ms [2022-04-01 10:33:06 main:574] : INFO : Epoch 1678 | loss: 0.00847856 | val_loss: 0.00857096 | Time: 2879.63 ms [2022-04-01 10:33:08 main:574] : INFO : Epoch 1679 | loss: 0.00828663 | val_loss: 0.00854837 | Time: 2626.47 ms [2022-04-01 10:33:11 main:574] : INFO : Epoch 1680 | loss: 0.00816916 | val_loss: 0.00854165 | Time: 2895.06 ms [2022-04-01 10:33:14 main:574] : INFO : Epoch 1681 | loss: 0.00806234 | val_loss: 0.00832615 | Time: 2876.97 ms [2022-04-01 10:33:17 main:574] : INFO : Epoch 1682 | loss: 0.00827381 | val_loss: 0.00900364 | Time: 2799.6 ms [2022-04-01 10:33:20 main:574] : INFO : Epoch 1683 | loss: 0.00813561 | val_loss: 0.00849412 | Time: 2921.45 ms [2022-04-01 10:33:23 main:574] : INFO : Epoch 1684 | loss: 0.00800861 | val_loss: 0.0081508 | Time: 2808.18 ms [2022-04-01 10:33:25 main:574] : INFO : Epoch 1685 | loss: 0.00816389 | val_loss: 0.00857758 | Time: 2841.08 ms [2022-04-01 10:33:28 main:574] : INFO : Epoch 1686 | loss: 0.00791705 | val_loss: 0.00816816 | Time: 2687.75 ms [2022-04-01 10:33:31 main:574] : INFO : Epoch 1687 | loss: 0.00783939 | val_loss: 0.00810022 | Time: 2892.6 ms [2022-04-01 10:33:34 main:574] : INFO : Epoch 1688 | loss: 0.00789291 | val_loss: 0.00790337 | Time: 3243.01 ms [2022-04-01 10:33:38 main:574] : INFO : Epoch 1689 | loss: 0.00754886 | val_loss: 0.00782792 | Time: 3203.91 ms [2022-04-01 10:33:41 main:574] : INFO : Epoch 1690 | loss: 0.00758869 | val_loss: 0.00916431 | Time: 3536.32 ms [2022-04-01 10:33:44 main:574] : INFO : Epoch 1691 | loss: 0.0091663 | val_loss: 0.00950838 | Time: 3095.68 ms [2022-04-01 10:33:47 main:574] : INFO : Epoch 1692 | loss: 0.00836091 | val_loss: 0.00872421 | Time: 2798.72 ms [2022-04-01 10:33:50 main:574] : INFO : Epoch 1693 | loss: 0.00779484 | val_loss: 0.00765377 | Time: 2728.91 ms [2022-04-01 10:33:53 main:574] : INFO : Epoch 1694 | loss: 0.00733936 | val_loss: 0.00755444 | Time: 3427.02 ms [2022-04-01 10:33:56 main:574] : INFO : Epoch 1695 | loss: 0.0073382 | val_loss: 0.0075277 | Time: 3073.6 ms [2022-04-01 10:33:59 main:574] : INFO : Epoch 1696 | loss: 0.00721048 | val_loss: 0.00728299 | Time: 2926.37 ms [2022-04-01 10:34:02 main:574] : INFO : Epoch 1697 | loss: 0.00745352 | val_loss: 0.00754101 | Time: 3028.74 ms [2022-04-01 10:34:05 main:574] : INFO : Epoch 1698 | loss: 0.00722412 | val_loss: 0.00720834 | Time: 2751.54 ms [2022-04-01 10:34:08 main:574] : INFO : Epoch 1699 | loss: 0.0070083 | val_loss: 0.00723785 | Time: 2960.95 ms [2022-04-01 10:34:11 main:574] : INFO : Epoch 1700 | loss: 0.00794086 | val_loss: 0.00959874 | Time: 3061.59 ms [2022-04-01 10:34:14 main:574] : INFO : Epoch 1701 | loss: 0.0089062 | val_loss: 0.00793337 | Time: 2821.28 ms [2022-04-01 10:34:17 main:574] : INFO : Epoch 1702 | loss: 0.00724596 | val_loss: 0.00718647 | Time: 2809.9 ms [2022-04-01 10:34:20 main:574] : INFO : Epoch 1703 | loss: 0.00686942 | val_loss: 0.00691663 | Time: 3343.48 ms [2022-04-01 10:34:23 main:574] : INFO : Epoch 1704 | loss: 0.00675579 | val_loss: 0.00708941 | Time: 2753.38 ms [2022-04-01 10:34:25 main:574] : INFO : Epoch 1705 | loss: 0.00668387 | val_loss: 0.00676898 | Time: 2711.73 ms [2022-04-01 10:34:29 main:574] : INFO : Epoch 1706 | loss: 0.00659873 | val_loss: 0.00673172 | Time: 3111.95 ms [2022-04-01 10:34:32 main:574] : INFO : Epoch 1707 | loss: 0.00853698 | val_loss: 0.00762105 | Time: 3104.7 ms [2022-04-01 10:34:34 main:574] : INFO : Epoch 1708 | loss: 0.00692438 | val_loss: 0.00692923 | Time: 2756.82 ms [2022-04-01 10:34:38 main:574] : INFO : Epoch 1709 | loss: 0.00676935 | val_loss: 0.00703265 | Time: 3080.81 ms [2022-04-01 10:34:40 main:574] : INFO : Epoch 1710 | loss: 0.00663064 | val_loss: 0.00678835 | Time: 2954.85 ms [2022-04-01 10:34:43 main:574] : INFO : Epoch 1711 | loss: 0.00656149 | val_loss: 0.00663167 | Time: 2977.32 ms [2022-04-01 10:34:46 main:574] : INFO : Epoch 1712 | loss: 0.00644765 | val_loss: 0.00668092 | Time: 2981.22 ms [2022-04-01 10:34:49 main:574] : INFO : Epoch 1713 | loss: 0.00641762 | val_loss: 0.00645595 | Time: 2775.38 ms [2022-04-01 10:34:53 main:574] : INFO : Epoch 1714 | loss: 0.00629774 | val_loss: 0.00650154 | Time: 3476.34 ms [2022-04-01 10:34:57 main:574] : INFO : Epoch 1715 | loss: 0.00619405 | val_loss: 0.00630799 | Time: 3795.93 ms [2022-04-01 10:35:00 main:574] : INFO : Epoch 1716 | loss: 0.0061554 | val_loss: 0.00642924 | Time: 3671.53 ms [2022-04-01 10:35:04 main:574] : INFO : Epoch 1717 | loss: 0.00620791 | val_loss: 0.00661472 | Time: 4244.92 ms [2022-04-01 10:35:08 main:574] : INFO : Epoch 1718 | loss: 0.0064254 | val_loss: 0.00629653 | Time: 3764.86 ms [2022-04-01 10:35:12 main:574] : INFO : Epoch 1719 | loss: 0.006261 | val_loss: 0.00635356 | Time: 3696.42 ms [2022-04-01 10:35:15 main:574] : INFO : Epoch 1720 | loss: 0.00608544 | val_loss: 0.00614997 | Time: 3098.39 ms [2022-04-01 10:35:18 main:574] : INFO : Epoch 1721 | loss: 0.00614472 | val_loss: 0.0061622 | Time: 3077.45 ms [2022-04-01 10:35:21 main:574] : INFO : Epoch 1722 | loss: 0.00635492 | val_loss: 0.00685413 | Time: 3093.93 ms [2022-04-01 10:35:25 main:574] : INFO : Epoch 1723 | loss: 0.00638753 | val_loss: 0.00672583 | Time: 3357.1 ms [2022-04-01 10:35:28 main:574] : INFO : Epoch 1724 | loss: 0.00619911 | val_loss: 0.00632174 | Time: 3070.29 ms [2022-04-01 10:35:31 main:574] : INFO : Epoch 1725 | loss: 0.00592454 | val_loss: 0.00616282 | Time: 2995.35 ms [2022-04-01 10:35:34 main:574] : INFO : Epoch 1726 | loss: 0.00586104 | val_loss: 0.00625938 | Time: 3144.62 ms [2022-04-01 10:35:37 main:574] : INFO : Epoch 1727 | loss: 0.00611919 | val_loss: 0.00628311 | Time: 3202.34 ms [2022-04-01 10:35:41 main:574] : INFO : Epoch 1728 | loss: 0.00585432 | val_loss: 0.00621828 | Time: 3474.55 ms [2022-04-01 10:35:44 main:574] : INFO : Epoch 1729 | loss: 0.00591383 | val_loss: 0.00589361 | Time: 3198.02 ms [2022-04-01 10:35:47 main:574] : INFO : Epoch 1730 | loss: 0.00577502 | val_loss: 0.00603164 | Time: 3093.66 ms [2022-04-01 10:35:50 main:574] : INFO : Epoch 1731 | loss: 0.00582733 | val_loss: 0.00606683 | Time: 3397.13 ms [2022-04-01 10:35:54 main:574] : INFO : Epoch 1732 | loss: 0.00617617 | val_loss: 0.00596391 | Time: 3242 ms [2022-04-01 10:35:57 main:574] : INFO : Epoch 1733 | loss: 0.00594382 | val_loss: 0.00593478 | Time: 3250.35 ms [2022-04-01 10:36:00 main:574] : INFO : Epoch 1734 | loss: 0.00573752 | val_loss: 0.00602012 | Time: 3405.84 ms [2022-04-01 10:36:03 main:574] : INFO : Epoch 1735 | loss: 0.00575357 | val_loss: 0.00586428 | Time: 3054.77 ms [2022-04-01 10:36:06 main:574] : INFO : Epoch 1736 | loss: 0.0056073 | val_loss: 0.005647 | Time: 3183.79 ms [2022-04-01 10:36:10 main:574] : INFO : Epoch 1737 | loss: 0.00548978 | val_loss: 0.00570056 | Time: 3704.11 ms [2022-04-01 10:36:14 main:574] : INFO : Epoch 1738 | loss: 0.005788 | val_loss: 0.00711944 | Time: 3365.6 ms [2022-04-01 10:36:17 main:574] : INFO : Epoch 1739 | loss: 0.00673564 | val_loss: 0.00612861 | Time: 3550.25 ms [2022-04-01 10:36:21 main:574] : INFO : Epoch 1740 | loss: 0.00576692 | val_loss: 0.00576732 | Time: 3466.43 ms [2022-04-01 10:36:24 main:574] : INFO : Epoch 1741 | loss: 0.00558251 | val_loss: 0.00556713 | Time: 3070.23 ms [2022-04-01 10:36:27 main:574] : INFO : Epoch 1742 | loss: 0.00550919 | val_loss: 0.0056256 | Time: 3272.32 ms [2022-04-01 10:36:30 main:574] : INFO : Epoch 1743 | loss: 0.00543063 | val_loss: 0.00561603 | Time: 3056.96 ms [2022-04-01 10:36:33 main:574] : INFO : Epoch 1744 | loss: 0.00540192 | val_loss: 0.00560319 | Time: 3081.02 ms [2022-04-01 10:36:36 main:574] : INFO : Epoch 1745 | loss: 0.00537075 | val_loss: 0.00546894 | Time: 3336.54 ms [2022-04-01 10:36:39 main:574] : INFO : Epoch 1746 | loss: 0.005405 | val_loss: 0.00592981 | Time: 2974.92 ms [2022-04-01 10:36:42 main:574] : INFO : Epoch 1747 | loss: 0.00543691 | val_loss: 0.00608223 | Time: 3004.79 ms [2022-04-01 10:36:46 main:574] : INFO : Epoch 1748 | loss: 0.00581515 | val_loss: 0.00616695 | Time: 3240.43 ms [2022-04-01 10:36:49 main:574] : INFO : Epoch 1749 | loss: 0.00575776 | val_loss: 0.00595984 | Time: 3344.02 ms [2022-04-01 10:37:02 main:574] : INFO : Epoch 1750 | loss: 0.00557625 | val_loss: 0.00573335 | Time: 13214.2 ms [2022-04-01 10:37:05 main:574] : INFO : Epoch 1751 | loss: 0.00542366 | val_loss: 0.00548034 | Time: 3093.2 ms [2022-04-01 10:37:08 main:574] : INFO : Epoch 1752 | loss: 0.00532779 | val_loss: 0.00543005 | Time: 2659.66 ms [2022-04-01 10:37:11 main:574] : INFO : Epoch 1753 | loss: 0.00519848 | val_loss: 0.00522401 | Time: 2775.4 ms [2022-04-01 10:37:14 main:574] : INFO : Epoch 1754 | loss: 0.00509527 | val_loss: 0.00524214 | Time: 2937.12 ms [2022-04-01 10:37:17 main:574] : INFO : Epoch 1755 | loss: 0.00519316 | val_loss: 0.00532617 | Time: 2784.07 ms [2022-04-01 10:37:19 main:574] : INFO : Epoch 1756 | loss: 0.00502134 | val_loss: 0.00534204 | Time: 2796.95 ms [2022-04-01 10:37:22 main:574] : INFO : Epoch 1757 | loss: 0.00575351 | val_loss: 0.00644023 | Time: 3158.16 ms [2022-04-01 10:37:25 main:574] : INFO : Epoch 1758 | loss: 0.00527818 | val_loss: 0.0053467 | Time: 2691.9 ms [2022-04-01 10:37:28 main:574] : INFO : Epoch 1759 | loss: 0.00515568 | val_loss: 0.00517545 | Time: 2641.49 ms [2022-04-01 10:37:31 main:574] : INFO : Epoch 1760 | loss: 0.00494927 | val_loss: 0.00513762 | Time: 3393.23 ms [2022-04-01 10:37:34 main:574] : INFO : Epoch 1761 | loss: 0.00488739 | val_loss: 0.00534156 | Time: 2704.58 ms [2022-04-01 10:37:37 main:574] : INFO : Epoch 1762 | loss: 0.00495257 | val_loss: 0.00493033 | Time: 2571.16 ms [2022-04-01 10:37:39 main:574] : INFO : Epoch 1763 | loss: 0.00666573 | val_loss: 0.00558124 | Time: 2596.14 ms [2022-04-01 10:37:42 main:574] : INFO : Epoch 1764 | loss: 0.00533567 | val_loss: 0.00534869 | Time: 3048.95 ms [2022-04-01 10:37:45 main:574] : INFO : Epoch 1765 | loss: 0.00507389 | val_loss: 0.00492672 | Time: 2589.62 ms [2022-04-01 10:37:48 main:574] : INFO : Epoch 1766 | loss: 0.00463447 | val_loss: 0.00473408 | Time: 2696.34 ms [2022-04-01 10:37:51 main:574] : INFO : Epoch 1767 | loss: 0.00451391 | val_loss: 0.00454092 | Time: 3078.44 ms [2022-04-01 10:37:53 main:574] : INFO : Epoch 1768 | loss: 0.00437045 | val_loss: 0.00442726 | Time: 2555.68 ms [2022-04-01 10:37:56 main:574] : INFO : Epoch 1769 | loss: 0.004271 | val_loss: 0.00437398 | Time: 2671.93 ms [2022-04-01 10:37:59 main:574] : INFO : Epoch 1770 | loss: 0.0041759 | val_loss: 0.00422532 | Time: 2999.75 ms [2022-04-01 10:38:02 main:574] : INFO : Epoch 1771 | loss: 0.00404154 | val_loss: 0.00403167 | Time: 2669.85 ms [2022-04-01 10:38:04 main:574] : INFO : Epoch 1772 | loss: 0.00389316 | val_loss: 0.00384221 | Time: 2661.24 ms [2022-04-01 10:38:07 main:574] : INFO : Epoch 1773 | loss: 0.00371924 | val_loss: 0.00369852 | Time: 3108.27 ms [2022-04-01 10:38:10 main:574] : INFO : Epoch 1774 | loss: 0.0035617 | val_loss: 0.00363926 | Time: 2594.46 ms [2022-04-01 10:38:13 main:574] : INFO : Epoch 1775 | loss: 0.00352167 | val_loss: 0.00351625 | Time: 2599.73 ms [2022-04-01 10:38:15 main:574] : INFO : Epoch 1776 | loss: 0.00320096 | val_loss: 0.003247 | Time: 2803.48 ms [2022-04-01 10:38:18 main:574] : INFO : Epoch 1777 | loss: 0.00306046 | val_loss: 0.00303879 | Time: 2869.63 ms [2022-04-01 10:38:21 main:574] : INFO : Epoch 1778 | loss: 0.00296486 | val_loss: 0.00297032 | Time: 2663.48 ms [2022-04-01 10:38:24 main:574] : INFO : Epoch 1779 | loss: 0.00288621 | val_loss: 0.00284106 | Time: 2781.89 ms [2022-04-01 10:38:27 main:574] : INFO : Epoch 1780 | loss: 0.00274962 | val_loss: 0.00361846 | Time: 2833.66 ms [2022-04-01 10:38:29 main:574] : INFO : Epoch 1781 | loss: 0.00304177 | val_loss: 0.00280463 | Time: 2472.36 ms [2022-04-01 10:38:32 main:574] : INFO : Epoch 1782 | loss: 0.00276799 | val_loss: 0.00267945 | Time: 2857.09 ms [2022-04-01 10:38:35 main:574] : INFO : Epoch 1783 | loss: 0.00293999 | val_loss: 0.00404288 | Time: 2930.56 ms [2022-04-01 10:38:37 main:574] : INFO : Epoch 1784 | loss: 0.00351937 | val_loss: 0.00336567 | Time: 2578.71 ms [2022-04-01 10:38:40 main:574] : INFO : Epoch 1785 | loss: 0.0030936 | val_loss: 0.00290148 | Time: 2647.82 ms [2022-04-01 10:38:43 main:574] : INFO : Epoch 1786 | loss: 0.00260737 | val_loss: 0.00255947 | Time: 2778.71 ms [2022-04-01 10:38:46 main:574] : INFO : Epoch 1787 | loss: 0.00246528 | val_loss: 0.00530275 | Time: 2765.16 ms [2022-04-01 10:38:48 main:574] : INFO : Epoch 1788 | loss: 0.00335106 | val_loss: 0.00263803 | Time: 2579.34 ms [2022-04-01 10:38:51 main:574] : INFO : Epoch 1789 | loss: 0.0025135 | val_loss: 0.00245054 | Time: 2831.12 ms [2022-04-01 10:38:54 main:574] : INFO : Epoch 1790 | loss: 0.00237215 | val_loss: 0.00236305 | Time: 2908.59 ms [2022-04-01 10:38:57 main:574] : INFO : Epoch 1791 | loss: 0.00240735 | val_loss: 0.00237133 | Time: 2542.73 ms [2022-04-01 10:39:00 main:574] : INFO : Epoch 1792 | loss: 0.00237701 | val_loss: 0.00262786 | Time: 3079.05 ms [2022-04-01 10:39:03 main:574] : INFO : Epoch 1793 | loss: 0.00240913 | val_loss: 0.00228602 | Time: 3482.15 ms [2022-04-01 10:39:06 main:574] : INFO : Epoch 1794 | loss: 0.00228207 | val_loss: 0.0023825 | Time: 2654.99 ms [2022-04-01 10:39:08 main:574] : INFO : Epoch 1795 | loss: 0.00358694 | val_loss: 0.00614143 | Time: 2696.43 ms [2022-04-01 10:39:12 main:574] : INFO : Epoch 1796 | loss: 0.00492645 | val_loss: 0.0030514 | Time: 3092.99 ms [2022-04-01 10:39:14 main:574] : INFO : Epoch 1797 | loss: 0.00285755 | val_loss: 0.00250711 | Time: 2796.32 ms [2022-04-01 10:39:17 main:574] : INFO : Epoch 1798 | loss: 0.00239441 | val_loss: 0.00242334 | Time: 2925.81 ms [2022-04-01 10:39:21 main:574] : INFO : Epoch 1799 | loss: 0.00226209 | val_loss: 0.0022816 | Time: 3324.19 ms [2022-04-01 10:39:24 main:574] : INFO : Epoch 1800 | loss: 0.00222078 | val_loss: 0.00224562 | Time: 3136.23 ms [2022-04-01 10:39:27 main:574] : INFO : Epoch 1801 | loss: 0.00216165 | val_loss: 0.00215874 | Time: 2737.44 ms [2022-04-01 10:39:29 main:574] : INFO : Epoch 1802 | loss: 0.00215549 | val_loss: 0.00227996 | Time: 2813.47 ms [2022-04-01 10:39:33 main:574] : INFO : Epoch 1803 | loss: 0.00212778 | val_loss: 0.00212688 | Time: 3174.23 ms [2022-04-01 10:39:35 main:574] : INFO : Epoch 1804 | loss: 0.00207505 | val_loss: 0.0020814 | Time: 2835.16 ms [2022-04-01 10:39:38 main:574] : INFO : Epoch 1805 | loss: 0.00206949 | val_loss: 0.00211776 | Time: 2810.49 ms [2022-04-01 10:39:41 main:574] : INFO : Epoch 1806 | loss: 0.00206221 | val_loss: 0.00205502 | Time: 3134.26 ms [2022-04-01 10:39:44 main:574] : INFO : Epoch 1807 | loss: 0.00202026 | val_loss: 0.00205119 | Time: 3036.45 ms [2022-04-01 10:39:47 main:574] : INFO : Epoch 1808 | loss: 0.0020228 | val_loss: 0.00205926 | Time: 3041.66 ms [2022-04-01 10:39:51 main:574] : INFO : Epoch 1809 | loss: 0.00218855 | val_loss: 0.0023885 | Time: 3206.01 ms [2022-04-01 10:39:53 main:574] : INFO : Epoch 1810 | loss: 0.00221832 | val_loss: 0.0021024 | Time: 2797.46 ms [2022-04-01 10:39:56 main:574] : INFO : Epoch 1811 | loss: 0.00205675 | val_loss: 0.00209566 | Time: 2962.23 ms [2022-04-01 10:40:00 main:574] : INFO : Epoch 1812 | loss: 0.00207346 | val_loss: 0.00205627 | Time: 3150.92 ms [2022-04-01 10:40:03 main:574] : INFO : Epoch 1813 | loss: 0.00263597 | val_loss: 0.00294672 | Time: 3275.14 ms [2022-04-01 10:40:06 main:574] : INFO : Epoch 1814 | loss: 0.00256626 | val_loss: 0.00235595 | Time: 3150.67 ms [2022-04-01 10:40:09 main:574] : INFO : Epoch 1815 | loss: 0.00212957 | val_loss: 0.00204248 | Time: 3077.94 ms [2022-04-01 10:40:12 main:574] : INFO : Epoch 1816 | loss: 0.00197776 | val_loss: 0.00200928 | Time: 3000.52 ms [2022-04-01 10:40:15 main:574] : INFO : Epoch 1817 | loss: 0.00198785 | val_loss: 0.00198373 | Time: 2703.51 ms [2022-04-01 10:40:18 main:574] : INFO : Epoch 1818 | loss: 0.00191298 | val_loss: 0.00192895 | Time: 2941.06 ms [2022-04-01 10:40:21 main:574] : INFO : Epoch 1819 | loss: 0.00191911 | val_loss: 0.00197254 | Time: 2935.91 ms [2022-04-01 10:40:24 main:574] : INFO : Epoch 1820 | loss: 0.00190102 | val_loss: 0.00193705 | Time: 2842.61 ms [2022-04-01 10:40:27 main:574] : INFO : Epoch 1821 | loss: 0.00190159 | val_loss: 0.00189343 | Time: 2991.78 ms [2022-04-01 10:40:29 main:574] : INFO : Epoch 1822 | loss: 0.0018943 | val_loss: 0.00196745 | Time: 2854.51 ms [2022-04-01 10:40:32 main:574] : INFO : Epoch 1823 | loss: 0.00188764 | val_loss: 0.00188462 | Time: 3085.88 ms [2022-04-01 10:40:36 main:574] : INFO : Epoch 1824 | loss: 0.0018747 | val_loss: 0.00204715 | Time: 3374.92 ms [2022-04-01 10:40:40 main:574] : INFO : Epoch 1825 | loss: 0.00190135 | val_loss: 0.00188899 | Time: 3709.32 ms [2022-04-01 10:40:43 main:574] : INFO : Epoch 1826 | loss: 0.00189194 | val_loss: 0.00192871 | Time: 3498.38 ms [2022-04-01 10:40:46 main:574] : INFO : Epoch 1827 | loss: 0.00189539 | val_loss: 0.00191916 | Time: 3030.94 ms [2022-04-01 10:40:49 main:574] : INFO : Epoch 1828 | loss: 0.0138914 | val_loss: 0.0309727 | Time: 3057.16 ms [2022-04-01 10:40:53 main:574] : INFO : Epoch 1829 | loss: 0.0335614 | val_loss: 0.0317579 | Time: 3489.22 ms [2022-04-01 10:40:56 main:574] : INFO : Epoch 1830 | loss: 0.0203554 | val_loss: 0.00904178 | Time: 3228.5 ms [2022-04-01 10:40:59 main:574] : INFO : Epoch 1831 | loss: 0.00583101 | val_loss: 0.00404183 | Time: 3029.25 ms [2022-04-01 10:41:02 main:574] : INFO : Epoch 1832 | loss: 0.00341719 | val_loss: 0.00328103 | Time: 3364.55 ms [2022-04-01 10:41:06 main:574] : INFO : Epoch 1833 | loss: 0.00297084 | val_loss: 0.00285166 | Time: 3270.21 ms [2022-04-01 10:41:09 main:574] : INFO : Epoch 1834 | loss: 0.00279358 | val_loss: 0.00279009 | Time: 3508.2 ms [2022-04-01 10:41:14 main:574] : INFO : Epoch 1835 | loss: 0.00274822 | val_loss: 0.00275788 | Time: 4339.75 ms [2022-04-01 10:41:17 main:574] : INFO : Epoch 1836 | loss: 0.00268002 | val_loss: 0.00265752 | Time: 3647.93 ms [2022-04-01 10:41:21 main:574] : INFO : Epoch 1837 | loss: 0.00265515 | val_loss: 0.00261936 | Time: 3445.72 ms [2022-04-01 10:41:24 main:574] : INFO : Epoch 1838 | loss: 0.00258009 | val_loss: 0.00259963 | Time: 3608.6 ms [2022-04-01 10:41:28 main:574] : INFO : Epoch 1839 | loss: 0.00259444 | val_loss: 0.00262266 | Time: 4081.9 ms [2022-04-01 10:41:33 main:574] : INFO : Epoch 1840 | loss: 0.00285768 | val_loss: 0.00279323 | Time: 4329.14 ms [2022-04-01 10:41:36 main:574] : INFO : Epoch 1841 | loss: 0.0026093 | val_loss: 0.00260626 | Time: 3563.72 ms [2022-04-01 10:41:40 main:574] : INFO : Epoch 1842 | loss: 0.00253004 | val_loss: 0.00250595 | Time: 3515.93 ms [2022-04-01 10:41:43 main:574] : INFO : Epoch 1843 | loss: 0.00245612 | val_loss: 0.00248025 | Time: 3590.26 ms [2022-04-01 10:41:47 main:574] : INFO : Epoch 1844 | loss: 0.00246481 | val_loss: 0.00244985 | Time: 3340.97 ms [2022-04-01 10:41:51 main:574] : INFO : Epoch 1845 | loss: 0.00245892 | val_loss: 0.00260078 | Time: 3807.2 ms [2022-04-01 10:41:54 main:574] : INFO : Epoch 1846 | loss: 0.00254339 | val_loss: 0.00249299 | Time: 3309.68 ms [2022-04-01 10:41:57 main:574] : INFO : Epoch 1847 | loss: 0.00264704 | val_loss: 0.00296292 | Time: 3507.82 ms [2022-04-01 10:42:01 main:574] : INFO : Epoch 1848 | loss: 0.0026247 | val_loss: 0.00253113 | Time: 3352.68 ms [2022-04-01 10:42:04 main:574] : INFO : Epoch 1849 | loss: 0.00258725 | val_loss: 0.00272634 | Time: 2863.36 ms [2022-04-01 10:42:06 main:574] : INFO : Epoch 1850 | loss: 0.00245029 | val_loss: 0.00236356 | Time: 2853.25 ms [2022-04-01 10:42:10 main:574] : INFO : Epoch 1851 | loss: 0.00236823 | val_loss: 0.00238823 | Time: 3035.66 ms [2022-04-01 10:42:13 main:574] : INFO : Epoch 1852 | loss: 0.00234184 | val_loss: 0.00231306 | Time: 2998.12 ms [2022-04-01 10:42:15 main:574] : INFO : Epoch 1853 | loss: 0.0023597 | val_loss: 0.00234693 | Time: 2810.66 ms [2022-04-01 10:42:19 main:574] : INFO : Epoch 1854 | loss: 0.00246652 | val_loss: 0.00277801 | Time: 3296.26 ms [2022-04-01 10:42:21 main:574] : INFO : Epoch 1855 | loss: 0.00242816 | val_loss: 0.00241064 | Time: 2769.76 ms [2022-04-01 10:42:24 main:574] : INFO : Epoch 1856 | loss: 0.0023009 | val_loss: 0.00233558 | Time: 2940.98 ms [2022-04-01 10:42:27 main:574] : INFO : Epoch 1857 | loss: 0.00239867 | val_loss: 0.00225914 | Time: 2909.05 ms [2022-04-01 10:42:30 main:574] : INFO : Epoch 1858 | loss: 0.00230395 | val_loss: 0.00229787 | Time: 2735.74 ms [2022-04-01 10:42:33 main:574] : INFO : Epoch 1859 | loss: 0.00231346 | val_loss: 0.00224751 | Time: 2818.7 ms [2022-04-01 10:42:36 main:574] : INFO : Epoch 1860 | loss: 0.00221906 | val_loss: 0.00221442 | Time: 2905.5 ms [2022-04-01 10:42:38 main:574] : INFO : Epoch 1861 | loss: 0.00220052 | val_loss: 0.00219293 | Time: 2652.74 ms [2022-04-01 10:42:41 main:574] : INFO : Epoch 1862 | loss: 0.00216533 | val_loss: 0.00223076 | Time: 2710.87 ms [2022-04-01 10:42:44 main:574] : INFO : Epoch 1863 | loss: 0.00216379 | val_loss: 0.00215256 | Time: 2843.73 ms [2022-04-01 10:42:47 main:574] : INFO : Epoch 1864 | loss: 0.00218901 | val_loss: 0.00224705 | Time: 2539.87 ms [2022-04-01 10:42:49 main:574] : INFO : Epoch 1865 | loss: 0.00233498 | val_loss: 0.00284568 | Time: 2656.42 ms [2022-04-01 10:42:52 main:574] : INFO : Epoch 1866 | loss: 0.00236413 | val_loss: 0.00232282 | Time: 2972.42 ms [2022-04-01 10:42:55 main:574] : INFO : Epoch 1867 | loss: 0.00222411 | val_loss: 0.00212201 | Time: 2810.17 ms [2022-04-01 10:42:58 main:574] : INFO : Epoch 1868 | loss: 0.00217078 | val_loss: 0.0021749 | Time: 2561.56 ms [2022-04-01 10:43:00 main:574] : INFO : Epoch 1869 | loss: 0.0021383 | val_loss: 0.00210827 | Time: 2820.34 ms [2022-04-01 10:43:03 main:574] : INFO : Epoch 1870 | loss: 0.00221136 | val_loss: 0.00222306 | Time: 2901.11 ms [2022-04-01 10:43:06 main:574] : INFO : Epoch 1871 | loss: 0.0021173 | val_loss: 0.00212105 | Time: 2647.91 ms [2022-04-01 10:43:09 main:574] : INFO : Epoch 1872 | loss: 0.002135 | val_loss: 0.00213148 | Time: 2826.07 ms [2022-04-01 10:43:12 main:574] : INFO : Epoch 1873 | loss: 0.00210057 | val_loss: 0.00223358 | Time: 2804.08 ms [2022-04-01 10:43:14 main:574] : INFO : Epoch 1874 | loss: 0.00213917 | val_loss: 0.00215838 | Time: 2733.99 ms [2022-04-01 10:43:17 main:574] : INFO : Epoch 1875 | loss: 0.00220035 | val_loss: 0.00212904 | Time: 3023.5 ms [2022-04-01 10:43:21 main:574] : INFO : Epoch 1876 | loss: 0.00232433 | val_loss: 0.00210328 | Time: 3155.52 ms [2022-04-01 10:43:23 main:574] : INFO : Epoch 1877 | loss: 0.00203872 | val_loss: 0.00204374 | Time: 2678.38 ms [2022-04-01 10:43:26 main:574] : INFO : Epoch 1878 | loss: 0.00209209 | val_loss: 0.00228067 | Time: 2595.27 ms [2022-04-01 10:43:29 main:574] : INFO : Epoch 1879 | loss: 0.00218538 | val_loss: 0.00203862 | Time: 2898.03 ms [2022-04-01 10:43:32 main:574] : INFO : Epoch 1880 | loss: 0.00202775 | val_loss: 0.00204551 | Time: 2821.4 ms [2022-04-01 10:43:35 main:574] : INFO : Epoch 1881 | loss: 0.00205381 | val_loss: 0.00202331 | Time: 2944.48 ms [2022-04-01 10:43:37 main:574] : INFO : Epoch 1882 | loss: 0.00209343 | val_loss: 0.0020622 | Time: 2829.53 ms [2022-04-01 10:43:41 main:574] : INFO : Epoch 1883 | loss: 0.00203532 | val_loss: 0.00204266 | Time: 3076.18 ms [2022-04-01 10:43:43 main:574] : INFO : Epoch 1884 | loss: 0.00220979 | val_loss: 0.00239535 | Time: 2628.23 ms [2022-04-01 10:43:46 main:574] : INFO : Epoch 1885 | loss: 0.0028125 | val_loss: 0.00269703 | Time: 2750.84 ms [2022-04-01 10:43:49 main:574] : INFO : Epoch 1886 | loss: 0.00237083 | val_loss: 0.00219092 | Time: 3270.56 ms [2022-04-01 10:43:52 main:574] : INFO : Epoch 1887 | loss: 0.0020852 | val_loss: 0.00215643 | Time: 2866.6 ms [2022-04-01 10:43:55 main:574] : INFO : Epoch 1888 | loss: 0.00214601 | val_loss: 0.00259045 | Time: 2630.86 ms [2022-04-01 10:43:58 main:574] : INFO : Epoch 1889 | loss: 0.00288293 | val_loss: 0.00233292 | Time: 3044.64 ms [2022-04-01 10:44:01 main:574] : INFO : Epoch 1890 | loss: 0.00243791 | val_loss: 0.00227116 | Time: 2973.1 ms [2022-04-01 10:44:03 main:574] : INFO : Epoch 1891 | loss: 0.00213945 | val_loss: 0.00219519 | Time: 2589.18 ms [2022-04-01 10:44:06 main:574] : INFO : Epoch 1892 | loss: 0.00205049 | val_loss: 0.00205049 | Time: 2971.1 ms [2022-04-01 10:44:09 main:574] : INFO : Epoch 1893 | loss: 0.00215549 | val_loss: 0.002162 | Time: 2959.1 ms [2022-04-01 10:44:12 main:574] : INFO : Epoch 1894 | loss: 0.00205742 | val_loss: 0.00198066 | Time: 2665.45 ms [2022-04-01 10:44:15 main:574] : INFO : Epoch 1895 | loss: 0.00196375 | val_loss: 0.00198861 | Time: 3044.15 ms [2022-04-01 10:44:18 main:574] : INFO : Epoch 1896 | loss: 0.00198896 | val_loss: 0.00196466 | Time: 2963 ms [2022-04-01 10:44:21 main:574] : INFO : Epoch 1897 | loss: 0.00199371 | val_loss: 0.00199252 | Time: 3305.95 ms [2022-04-01 10:44:24 main:574] : INFO : Epoch 1898 | loss: 0.00203332 | val_loss: 0.00197612 | Time: 3031.22 ms [2022-04-01 10:44:27 main:574] : INFO : Epoch 1899 | loss: 0.00195666 | val_loss: 0.00193567 | Time: 2838.96 ms [2022-04-01 10:44:30 main:574] : INFO : Epoch 1900 | loss: 0.00210448 | val_loss: 0.00210408 | Time: 2971.89 ms [2022-04-01 10:44:34 main:574] : INFO : Epoch 1901 | loss: 0.00209258 | val_loss: 0.00201671 | Time: 3362.29 ms [2022-04-01 10:44:37 main:574] : INFO : Epoch 1902 | loss: 0.00206222 | val_loss: 0.0020295 | Time: 2955.62 ms [2022-04-01 10:44:39 main:574] : INFO : Epoch 1903 | loss: 0.00197164 | val_loss: 0.00198076 | Time: 2799.72 ms [2022-04-01 10:44:42 main:574] : INFO : Epoch 1904 | loss: 0.00194876 | val_loss: 0.00193713 | Time: 2970.78 ms [2022-04-01 10:44:45 main:574] : INFO : Epoch 1905 | loss: 0.00206132 | val_loss: 0.00207734 | Time: 3004.22 ms [2022-04-01 10:44:48 main:574] : INFO : Epoch 1906 | loss: 0.00242056 | val_loss: 0.00204297 | Time: 2971.2 ms [2022-04-01 10:44:51 main:574] : INFO : Epoch 1907 | loss: 0.00200983 | val_loss: 0.00241558 | Time: 3177.16 ms [2022-04-01 10:44:54 main:574] : INFO : Epoch 1908 | loss: 0.00210332 | val_loss: 0.00194648 | Time: 2944.78 ms [2022-04-01 10:44:58 main:574] : INFO : Epoch 1909 | loss: 0.00194758 | val_loss: 0.0019581 | Time: 3087.76 ms [2022-04-01 10:45:01 main:574] : INFO : Epoch 1910 | loss: 0.00192735 | val_loss: 0.00192625 | Time: 3258.42 ms [2022-04-01 10:45:05 main:574] : INFO : Epoch 1911 | loss: 0.00195799 | val_loss: 0.0018916 | Time: 3872.38 ms [2022-04-01 10:45:08 main:574] : INFO : Epoch 1912 | loss: 0.00186206 | val_loss: 0.00187249 | Time: 3359.25 ms [2022-04-01 10:45:11 main:574] : INFO : Epoch 1913 | loss: 0.00196535 | val_loss: 0.00189653 | Time: 3010.34 ms [2022-04-01 10:45:14 main:574] : INFO : Epoch 1914 | loss: 0.00196304 | val_loss: 0.00203383 | Time: 3308.37 ms [2022-04-01 10:45:18 main:574] : INFO : Epoch 1915 | loss: 0.00191826 | val_loss: 0.00190052 | Time: 3357.44 ms [2022-04-01 10:45:21 main:574] : INFO : Epoch 1916 | loss: 0.00187475 | val_loss: 0.00189231 | Time: 2911.31 ms [2022-04-01 10:45:24 main:574] : INFO : Epoch 1917 | loss: 0.00185773 | val_loss: 0.00193564 | Time: 2955.87 ms [2022-04-01 10:45:27 main:574] : INFO : Epoch 1918 | loss: 0.00188321 | val_loss: 0.00179862 | Time: 3284.97 ms [2022-04-01 10:45:30 main:574] : INFO : Epoch 1919 | loss: 0.00178494 | val_loss: 0.00177157 | Time: 3186.43 ms [2022-04-01 10:45:34 main:574] : INFO : Epoch 1920 | loss: 0.00190921 | val_loss: 0.00230062 | Time: 3636.84 ms [2022-04-01 10:45:38 main:574] : INFO : Epoch 1921 | loss: 0.00199532 | val_loss: 0.00188353 | Time: 4177.85 ms [2022-04-01 10:45:41 main:574] : INFO : Epoch 1922 | loss: 0.00180035 | val_loss: 0.00175281 | Time: 3147.12 ms [2022-04-01 10:45:44 main:574] : INFO : Epoch 1923 | loss: 0.0017144 | val_loss: 0.00171152 | Time: 3073.28 ms [2022-04-01 10:45:48 main:574] : INFO : Epoch 1924 | loss: 0.00173699 | val_loss: 0.0020617 | Time: 3886.5 ms [2022-04-01 10:45:51 main:574] : INFO : Epoch 1925 | loss: 0.00181381 | val_loss: 0.00172789 | Time: 3148.63 ms [2022-04-01 10:45:55 main:574] : INFO : Epoch 1926 | loss: 0.00170309 | val_loss: 0.00169342 | Time: 3410.88 ms [2022-04-01 10:45:58 main:574] : INFO : Epoch 1927 | loss: 0.00166649 | val_loss: 0.00170018 | Time: 3399 ms [2022-04-01 10:46:01 main:574] : INFO : Epoch 1928 | loss: 0.00172398 | val_loss: 0.00181255 | Time: 3447.87 ms [2022-04-01 10:46:05 main:574] : INFO : Epoch 1929 | loss: 0.00177659 | val_loss: 0.00181117 | Time: 3127.24 ms [2022-04-01 10:46:07 main:574] : INFO : Epoch 1930 | loss: 0.00184486 | val_loss: 0.00187924 | Time: 2851.81 ms [2022-04-01 10:46:10 main:574] : INFO : Epoch 1931 | loss: 0.00176033 | val_loss: 0.00173772 | Time: 2967.35 ms [2022-04-01 10:46:14 main:574] : INFO : Epoch 1932 | loss: 0.00177071 | val_loss: 0.00174204 | Time: 3100.73 ms [2022-04-01 10:46:16 main:574] : INFO : Epoch 1933 | loss: 0.00172312 | val_loss: 0.00177043 | Time: 2785.24 ms [2022-04-01 10:46:19 main:574] : INFO : Epoch 1934 | loss: 0.00174958 | val_loss: 0.00180199 | Time: 2672.06 ms [2022-04-01 10:46:22 main:574] : INFO : Epoch 1935 | loss: 0.0016565 | val_loss: 0.00168103 | Time: 3293.26 ms [2022-04-01 10:46:25 main:574] : INFO : Epoch 1936 | loss: 0.00164203 | val_loss: 0.00166284 | Time: 2811.22 ms [2022-04-01 10:46:28 main:574] : INFO : Epoch 1937 | loss: 0.00163481 | val_loss: 0.00178839 | Time: 2643.62 ms [2022-04-01 10:46:31 main:574] : INFO : Epoch 1938 | loss: 0.0017762 | val_loss: 0.00167402 | Time: 3005.78 ms [2022-04-01 10:46:34 main:574] : INFO : Epoch 1939 | loss: 0.00164882 | val_loss: 0.00163347 | Time: 2785.2 ms [2022-04-01 10:46:36 main:574] : INFO : Epoch 1940 | loss: 0.00171503 | val_loss: 0.00167775 | Time: 2772.03 ms [2022-04-01 10:46:39 main:574] : INFO : Epoch 1941 | loss: 0.00162382 | val_loss: 0.00171757 | Time: 2593.37 ms [2022-04-01 10:46:42 main:574] : INFO : Epoch 1942 | loss: 0.00166648 | val_loss: 0.00177932 | Time: 3008.21 ms [2022-04-01 10:46:45 main:574] : INFO : Epoch 1943 | loss: 0.00178581 | val_loss: 0.00291228 | Time: 2635.21 ms [2022-04-01 10:46:47 main:574] : INFO : Epoch 1944 | loss: 0.0232069 | val_loss: 0.0247391 | Time: 2524.46 ms [2022-04-01 10:46:50 main:574] : INFO : Epoch 1945 | loss: 0.013373 | val_loss: 0.00566771 | Time: 3013.51 ms [2022-04-01 10:46:53 main:574] : INFO : Epoch 1946 | loss: 0.00444763 | val_loss: 0.00435951 | Time: 2713.88 ms [2022-04-01 10:46:56 main:574] : INFO : Epoch 1947 | loss: 0.00342259 | val_loss: 0.00299915 | Time: 2575.27 ms [2022-04-01 10:46:59 main:574] : INFO : Epoch 1948 | loss: 0.00294114 | val_loss: 0.00329338 | Time: 3097.49 ms [2022-04-01 10:47:01 main:574] : INFO : Epoch 1949 | loss: 0.00296087 | val_loss: 0.00267797 | Time: 2805.29 ms [2022-04-01 10:47:04 main:574] : INFO : Epoch 1950 | loss: 0.00253061 | val_loss: 0.00247286 | Time: 2675.24 ms [2022-04-01 10:47:07 main:574] : INFO : Epoch 1951 | loss: 0.00220367 | val_loss: 0.00202396 | Time: 2912.83 ms [2022-04-01 10:47:10 main:574] : INFO : Epoch 1952 | loss: 0.00196893 | val_loss: 0.00188249 | Time: 2916.72 ms [2022-04-01 10:47:13 main:574] : INFO : Epoch 1953 | loss: 0.00195605 | val_loss: 0.00195915 | Time: 2655.3 ms [2022-04-01 10:47:15 main:574] : INFO : Epoch 1954 | loss: 0.00176546 | val_loss: 0.00171302 | Time: 2800.91 ms [2022-04-01 10:47:18 main:574] : INFO : Epoch 1955 | loss: 0.00170617 | val_loss: 0.0016759 | Time: 2943.97 ms [2022-04-01 10:47:21 main:574] : INFO : Epoch 1956 | loss: 0.00167685 | val_loss: 0.00173736 | Time: 2757.87 ms [2022-04-01 10:47:24 main:574] : INFO : Epoch 1957 | loss: 0.00166335 | val_loss: 0.00166148 | Time: 2636.62 ms [2022-04-01 10:47:27 main:574] : INFO : Epoch 1958 | loss: 0.00165955 | val_loss: 0.00163967 | Time: 2983.86 ms [2022-04-01 10:47:30 main:574] : INFO : Epoch 1959 | loss: 0.00166291 | val_loss: 0.00199402 | Time: 2960.26 ms [2022-04-01 10:47:33 main:574] : INFO : Epoch 1960 | loss: 0.00182499 | val_loss: 0.0016574 | Time: 2654.39 ms [2022-04-01 10:47:35 main:574] : INFO : Epoch 1961 | loss: 0.00167736 | val_loss: 0.00187769 | Time: 2945.6 ms [2022-04-01 10:47:39 main:574] : INFO : Epoch 1962 | loss: 0.00163984 | val_loss: 0.00164026 | Time: 3047.45 ms [2022-04-01 10:47:41 main:574] : INFO : Epoch 1963 | loss: 0.00158606 | val_loss: 0.00160963 | Time: 2808.9 ms [2022-04-01 10:47:44 main:574] : INFO : Epoch 1964 | loss: 0.00163945 | val_loss: 0.00162074 | Time: 3027.77 ms [2022-04-01 10:47:47 main:574] : INFO : Epoch 1965 | loss: 0.00172411 | val_loss: 0.00159269 | Time: 3097.44 ms [2022-04-01 10:47:51 main:574] : INFO : Epoch 1966 | loss: 0.0186536 | val_loss: 0.0190808 | Time: 3457.88 ms [2022-04-01 10:47:55 main:574] : INFO : Epoch 1967 | loss: 0.00851829 | val_loss: 0.00447019 | Time: 3667.43 ms [2022-04-01 10:47:58 main:574] : INFO : Epoch 1968 | loss: 0.00400965 | val_loss: 0.00376478 | Time: 3695.42 ms [2022-04-01 10:48:01 main:574] : INFO : Epoch 1969 | loss: 0.0028033 | val_loss: 0.00284508 | Time: 2834.04 ms [2022-04-01 10:48:04 main:574] : INFO : Epoch 1970 | loss: 0.00231262 | val_loss: 0.00246285 | Time: 2960.39 ms [2022-04-01 10:48:07 main:574] : INFO : Epoch 1971 | loss: 0.0021801 | val_loss: 0.00204746 | Time: 3004.01 ms [2022-04-01 10:48:10 main:574] : INFO : Epoch 1972 | loss: 0.00191593 | val_loss: 0.00183388 | Time: 3068.35 ms [2022-04-01 10:48:14 main:574] : INFO : Epoch 1973 | loss: 0.00176003 | val_loss: 0.00209142 | Time: 3360.18 ms [2022-04-01 10:48:16 main:574] : INFO : Epoch 1974 | loss: 0.00193143 | val_loss: 0.00183819 | Time: 2798.01 ms [2022-04-01 10:48:20 main:574] : INFO : Epoch 1975 | loss: 0.00174943 | val_loss: 0.00166861 | Time: 3312.74 ms [2022-04-01 10:48:23 main:574] : INFO : Epoch 1976 | loss: 0.0016306 | val_loss: 0.00162131 | Time: 3626.27 ms [2022-04-01 10:48:27 main:574] : INFO : Epoch 1977 | loss: 0.00159178 | val_loss: 0.00167518 | Time: 3363.22 ms [2022-04-01 10:48:30 main:574] : INFO : Epoch 1978 | loss: 0.00160385 | val_loss: 0.0015923 | Time: 3615.01 ms [2022-04-01 10:48:34 main:574] : INFO : Epoch 1979 | loss: 0.00168982 | val_loss: 0.00168888 | Time: 3235.67 ms [2022-04-01 10:48:37 main:574] : INFO : Epoch 1980 | loss: 0.00169494 | val_loss: 0.00163439 | Time: 3230.19 ms [2022-04-01 10:48:40 main:574] : INFO : Epoch 1981 | loss: 0.011666 | val_loss: 0.0287851 | Time: 3270.81 ms [2022-04-01 10:48:43 main:574] : INFO : Epoch 1982 | loss: 0.0288764 | val_loss: 0.0281341 | Time: 3178.97 ms [2022-04-01 10:48:46 main:574] : INFO : Epoch 1983 | loss: 0.0269966 | val_loss: 0.0254737 | Time: 3195.11 ms [2022-04-01 10:48:50 main:574] : INFO : Epoch 1984 | loss: 0.0231918 | val_loss: 0.0186877 | Time: 3290.1 ms [2022-04-01 10:48:53 main:574] : INFO : Epoch 1985 | loss: 0.0125093 | val_loss: 0.00612582 | Time: 3178.06 ms [2022-04-01 10:48:56 main:574] : INFO : Epoch 1986 | loss: 0.00447169 | val_loss: 0.00306271 | Time: 3286.83 ms [2022-04-01 10:49:00 main:574] : INFO : Epoch 1987 | loss: 0.00250179 | val_loss: 0.00211566 | Time: 3521.94 ms [2022-04-01 10:49:03 main:574] : INFO : Epoch 1988 | loss: 0.00197044 | val_loss: 0.00190331 | Time: 3326.78 ms [2022-04-01 10:49:06 main:574] : INFO : Epoch 1989 | loss: 0.00183263 | val_loss: 0.00189027 | Time: 3334.43 ms [2022-04-01 10:49:10 main:574] : INFO : Epoch 1990 | loss: 0.00174854 | val_loss: 0.00182917 | Time: 3643.08 ms [2022-04-01 10:49:13 main:574] : INFO : Epoch 1991 | loss: 0.00178543 | val_loss: 0.00173 | Time: 3302.15 ms [2022-04-01 10:49:17 main:574] : INFO : Epoch 1992 | loss: 0.00172449 | val_loss: 0.00177301 | Time: 3426.83 ms [2022-04-01 10:49:21 main:574] : INFO : Epoch 1993 | loss: 0.00170501 | val_loss: 0.00171482 | Time: 3748.97 ms [2022-04-01 10:49:24 main:574] : INFO : Epoch 1994 | loss: 0.00249658 | val_loss: 0.00225394 | Time: 2984.29 ms [2022-04-01 10:49:27 main:574] : INFO : Epoch 1995 | loss: 0.00183026 | val_loss: 0.00167655 | Time: 3325.43 ms [2022-04-01 10:49:30 main:574] : INFO : Epoch 1996 | loss: 0.00162078 | val_loss: 0.00161211 | Time: 2863.51 ms [2022-04-01 10:49:33 main:574] : INFO : Epoch 1997 | loss: 0.00158305 | val_loss: 0.0015999 | Time: 3052.81 ms [2022-04-01 10:49:36 main:574] : INFO : Epoch 1998 | loss: 0.00159266 | val_loss: 0.00161463 | Time: 3215.22 ms [2022-04-01 10:49:39 main:574] : INFO : Epoch 1999 | loss: 0.00173464 | val_loss: 0.00204934 | Time: 3172.71 ms [2022-04-01 10:49:42 main:574] : INFO : Epoch 2000 | loss: 0.00173945 | val_loss: 0.00163601 | Time: 2923 ms [2022-04-01 10:49:46 main:574] : INFO : Epoch 2001 | loss: 0.00157544 | val_loss: 0.00157997 | Time: 3441.33 ms [2022-04-01 10:49:49 main:574] : INFO : Epoch 2002 | loss: 0.00154371 | val_loss: 0.00157388 | Time: 3003.19 ms [2022-04-01 10:49:52 main:574] : INFO : Epoch 2003 | loss: 0.00156062 | val_loss: 0.00163619 | Time: 3023.26 ms [2022-04-01 10:49:55 main:574] : INFO : Epoch 2004 | loss: 0.00157264 | val_loss: 0.00158339 | Time: 2811.01 ms [2022-04-01 10:49:58 main:574] : INFO : Epoch 2005 | loss: 0.00160386 | val_loss: 0.00163563 | Time: 3247.61 ms [2022-04-01 10:50:01 main:574] : INFO : Epoch 2006 | loss: 0.00160887 | val_loss: 0.001746 | Time: 2713.55 ms [2022-04-01 10:50:04 main:574] : INFO : Epoch 2007 | loss: 0.0015648 | val_loss: 0.00158193 | Time: 3412.12 ms [2022-04-01 10:50:07 main:574] : INFO : Epoch 2008 | loss: 0.0015856 | val_loss: 0.00185502 | Time: 3561.94 ms [2022-04-01 10:50:10 main:574] : INFO : Epoch 2009 | loss: 0.00154683 | val_loss: 0.00162055 | Time: 2780.12 ms [2022-04-01 10:50:13 main:574] : INFO : Epoch 2010 | loss: 0.00150594 | val_loss: 0.00155943 | Time: 2707.68 ms [2022-04-01 10:50:16 main:574] : INFO : Epoch 2011 | loss: 0.00149603 | val_loss: 0.00153799 | Time: 2898.49 ms [2022-04-01 10:50:19 main:574] : INFO : Epoch 2012 | loss: 0.00148714 | val_loss: 0.00155812 | Time: 3079.55 ms [2022-04-01 10:50:22 main:574] : INFO : Epoch 2013 | loss: 0.00150209 | val_loss: 0.00160698 | Time: 2818.53 ms [2022-04-01 10:50:25 main:574] : INFO : Epoch 2014 | loss: 0.00149648 | val_loss: 0.00156329 | Time: 3183.83 ms [2022-04-01 10:50:28 main:574] : INFO : Epoch 2015 | loss: 0.00149621 | val_loss: 0.00164469 | Time: 2800.83 ms [2022-04-01 10:50:31 main:574] : INFO : Epoch 2016 | loss: 0.00150635 | val_loss: 0.00158565 | Time: 3320.22 ms [2022-04-01 10:50:34 main:574] : INFO : Epoch 2017 | loss: 0.00178911 | val_loss: 0.00158417 | Time: 3146.3 ms [2022-04-01 10:50:37 main:574] : INFO : Epoch 2018 | loss: 0.0015394 | val_loss: 0.00160843 | Time: 3063.88 ms [2022-04-01 10:50:41 main:574] : INFO : Epoch 2019 | loss: 0.00157109 | val_loss: 0.00152413 | Time: 3208.65 ms [2022-04-01 10:50:44 main:574] : INFO : Epoch 2020 | loss: 0.00151661 | val_loss: 0.00151571 | Time: 3444.27 ms [2022-04-01 10:50:47 main:574] : INFO : Epoch 2021 | loss: 0.00148289 | val_loss: 0.00162317 | Time: 3194.92 ms [2022-04-01 10:50:50 main:574] : INFO : Epoch 2022 | loss: 0.00150902 | val_loss: 0.00153148 | Time: 3057.54 ms [2022-04-01 10:50:54 main:574] : INFO : Epoch 2023 | loss: 0.00151888 | val_loss: 0.00153792 | Time: 3206.39 ms [2022-04-01 10:50:56 main:574] : INFO : Epoch 2024 | loss: 0.00145967 | val_loss: 0.0015037 | Time: 2733.78 ms [2022-04-01 10:50:59 main:574] : INFO : Epoch 2025 | loss: 0.00145456 | val_loss: 0.00151111 | Time: 3051.14 ms [2022-04-01 10:51:02 main:574] : INFO : Epoch 2026 | loss: 0.00153514 | val_loss: 0.0015977 | Time: 3028.72 ms [2022-04-01 10:51:05 main:574] : INFO : Epoch 2027 | loss: 0.00150258 | val_loss: 0.00160528 | Time: 3090.28 ms [2022-04-01 10:51:09 main:574] : INFO : Epoch 2028 | loss: 0.00145588 | val_loss: 0.00148422 | Time: 3136.82 ms [2022-04-01 10:51:12 main:574] : INFO : Epoch 2029 | loss: 0.00142639 | val_loss: 0.00148337 | Time: 3326.22 ms [2022-04-01 10:51:15 main:574] : INFO : Epoch 2030 | loss: 0.00146978 | val_loss: 0.00148047 | Time: 3479.03 ms [2022-04-01 10:51:19 main:574] : INFO : Epoch 2031 | loss: 0.00146056 | val_loss: 0.00149939 | Time: 3094.61 ms [2022-04-01 10:51:22 main:574] : INFO : Epoch 2032 | loss: 0.00149428 | val_loss: 0.00152655 | Time: 3356.31 ms [2022-04-01 10:51:25 main:574] : INFO : Epoch 2033 | loss: 0.00144743 | val_loss: 0.00149804 | Time: 3164.16 ms [2022-04-01 10:51:29 main:574] : INFO : Epoch 2034 | loss: 0.00152726 | val_loss: 0.00154306 | Time: 3634.68 ms [2022-04-01 10:51:32 main:574] : INFO : Epoch 2035 | loss: 0.0015211 | val_loss: 0.00156881 | Time: 3236.5 ms [2022-04-01 10:51:35 main:574] : INFO : Epoch 2036 | loss: 0.00161801 | val_loss: 0.00158413 | Time: 3342.66 ms [2022-04-01 10:51:39 main:574] : INFO : Epoch 2037 | loss: 0.00149846 | val_loss: 0.00149577 | Time: 3328.71 ms [2022-04-01 10:51:42 main:574] : INFO : Epoch 2038 | loss: 0.00146675 | val_loss: 0.00148693 | Time: 3302.91 ms [2022-04-01 10:51:45 main:574] : INFO : Epoch 2039 | loss: 0.00145998 | val_loss: 0.00145578 | Time: 3365.81 ms [2022-04-01 10:51:49 main:574] : INFO : Epoch 2040 | loss: 0.00147515 | val_loss: 0.00148022 | Time: 3558.23 ms [2022-04-01 10:51:53 main:574] : INFO : Epoch 2041 | loss: 0.00142968 | val_loss: 0.00145197 | Time: 3783.98 ms [2022-04-01 10:51:56 main:574] : INFO : Epoch 2042 | loss: 0.00142986 | val_loss: 0.00155625 | Time: 3502.37 ms [2022-04-01 10:52:00 main:574] : INFO : Epoch 2043 | loss: 0.00146996 | val_loss: 0.00149589 | Time: 3672.23 ms [2022-04-01 10:52:04 main:574] : INFO : Epoch 2044 | loss: 0.00141382 | val_loss: 0.00145447 | Time: 3775.56 ms [2022-04-01 10:52:07 main:574] : INFO : Epoch 2045 | loss: 0.00142989 | val_loss: 0.0015671 | Time: 3536.34 ms [2022-04-01 10:52:11 main:574] : INFO : Epoch 2046 | loss: 0.0014787 | val_loss: 0.00143494 | Time: 3439.75 ms [2022-04-01 10:52:14 main:574] : INFO : Epoch 2047 | loss: 0.00145148 | val_loss: 0.00146287 | Time: 3570.14 ms [2022-04-01 10:52:18 main:574] : INFO : Epoch 2048 | loss: 0.00144456 | val_loss: 0.00155939 | Time: 3891.58 ms [2022-04-01 10:52:18 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.00155939 [2022-04-01 10:52:18 main:603] : INFO : Saving end state to config to file [2022-04-01 10:52:18 main:608] : INFO : Success, exiting.. 10:52:18 (9968): 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)