Task 5203414
| Name | ParityMachine-1619580232-19072-1_3 |
| Workunit | 3086359 |
| Created | 18 May 2021, 13:47:28 UTC |
| Sent | 18 May 2021, 14:48:31 UTC |
| Report deadline | 25 May 2021, 14:48:31 UTC |
| Received | 19 May 2021, 20:47:23 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 1764 |
| Run time | 5 hours 38 min 37 sec |
| CPU time | 5 hours 36 min 51 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 9,398.37 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.65 GB |
| Peak swap size | 2.75 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> Time: 10516.8 ms [2021-05-19 06:49:15 main:574] : INFO : Epoch 1572 | loss: 0.0309355 | val_loss: 0.0312961 | Time: 11111.4 ms [2021-05-19 06:49:25 main:574] : INFO : Epoch 1573 | loss: 0.0309301 | val_loss: 0.0313019 | Time: 10181.4 ms [2021-05-19 06:49:35 main:574] : INFO : Epoch 1574 | loss: 0.0309327 | val_loss: 0.0313178 | Time: 9664.9 ms [2021-05-19 06:49:44 main:574] : INFO : Epoch 1575 | loss: 0.0309295 | val_loss: 0.0312981 | Time: 9749.16 ms [2021-05-19 06:49:55 main:574] : INFO : Epoch 1576 | loss: 0.0309275 | val_loss: 0.0312962 | Time: 10357.2 ms [2021-05-19 06:50:05 main:574] : INFO : Epoch 1577 | loss: 0.0309396 | val_loss: 0.0313096 | Time: 10310.4 ms [2021-05-19 06:50:15 main:574] : INFO : Epoch 1578 | loss: 0.0309456 | val_loss: 0.0313276 | Time: 9824.65 ms [2021-05-19 06:50:24 main:574] : INFO : Epoch 1579 | loss: 0.0309386 | val_loss: 0.0312954 | Time: 9543.48 ms [2021-05-19 06:50:34 main:574] : INFO : Epoch 1580 | loss: 0.0309371 | val_loss: 0.0312996 | Time: 9675.77 ms [2021-05-19 06:50:44 main:574] : INFO : Epoch 1581 | loss: 0.0309454 | val_loss: 0.0313103 | Time: 9829.56 ms [2021-05-19 06:50:54 main:574] : INFO : Epoch 1582 | loss: 0.030945 | val_loss: 0.0312792 | Time: 9568.97 ms [2021-05-19 06:51:03 main:574] : INFO : Epoch 1583 | loss: 0.0309505 | val_loss: 0.0312957 | Time: 9618.33 ms [2021-05-19 06:51:13 main:574] : INFO : Epoch 1584 | loss: 0.03094 | val_loss: 0.0313076 | Time: 10006.7 ms [2021-05-19 06:51:23 main:574] : INFO : Epoch 1585 | loss: 0.030938 | val_loss: 0.0313014 | Time: 9915.57 ms [2021-05-19 06:51:33 main:574] : INFO : Epoch 1586 | loss: 0.030946 | val_loss: 0.0312897 | Time: 9776.64 ms [2021-05-19 06:51:43 main:574] : INFO : Epoch 1587 | loss: 0.0309495 | val_loss: 0.0312772 | Time: 9900.19 ms [2021-05-19 06:51:53 main:574] : INFO : Epoch 1588 | loss: 0.0309486 | val_loss: 0.0312677 | Time: 10079.7 ms [2021-05-19 06:52:03 main:574] : INFO : Epoch 1589 | loss: 0.0309434 | val_loss: 0.0313227 | Time: 9951.65 ms [2021-05-19 06:52:13 main:574] : INFO : Epoch 1590 | loss: 0.0309372 | val_loss: 0.0313344 | Time: 10002.8 ms [2021-05-19 06:52:23 main:574] : INFO : Epoch 1591 | loss: 0.0309337 | val_loss: 0.0312635 | Time: 9871.23 ms [2021-05-19 06:52:33 main:574] : INFO : Epoch 1592 | loss: 0.0309388 | val_loss: 0.031284 | Time: 9918.59 ms [2021-05-19 06:52:43 main:574] : INFO : Epoch 1593 | loss: 0.0309398 | val_loss: 0.0312997 | Time: 9792.17 ms [2021-05-19 06:52:52 main:574] : INFO : Epoch 1594 | loss: 0.0309526 | val_loss: 0.0312962 | Time: 9385.73 ms [2021-05-19 06:53:01 main:574] : INFO : Epoch 1595 | loss: 0.0309437 | val_loss: 0.0312894 | Time: 9182.57 ms [2021-05-19 06:53:11 main:574] : INFO : Epoch 1596 | loss: 0.0309355 | val_loss: 0.0312937 | Time: 9220.3 ms [2021-05-19 06:53:20 main:574] : INFO : Epoch 1597 | loss: 0.0309375 | val_loss: 0.031281 | Time: 9212.89 ms [2021-05-19 06:53:29 main:574] : INFO : Epoch 1598 | loss: 0.0309383 | val_loss: 0.0312851 | Time: 9228.03 ms [2021-05-19 06:53:38 main:574] : INFO : Epoch 1599 | loss: 0.0309408 | val_loss: 0.031295 | Time: 9220.86 ms [2021-05-19 06:53:48 main:574] : INFO : Epoch 1600 | loss: 0.0309346 | val_loss: 0.0313012 | Time: 9260.51 ms [2021-05-19 06:53:57 main:574] : INFO : Epoch 1601 | loss: 0.0309318 | val_loss: 0.0313143 | Time: 9221.48 ms [2021-05-19 06:54:06 main:574] : INFO : Epoch 1602 | loss: 0.0309426 | val_loss: 0.0313188 | Time: 9336.82 ms [2021-05-19 06:54:16 main:574] : INFO : Epoch 1603 | loss: 0.0309481 | val_loss: 0.0312821 | Time: 9243.66 ms [2021-05-19 06:54:25 main:574] : INFO : Epoch 1604 | loss: 0.0309329 | val_loss: 0.0312872 | Time: 9292.93 ms [2021-05-19 06:54:34 main:574] : INFO : Epoch 1605 | loss: 0.0309302 | val_loss: 0.0312908 | Time: 9228.39 ms [2021-05-19 06:54:43 main:574] : INFO : Epoch 1606 | loss: 0.0309303 | val_loss: 0.0313016 | Time: 9229.88 ms [2021-05-19 06:54:53 main:574] : INFO : Epoch 1607 | loss: 0.030931 | val_loss: 0.0313358 | Time: 9238.85 ms [2021-05-19 06:55:02 main:574] : INFO : Epoch 1608 | loss: 0.0309384 | val_loss: 0.0313166 | Time: 9232.57 ms [2021-05-19 06:55:11 main:574] : INFO : Epoch 1609 | loss: 0.0309375 | val_loss: 0.031305 | Time: 9246.57 ms [2021-05-19 06:55:20 main:574] : INFO : Epoch 1610 | loss: 0.0309396 | val_loss: 0.0313084 | Time: 9237.47 ms [2021-05-19 06:55:30 main:574] : INFO : Epoch 1611 | loss: 0.0309394 | val_loss: 0.0313045 | Time: 9276.29 ms [2021-05-19 06:55:39 main:574] : INFO : Epoch 1612 | loss: 0.0309382 | val_loss: 0.0313002 | Time: 9248.15 ms [2021-05-19 06:55:48 main:574] : INFO : Epoch 1613 | loss: 0.0309431 | val_loss: 0.0312496 | Time: 9263.99 ms [2021-05-19 06:55:57 main:574] : INFO : Epoch 1614 | loss: 0.0309435 | val_loss: 0.0312615 | Time: 9277.56 ms [2021-05-19 06:56:07 main:574] : INFO : Epoch 1615 | loss: 0.0309584 | val_loss: 0.0313194 | Time: 9288.82 ms [2021-05-19 06:56:16 main:574] : INFO : Epoch 1616 | loss: 0.0309352 | val_loss: 0.0313093 | Time: 9245.05 ms [2021-05-19 06:56:25 main:574] : INFO : Epoch 1617 | loss: 0.0309281 | val_loss: 0.0313204 | Time: 9252.97 ms [2021-05-19 06:56:35 main:574] : INFO : Epoch 1618 | loss: 0.0309284 | val_loss: 0.0312993 | Time: 9252.43 ms [2021-05-19 06:56:44 main:574] : INFO : Epoch 1619 | loss: 0.0309436 | val_loss: 0.0313125 | Time: 9224.28 ms [2021-05-19 06:56:53 main:574] : INFO : Epoch 1620 | loss: 0.0309356 | val_loss: 0.0312946 | Time: 9546.91 ms [2021-05-19 06:57:03 main:574] : INFO : Epoch 1621 | loss: 0.0309384 | val_loss: 0.0313188 | Time: 9802.75 ms [2021-05-19 06:57:13 main:574] : INFO : Epoch 1622 | loss: 0.0309364 | val_loss: 0.0313117 | Time: 9743.22 ms [2021-05-19 06:57:23 main:574] : INFO : Epoch 1623 | loss: 0.0309411 | val_loss: 0.0312943 | Time: 9891.26 ms [2021-05-19 06:57:33 main:574] : INFO : Epoch 1624 | loss: 0.0309393 | val_loss: 0.0312733 | Time: 9775.01 ms [2021-05-19 06:57:42 main:574] : INFO : Epoch 1625 | loss: 0.030952 | val_loss: 0.0313112 | Time: 9796.59 ms [2021-05-19 06:57:52 main:574] : INFO : Epoch 1626 | loss: 0.030946 | val_loss: 0.031284 | Time: 9875.38 ms [2021-05-19 06:58:02 main:574] : INFO : Epoch 1627 | loss: 0.0309446 | val_loss: 0.0312715 | Time: 9762.98 ms [2021-05-19 06:58:12 main:574] : INFO : Epoch 1628 | loss: 0.0309287 | val_loss: 0.0312768 | Time: 9526.43 ms [2021-05-19 06:58:21 main:574] : INFO : Epoch 1629 | loss: 0.0309437 | val_loss: 0.0313113 | Time: 9294.67 ms [2021-05-19 06:58:30 main:574] : INFO : Epoch 1630 | loss: 0.0309351 | val_loss: 0.0312831 | Time: 9388.85 ms [2021-05-19 06:58:40 main:574] : INFO : Epoch 1631 | loss: 0.0309338 | val_loss: 0.0313038 | Time: 9604.57 ms [2021-05-19 06:58:49 main:574] : INFO : Epoch 1632 | loss: 0.0309471 | val_loss: 0.0312921 | Time: 9404.35 ms [2021-05-19 06:58:59 main:574] : INFO : Epoch 1633 | loss: 0.0309492 | val_loss: 0.0313087 | Time: 9399.88 ms [2021-05-19 06:59:08 main:574] : INFO : Epoch 1634 | loss: 0.0309399 | val_loss: 0.031296 | Time: 9580.07 ms [2021-05-19 06:59:18 main:574] : INFO : Epoch 1635 | loss: 0.0309475 | val_loss: 0.0312754 | Time: 9524.21 ms [2021-05-19 06:59:27 main:574] : INFO : Epoch 1636 | loss: 0.0309353 | val_loss: 0.0313138 | Time: 9407.81 ms [2021-05-19 06:59:37 main:574] : INFO : Epoch 1637 | loss: 0.030928 | val_loss: 0.0312981 | Time: 9465.05 ms [2021-05-19 06:59:46 main:574] : INFO : Epoch 1638 | loss: 0.0309333 | val_loss: 0.0312866 | Time: 9375.78 ms [2021-05-19 06:59:56 main:574] : INFO : Epoch 1639 | loss: 0.0309402 | val_loss: 0.0312966 | Time: 9382.71 ms [2021-05-19 07:00:05 main:574] : INFO : Epoch 1640 | loss: 0.0309299 | val_loss: 0.0313035 | Time: 9361.33 ms [2021-05-19 07:00:14 main:574] : INFO : Epoch 1641 | loss: 0.0309349 | val_loss: 0.0313025 | Time: 9396.5 ms [2021-05-19 07:00:24 main:574] : INFO : Epoch 1642 | loss: 0.0309294 | val_loss: 0.0312929 | Time: 9420.51 ms [2021-05-19 07:00:33 main:574] : INFO : Epoch 1643 | loss: 0.0309344 | val_loss: 0.0312944 | Time: 9393.55 ms [2021-05-19 07:00:43 main:574] : INFO : Epoch 1644 | loss: 0.0309277 | val_loss: 0.0313091 | Time: 9404.43 ms [2021-05-19 07:00:52 main:574] : INFO : Epoch 1645 | loss: 0.0309354 | val_loss: 0.0312883 | Time: 9427.41 ms [2021-05-19 07:01:02 main:574] : INFO : Epoch 1646 | loss: 0.0309349 | val_loss: 0.03129 | Time: 9379.67 ms [2021-05-19 07:01:11 main:574] : INFO : Epoch 1647 | loss: 0.0309413 | val_loss: 0.0312621 | Time: 9356.07 ms [2021-05-19 07:01:20 main:574] : INFO : Epoch 1648 | loss: 0.0309456 | val_loss: 0.0312934 | Time: 9398.43 ms [2021-05-19 07:01:30 main:574] : INFO : Epoch 1649 | loss: 0.0309371 | val_loss: 0.0313069 | Time: 9463.78 ms [2021-05-19 07:01:39 main:574] : INFO : Epoch 1650 | loss: 0.0309319 | val_loss: 0.0312924 | Time: 9423.36 ms [2021-05-19 07:01:49 main:574] : INFO : Epoch 1651 | loss: 0.0309366 | val_loss: 0.031316 | Time: 9657.06 ms [2021-05-19 07:01:58 main:574] : INFO : Epoch 1652 | loss: 0.0309411 | val_loss: 0.0312507 | Time: 9448.85 ms [2021-05-19 07:02:08 main:574] : INFO : Epoch 1653 | loss: 0.0309534 | val_loss: 0.0312866 | Time: 9408.22 ms [2021-05-19 07:02:17 main:574] : INFO : Epoch 1654 | loss: 0.0309496 | val_loss: 0.0313135 | Time: 9435.5 ms [2021-05-19 07:02:27 main:574] : INFO : Epoch 1655 | loss: 0.0309407 | val_loss: 0.0312648 | Time: 9404.25 ms [2021-05-19 07:02:36 main:574] : INFO : Epoch 1656 | loss: 0.0309393 | val_loss: 0.0313058 | Time: 9504.7 ms [2021-05-19 07:02:46 main:574] : INFO : Epoch 1657 | loss: 0.0309336 | val_loss: 0.0313097 | Time: 9487.06 ms [2021-05-19 07:02:55 main:574] : INFO : Epoch 1658 | loss: 0.0309472 | val_loss: 0.0312707 | Time: 9358.85 ms [2021-05-19 07:03:05 main:574] : INFO : Epoch 1659 | loss: 0.0309418 | val_loss: 0.0312791 | Time: 9382.87 ms [2021-05-19 07:03:14 main:574] : INFO : Epoch 1660 | loss: 0.0309358 | val_loss: 0.031295 | Time: 9431.52 ms [2021-05-19 07:03:23 main:574] : INFO : Epoch 1661 | loss: 0.0309314 | val_loss: 0.0313012 | Time: 9420.57 ms [2021-05-19 07:03:33 main:574] : INFO : Epoch 1662 | loss: 0.0309345 | val_loss: 0.0312839 | Time: 9382.7 ms [2021-05-19 07:03:42 main:574] : INFO : Epoch 1663 | loss: 0.030932 | val_loss: 0.0312795 | Time: 9347.37 ms [2021-05-19 07:03:51 main:574] : INFO : Epoch 1664 | loss: 0.0309375 | val_loss: 0.0312962 | Time: 9360.47 ms [2021-05-19 07:04:01 main:574] : INFO : Epoch 1665 | loss: 0.0309248 | val_loss: 0.0313273 | Time: 9363.48 ms [2021-05-19 07:04:10 main:574] : INFO : Epoch 1666 | loss: 0.0309382 | val_loss: 0.0312889 | Time: 9387.35 ms [2021-05-19 07:04:20 main:574] : INFO : Epoch 1667 | loss: 0.0309363 | val_loss: 0.031297 | Time: 9606.5 ms [2021-05-19 07:04:29 main:574] : INFO : Epoch 1668 | loss: 0.0309322 | val_loss: 0.031303 | Time: 9465.48 ms [2021-05-19 07:04:39 main:574] : INFO : Epoch 1669 | loss: 0.0309372 | val_loss: 0.0313401 | Time: 9400.72 ms [2021-05-19 07:04:48 main:574] : INFO : Epoch 1670 | loss: 0.0309578 | val_loss: 0.0312644 | Time: 9414.17 ms [2021-05-19 07:04:58 main:574] : INFO : Epoch 1671 | loss: 0.0309406 | val_loss: 0.0312803 | Time: 9463.19 ms [2021-05-19 07:05:07 main:574] : INFO : Epoch 1672 | loss: 0.0309342 | val_loss: 0.0312669 | Time: 9405.91 ms [2021-05-19 07:05:17 main:574] : INFO : Epoch 1673 | loss: 0.0309346 | val_loss: 0.0312974 | Time: 9446.59 ms [2021-05-19 07:05:26 main:574] : INFO : Epoch 1674 | loss: 0.0309353 | val_loss: 0.0312944 | Time: 9395.78 ms [2021-05-19 07:05:35 main:574] : INFO : Epoch 1675 | loss: 0.0309362 | val_loss: 0.0312959 | Time: 9177.16 ms [2021-05-19 07:05:44 main:574] : INFO : Epoch 1676 | loss: 0.0309484 | val_loss: 0.0312447 | Time: 9192.06 ms [2021-05-19 07:05:54 main:574] : INFO : Epoch 1677 | loss: 0.0309426 | val_loss: 0.0313038 | Time: 9177.93 ms [2021-05-19 07:06:03 main:574] : INFO : Epoch 1678 | loss: 0.0309306 | val_loss: 0.0312804 | Time: 9260.96 ms [2021-05-19 07:06:12 main:574] : INFO : Epoch 1679 | loss: 0.0309317 | val_loss: 0.0313127 | Time: 9280.68 ms [2021-05-19 07:06:21 main:574] : INFO : Epoch 1680 | loss: 0.0309357 | val_loss: 0.0313052 | Time: 9237.79 ms [2021-05-19 07:06:31 main:574] : INFO : Epoch 1681 | loss: 0.0309421 | val_loss: 0.0312585 | Time: 9209.95 ms [2021-05-19 07:06:40 main:574] : INFO : Epoch 1682 | loss: 0.0309405 | val_loss: 0.0312965 | Time: 9255.6 ms [2021-05-19 07:06:49 main:574] : INFO : Epoch 1683 | loss: 0.0309329 | val_loss: 0.0312741 | Time: 9237.64 ms [2021-05-19 07:06:59 main:574] : INFO : Epoch 1684 | loss: 0.0309404 | val_loss: 0.0312792 | Time: 9373.62 ms [2021-05-19 07:07:08 main:574] : INFO : Epoch 1685 | loss: 0.0309472 | val_loss: 0.0312412 | Time: 9235.32 ms [2021-05-19 07:07:17 main:574] : INFO : Epoch 1686 | loss: 0.0309644 | val_loss: 0.0312716 | Time: 9286.78 ms [2021-05-19 07:07:26 main:574] : INFO : Epoch 1687 | loss: 0.0309433 | val_loss: 0.0312869 | Time: 9243.71 ms [2021-05-19 07:07:36 main:574] : INFO : Epoch 1688 | loss: 0.0309364 | val_loss: 0.0312781 | Time: 9295.84 ms [2021-05-19 07:07:45 main:574] : INFO : Epoch 1689 | loss: 0.0309546 | val_loss: 0.0312856 | Time: 9263.97 ms [2021-05-19 07:07:54 main:574] : INFO : Epoch 1690 | loss: 0.0309433 | val_loss: 0.0313028 | Time: 9249.19 ms [2021-05-19 07:08:04 main:574] : INFO : Epoch 1691 | loss: 0.0309477 | val_loss: 0.0312957 | Time: 9227.82 ms [2021-05-19 07:08:13 main:574] : INFO : Epoch 1692 | loss: 0.030935 | val_loss: 0.0313003 | Time: 9218.77 ms [2021-05-19 07:08:22 main:574] : INFO : Epoch 1693 | loss: 0.030931 | val_loss: 0.0312979 | Time: 9245.31 ms [2021-05-19 07:08:31 main:574] : INFO : Epoch 1694 | loss: 0.0309337 | val_loss: 0.0312956 | Time: 9302.31 ms [2021-05-19 07:08:41 main:574] : INFO : Epoch 1695 | loss: 0.0309366 | val_loss: 0.0312985 | Time: 9291.78 ms [2021-05-19 07:08:50 main:574] : INFO : Epoch 1696 | loss: 0.0309329 | val_loss: 0.0312999 | Time: 9287.43 ms [2021-05-19 07:08:59 main:574] : INFO : Epoch 1697 | loss: 0.0309361 | val_loss: 0.0313025 | Time: 9203.69 ms [2021-05-19 07:09:08 main:574] : INFO : Epoch 1698 | loss: 0.0309357 | val_loss: 0.0313171 | Time: 9266.32 ms [2021-05-19 07:09:18 main:574] : INFO : Epoch 1699 | loss: 0.0309365 | val_loss: 0.0313053 | Time: 9440.57 ms [2021-05-19 07:09:27 main:574] : INFO : Epoch 1700 | loss: 0.0309377 | val_loss: 0.0312862 | Time: 9288.59 ms [2021-05-19 07:09:36 main:574] : INFO : Epoch 1701 | loss: 0.0309457 | val_loss: 0.0313005 | Time: 9222.14 ms [2021-05-19 07:09:46 main:574] : INFO : Epoch 1702 | loss: 0.0309506 | val_loss: 0.0312655 | Time: 9282.98 ms [2021-05-19 07:09:55 main:574] : INFO : Epoch 1703 | loss: 0.0309354 | val_loss: 0.0313089 | Time: 9267.22 ms [2021-05-19 07:10:04 main:574] : INFO : Epoch 1704 | loss: 0.0309323 | val_loss: 0.0312954 | Time: 9293.82 ms [2021-05-19 07:10:14 main:574] : INFO : Epoch 1705 | loss: 0.0309293 | val_loss: 0.0313044 | Time: 9282.27 ms [2021-05-19 07:10:23 main:574] : INFO : Epoch 1706 | loss: 0.0309389 | val_loss: 0.0313241 | Time: 9251.9 ms [2021-05-19 07:10:32 main:574] : INFO : Epoch 1707 | loss: 0.030946 | val_loss: 0.0312843 | Time: 9264.8 ms [2021-05-19 07:10:42 main:574] : INFO : Epoch 1708 | loss: 0.0309462 | val_loss: 0.0312906 | Time: 9385.02 ms [2021-05-19 07:10:51 main:574] : INFO : Epoch 1709 | loss: 0.0309414 | val_loss: 0.0313317 | Time: 9265.71 ms [2021-05-19 07:11:00 main:574] : INFO : Epoch 1710 | loss: 0.0309467 | val_loss: 0.0313129 | Time: 9268.2 ms [2021-05-19 07:11:09 main:574] : INFO : Epoch 1711 | loss: 0.0309493 | val_loss: 0.0312873 | Time: 9247.86 ms [2021-05-19 07:11:19 main:574] : INFO : Epoch 1712 | loss: 0.030936 | val_loss: 0.0312857 | Time: 9271.46 ms [2021-05-19 07:11:28 main:574] : INFO : Epoch 1713 | loss: 0.0309325 | val_loss: 0.0312656 | Time: 9270.31 ms [2021-05-19 07:11:37 main:574] : INFO : Epoch 1714 | loss: 0.0309308 | val_loss: 0.031333 | Time: 9305.8 ms [2021-05-19 07:11:47 main:574] : INFO : Epoch 1715 | loss: 0.0309301 | val_loss: 0.0313216 | Time: 9257.7 ms [2021-05-19 07:11:56 main:574] : INFO : Epoch 1716 | loss: 0.0309414 | val_loss: 0.0312932 | Time: 9244.7 ms [2021-05-19 07:12:05 main:574] : INFO : Epoch 1717 | loss: 0.0309359 | val_loss: 0.0313028 | Time: 9252.94 ms [2021-05-19 07:12:14 main:574] : INFO : Epoch 1718 | loss: 0.0309269 | val_loss: 0.0313087 | Time: 9252.72 ms [2021-05-19 07:12:24 main:574] : INFO : Epoch 1719 | loss: 0.0309226 | val_loss: 0.0312993 | Time: 9224.97 ms [2021-05-19 07:12:33 main:574] : INFO : Epoch 1720 | loss: 0.0309228 | val_loss: 0.0313197 | Time: 9264.51 ms [2021-05-19 07:12:42 main:574] : INFO : Epoch 1721 | loss: 0.0309363 | val_loss: 0.0313204 | Time: 9256.33 ms [2021-05-19 07:12:52 main:574] : INFO : Epoch 1722 | loss: 0.0309265 | val_loss: 0.0313113 | Time: 9304.52 ms [2021-05-19 07:13:01 main:574] : INFO : Epoch 1723 | loss: 0.0309286 | val_loss: 0.0313238 | Time: 9193.45 ms [2021-05-19 07:13:10 main:574] : INFO : Epoch 1724 | loss: 0.0309339 | val_loss: 0.0312985 | Time: 9254.54 ms [2021-05-19 07:13:19 main:574] : INFO : Epoch 1725 | loss: 0.0309305 | val_loss: 0.0312906 | Time: 9345.84 ms [2021-05-19 07:13:29 main:574] : INFO : Epoch 1726 | loss: 0.0309413 | val_loss: 0.0313012 | Time: 9260.99 ms [2021-05-19 07:13:38 main:574] : INFO : Epoch 1727 | loss: 0.0309431 | val_loss: 0.0312731 | Time: 9278.64 ms [2021-05-19 07:13:47 main:574] : INFO : Epoch 1728 | loss: 0.0309479 | val_loss: 0.0313058 | Time: 9266.89 ms [2021-05-19 07:13:56 main:574] : INFO : Epoch 1729 | loss: 0.0309392 | val_loss: 0.0313084 | Time: 9206.75 ms [2021-05-19 07:14:06 main:574] : INFO : Epoch 1730 | loss: 0.0309327 | val_loss: 0.031293 | Time: 9314.93 ms [2021-05-19 07:14:15 main:574] : INFO : Epoch 1731 | loss: 0.0309444 | val_loss: 0.0312839 | Time: 9240.66 ms [2021-05-19 07:14:24 main:574] : INFO : Epoch 1732 | loss: 0.0309473 | val_loss: 0.0312871 | Time: 9249.85 ms [2021-05-19 07:14:34 main:574] : INFO : Epoch 1733 | loss: 0.030945 | val_loss: 0.0312712 | Time: 9337.85 ms [2021-05-19 07:14:43 main:574] : INFO : Epoch 1734 | loss: 0.0309453 | val_loss: 0.0313372 | Time: 9228.36 ms [2021-05-19 07:14:52 main:574] : INFO : Epoch 1735 | loss: 0.0309369 | val_loss: 0.0313101 | Time: 9262.66 ms [2021-05-19 07:15:01 main:574] : INFO : Epoch 1736 | loss: 0.0309357 | val_loss: 0.0312964 | Time: 9241.67 ms [2021-05-19 07:15:11 main:574] : INFO : Epoch 1737 | loss: 0.0309407 | val_loss: 0.0312898 | Time: 9205.77 ms [2021-05-19 07:15:20 main:574] : INFO : Epoch 1738 | loss: 0.0309365 | val_loss: 0.0312704 | Time: 9289.36 ms [2021-05-19 07:15:29 main:574] : INFO : Epoch 1739 | loss: 0.0309359 | val_loss: 0.0312799 | Time: 9228.1 ms [2021-05-19 07:15:39 main:574] : INFO : Epoch 1740 | loss: 0.0309344 | val_loss: 0.0312731 | Time: 9342.64 ms [2021-05-19 07:15:48 main:574] : INFO : Epoch 1741 | loss: 0.030937 | val_loss: 0.0312942 | Time: 9248.12 ms [2021-05-19 07:15:57 main:574] : INFO : Epoch 1742 | loss: 0.0309317 | val_loss: 0.0313023 | Time: 9226.3 ms [2021-05-19 07:16:07 main:574] : INFO : Epoch 1743 | loss: 0.0309394 | val_loss: 0.0312896 | Time: 9337.26 ms [2021-05-19 07:16:16 main:574] : INFO : Epoch 1744 | loss: 0.030938 | val_loss: 0.031279 | Time: 9180.79 ms [2021-05-19 07:16:25 main:574] : INFO : Epoch 1745 | loss: 0.0309424 | val_loss: 0.0313012 | Time: 9384.72 ms [2021-05-19 07:16:35 main:574] : INFO : Epoch 1746 | loss: 0.0309482 | val_loss: 0.0313165 | Time: 9565.88 ms [2021-05-19 07:16:44 main:574] : INFO : Epoch 1747 | loss: 0.0309453 | val_loss: 0.0312829 | Time: 9489.28 ms [2021-05-19 07:16:54 main:574] : INFO : Epoch 1748 | loss: 0.0309354 | val_loss: 0.0313154 | Time: 9532.1 ms [2021-05-19 07:17:03 main:574] : INFO : Epoch 1749 | loss: 0.0309409 | val_loss: 0.0313063 | Time: 9644.73 ms [2021-05-19 07:17:13 main:574] : INFO : Epoch 1750 | loss: 0.0309422 | val_loss: 0.0312625 | Time: 9393.74 ms [2021-05-19 07:17:22 main:574] : INFO : Epoch 1751 | loss: 0.0309475 | val_loss: 0.0313034 | Time: 9244.73 ms [2021-05-19 07:17:31 main:574] : INFO : Epoch 1752 | loss: 0.0309442 | val_loss: 0.0313099 | Time: 9213.51 ms [2021-05-19 07:17:41 main:574] : INFO : Epoch 1753 | loss: 0.0309303 | val_loss: 0.0313208 | Time: 9288.97 ms [2021-05-19 07:17:50 main:574] : INFO : Epoch 1754 | loss: 0.0309432 | val_loss: 0.0312549 | Time: 9215.9 ms [2021-05-19 07:17:59 main:574] : INFO : Epoch 1755 | loss: 0.0309563 | val_loss: 0.0313278 | Time: 9247.6 ms [2021-05-19 07:18:08 main:574] : INFO : Epoch 1756 | loss: 0.03093 | val_loss: 0.0313279 | Time: 9248.46 ms [2021-05-19 07:18:18 main:574] : INFO : Epoch 1757 | loss: 0.030934 | val_loss: 0.0312984 | Time: 9261.52 ms [2021-05-19 07:18:27 main:574] : INFO : Epoch 1758 | loss: 0.0309302 | val_loss: 0.0312979 | Time: 9337.9 ms [2021-05-19 07:18:36 main:574] : INFO : Epoch 1759 | loss: 0.0309326 | val_loss: 0.0312879 | Time: 9236.78 ms [2021-05-19 07:18:45 main:574] : INFO : Epoch 1760 | loss: 0.0309384 | val_loss: 0.0312796 | Time: 9199.97 ms [2021-05-19 07:18:55 main:574] : INFO : Epoch 1761 | loss: 0.0309417 | val_loss: 0.0313047 | Time: 9324.78 ms [2021-05-19 07:19:04 main:574] : INFO : Epoch 1762 | loss: 0.0309239 | val_loss: 0.0313107 | Time: 9192.9 ms [2021-05-19 07:19:13 main:574] : INFO : Epoch 1763 | loss: 0.0309291 | val_loss: 0.0313052 | Time: 9311.74 ms [2021-05-19 07:19:23 main:574] : INFO : Epoch 1764 | loss: 0.0309315 | val_loss: 0.0313093 | Time: 9485.07 ms [2021-05-19 07:19:32 main:574] : INFO : Epoch 1765 | loss: 0.0309353 | val_loss: 0.0313208 | Time: 9258.35 ms [2021-05-19 07:19:42 main:574] : INFO : Epoch 1766 | loss: 0.030934 | val_loss: 0.031285 | Time: 9483.36 ms [2021-05-19 07:19:51 main:574] : INFO : Epoch 1767 | loss: 0.0309342 | val_loss: 0.0312831 | Time: 9351.56 ms [2021-05-19 07:20:00 main:574] : INFO : Epoch 1768 | loss: 0.0309359 | val_loss: 0.0313267 | Time: 9275.03 ms [2021-05-19 07:20:10 main:574] : INFO : Epoch 1769 | loss: 0.0309337 | val_loss: 0.0312811 | Time: 9323.2 ms [2021-05-19 07:20:19 main:574] : INFO : Epoch 1770 | loss: 0.0309395 | val_loss: 0.0312814 | Time: 9277.01 ms [2021-05-19 07:20:28 main:574] : INFO : Epoch 1771 | loss: 0.0309382 | val_loss: 0.0313261 | Time: 9258.49 ms [2021-05-19 07:20:37 main:574] : INFO : Epoch 1772 | loss: 0.0309352 | val_loss: 0.031298 | Time: 9277.53 ms [2021-05-19 07:20:47 main:574] : INFO : Epoch 1773 | loss: 0.0309332 | val_loss: 0.031313 | Time: 9310.36 ms [2021-05-19 07:20:56 main:574] : INFO : Epoch 1774 | loss: 0.0309418 | val_loss: 0.031292 | Time: 9415.92 ms [2021-05-19 07:21:05 main:574] : INFO : Epoch 1775 | loss: 0.0309315 | val_loss: 0.0312925 | Time: 9273.02 ms [2021-05-19 07:21:15 main:574] : INFO : Epoch 1776 | loss: 0.0309302 | val_loss: 0.0313032 | Time: 9245.06 ms [2021-05-19 07:21:24 main:574] : INFO : Epoch 1777 | loss: 0.030932 | val_loss: 0.0313176 | Time: 9270.28 ms [2021-05-19 07:21:33 main:574] : INFO : Epoch 1778 | loss: 0.0309297 | val_loss: 0.0313096 | Time: 9266.69 ms [2021-05-19 07:21:43 main:574] : INFO : Epoch 1779 | loss: 0.0309679 | val_loss: 0.0312479 | Time: 9257.44 ms [2021-05-19 07:21:52 main:574] : INFO : Epoch 1780 | loss: 0.0309619 | val_loss: 0.0312902 | Time: 9250.78 ms [2021-05-19 07:22:01 main:574] : INFO : Epoch 1781 | loss: 0.030937 | val_loss: 0.0312929 | Time: 9324.23 ms [2021-05-19 07:22:10 main:574] : INFO : Epoch 1782 | loss: 0.0309347 | val_loss: 0.0312874 | Time: 9260.35 ms [2021-05-19 07:22:20 main:574] : INFO : Epoch 1783 | loss: 0.0309334 | val_loss: 0.0313057 | Time: 9245.81 ms [2021-05-19 07:22:29 main:574] : INFO : Epoch 1784 | loss: 0.030933 | val_loss: 0.0312834 | Time: 9245.51 ms [2021-05-19 07:22:38 main:574] : INFO : Epoch 1785 | loss: 0.0309298 | val_loss: 0.0313044 | Time: 9253.62 ms [2021-05-19 07:22:47 main:574] : INFO : Epoch 1786 | loss: 0.0309326 | val_loss: 0.0313107 | Time: 9231.58 ms [2021-05-19 07:22:57 main:574] : INFO : Epoch 1787 | loss: 0.0309317 | val_loss: 0.0313154 | Time: 9211.29 ms [2021-05-19 07:23:06 main:574] : INFO : Epoch 1788 | loss: 0.0309391 | val_loss: 0.0312806 | Time: 9299.61 ms [2021-05-19 07:23:15 main:574] : INFO : Epoch 1789 | loss: 0.0309352 | val_loss: 0.0312932 | Time: 9235.68 ms [2021-05-19 07:23:25 main:574] : INFO : Epoch 1790 | loss: 0.0309296 | val_loss: 0.0313008 | Time: 9206.62 ms [2021-05-19 07:23:34 main:574] : INFO : Epoch 1791 | loss: 0.030934 | val_loss: 0.0312921 | Time: 9268.13 ms [2021-05-19 07:23:43 main:574] : INFO : Epoch 1792 | loss: 0.030936 | val_loss: 0.0313146 | Time: 9360.42 ms [2021-05-19 07:23:52 main:574] : INFO : Epoch 1793 | loss: 0.0309399 | val_loss: 0.0313062 | Time: 9229.35 ms [2021-05-19 07:24:02 main:574] : INFO : Epoch 1794 | loss: 0.0309353 | val_loss: 0.0312726 | Time: 9240.67 ms [2021-05-19 07:24:11 main:574] : INFO : Epoch 1795 | loss: 0.0309325 | val_loss: 0.0312736 | Time: 9476.58 ms [2021-05-19 07:24:20 main:574] : INFO : Epoch 1796 | loss: 0.0309381 | val_loss: 0.0312746 | Time: 9280.82 ms [2021-05-19 07:24:30 main:574] : INFO : Epoch 1797 | loss: 0.0309354 | val_loss: 0.0312555 | Time: 9333.99 ms [2021-05-19 07:24:39 main:574] : INFO : Epoch 1798 | loss: 0.0309399 | val_loss: 0.0312924 | Time: 9378.24 ms [2021-05-19 07:24:49 main:574] : INFO : Epoch 1799 | loss: 0.0309387 | val_loss: 0.0313041 | Time: 9316.79 ms [2021-05-19 07:24:58 main:574] : INFO : Epoch 1800 | loss: 0.030938 | val_loss: 0.0312694 | Time: 9356.88 ms [2021-05-19 07:25:07 main:574] : INFO : Epoch 1801 | loss: 0.0309405 | val_loss: 0.031274 | Time: 9401.02 ms [2021-05-19 07:25:17 main:574] : INFO : Epoch 1802 | loss: 0.0309412 | val_loss: 0.0312961 | Time: 9368.26 ms [2021-05-19 07:25:26 main:574] : INFO : Epoch 1803 | loss: 0.0309407 | val_loss: 0.0312882 | Time: 9327.26 ms [2021-05-19 07:25:35 main:574] : INFO : Epoch 1804 | loss: 0.0309459 | val_loss: 0.0313058 | Time: 9338.49 ms [2021-05-19 07:25:45 main:574] : INFO : Epoch 1805 | loss: 0.0309471 | val_loss: 0.0312961 | Time: 9365.96 ms [2021-05-19 07:25:54 main:574] : INFO : Epoch 1806 | loss: 0.0309398 | val_loss: 0.0312832 | Time: 9355.03 ms [2021-05-19 07:26:03 main:574] : INFO : Epoch 1807 | loss: 0.0309387 | val_loss: 0.0312985 | Time: 9362.38 ms [2021-05-19 07:26:13 main:574] : INFO : Epoch 1808 | loss: 0.0309963 | val_loss: 0.0312692 | Time: 9324.33 ms [2021-05-19 07:26:22 main:574] : INFO : Epoch 1809 | loss: 0.0310131 | val_loss: 0.0312827 | Time: 9350.4 ms [2021-05-19 07:26:32 main:574] : INFO : Epoch 1810 | loss: 0.0309626 | val_loss: 0.0313129 | Time: 9344.63 ms [2021-05-19 07:26:41 main:574] : INFO : Epoch 1811 | loss: 0.0309341 | val_loss: 0.031299 | Time: 9377.3 ms [2021-05-19 07:26:50 main:574] : INFO : Epoch 1812 | loss: 0.0309337 | val_loss: 0.0313142 | Time: 9403.45 ms [2021-05-19 07:27:00 main:574] : INFO : Epoch 1813 | loss: 0.0309373 | val_loss: 0.0313277 | Time: 9323.18 ms [2021-05-19 07:27:09 main:574] : INFO : Epoch 1814 | loss: 0.0309348 | val_loss: 0.031303 | Time: 9352.79 ms [2021-05-19 07:27:19 main:574] : INFO : Epoch 1815 | loss: 0.0309392 | val_loss: 0.0312907 | Time: 9480.08 ms [2021-05-19 07:27:28 main:574] : INFO : Epoch 1816 | loss: 0.0309416 | val_loss: 0.0312809 | Time: 9599.97 ms [2021-05-19 07:27:37 main:574] : INFO : Epoch 1817 | loss: 0.0309359 | val_loss: 0.0313104 | Time: 9287.02 ms [2021-05-19 07:27:47 main:574] : INFO : Epoch 1818 | loss: 0.0309369 | val_loss: 0.0313068 | Time: 9278.35 ms [2021-05-19 07:27:56 main:574] : INFO : Epoch 1819 | loss: 0.0309392 | val_loss: 0.0312809 | Time: 9189.89 ms [2021-05-19 07:28:05 main:574] : INFO : Epoch 1820 | loss: 0.0309539 | val_loss: 0.0312732 | Time: 9235.19 ms [2021-05-19 07:28:15 main:574] : INFO : Epoch 1821 | loss: 0.0309354 | val_loss: 0.0312817 | Time: 9194.99 ms [2021-05-19 07:28:24 main:574] : INFO : Epoch 1822 | loss: 0.0309355 | val_loss: 0.0312819 | Time: 9235.13 ms [2021-05-19 07:28:33 main:574] : INFO : Epoch 1823 | loss: 0.0309456 | val_loss: 0.0313124 | Time: 9180.34 ms [2021-05-19 07:28:42 main:574] : INFO : Epoch 1824 | loss: 0.0309294 | val_loss: 0.0313103 | Time: 9248.39 ms [2021-05-19 07:28:51 main:574] : INFO : Epoch 1825 | loss: 0.0309443 | val_loss: 0.0313234 | Time: 9187.25 ms [2021-05-19 07:29:01 main:574] : INFO : Epoch 1826 | loss: 0.0309341 | val_loss: 0.0312853 | Time: 9276.46 ms [2021-05-19 07:29:10 main:574] : INFO : Epoch 1827 | loss: 0.0309399 | val_loss: 0.0312923 | Time: 9285.04 ms [2021-05-19 07:29:19 main:574] : INFO : Epoch 1828 | loss: 0.0309426 | val_loss: 0.0312999 | Time: 9388.25 ms [2021-05-19 07:29:29 main:574] : INFO : Epoch 1829 | loss: 0.0309378 | val_loss: 0.0313102 | Time: 9182.78 ms [2021-05-19 07:29:38 main:574] : INFO : Epoch 1830 | loss: 0.0309316 | val_loss: 0.0312846 | Time: 9418.49 ms [2021-05-19 07:29:47 main:574] : INFO : Epoch 1831 | loss: 0.0309421 | val_loss: 0.031276 | Time: 9375.45 ms [2021-05-19 07:29:57 main:574] : INFO : Epoch 1832 | loss: 0.0309431 | val_loss: 0.0312591 | Time: 9326.89 ms [2021-05-19 07:30:06 main:574] : INFO : Epoch 1833 | loss: 0.0309512 | val_loss: 0.0312907 | Time: 9359.28 ms [2021-05-19 07:30:15 main:574] : INFO : Epoch 1834 | loss: 0.0309461 | val_loss: 0.0312993 | Time: 9242.05 ms [2021-05-19 07:30:25 main:574] : INFO : Epoch 1835 | loss: 0.0309393 | val_loss: 0.0312682 | Time: 9196.6 ms [2021-05-19 07:30:34 main:574] : INFO : Epoch 1836 | loss: 0.0309359 | val_loss: 0.0313113 | Time: 9210 ms [2021-05-19 07:30:43 main:574] : INFO : Epoch 1837 | loss: 0.030943 | val_loss: 0.0312991 | Time: 9259.93 ms [2021-05-19 07:30:52 main:574] : INFO : Epoch 1838 | loss: 0.0309463 | val_loss: 0.0312779 | Time: 9213.48 ms [2021-05-19 07:31:02 main:574] : INFO : Epoch 1839 | loss: 0.0309446 | val_loss: 0.0312901 | Time: 9254.66 ms [2021-05-19 07:31:11 main:574] : INFO : Epoch 1840 | loss: 0.0309382 | val_loss: 0.0312646 | Time: 9242.43 ms [2021-05-19 07:31:20 main:574] : INFO : Epoch 1841 | loss: 0.0309451 | val_loss: 0.0313311 | Time: 9240.62 ms [2021-05-19 07:31:29 main:574] : INFO : Epoch 1842 | loss: 0.0309309 | val_loss: 0.0312906 | Time: 9244.97 ms [2021-05-19 07:31:39 main:574] : INFO : Epoch 1843 | loss: 0.0309367 | val_loss: 0.0312731 | Time: 9210.9 ms [2021-05-19 07:31:48 main:574] : INFO : Epoch 1844 | loss: 0.030939 | val_loss: 0.0312677 | Time: 9232.13 ms [2021-05-19 07:31:57 main:574] : INFO : Epoch 1845 | loss: 0.0309312 | val_loss: 0.0312959 | Time: 9217.13 ms [2021-05-19 07:32:06 main:574] : INFO : Epoch 1846 | loss: 0.030942 | val_loss: 0.0313029 | Time: 9181.4 ms [2021-05-19 07:32:16 main:574] : INFO : Epoch 1847 | loss: 0.0309401 | val_loss: 0.0313127 | Time: 9247.84 ms [2021-05-19 07:32:25 main:574] : INFO : Epoch 1848 | loss: 0.0309368 | val_loss: 0.0312931 | Time: 9224.32 ms [2021-05-19 07:32:34 main:574] : INFO : Epoch 1849 | loss: 0.0309386 | val_loss: 0.0312815 | Time: 9192.37 ms [2021-05-19 07:32:43 main:574] : INFO : Epoch 1850 | loss: 0.0309335 | val_loss: 0.0312907 | Time: 9248.18 ms [2021-05-19 07:32:53 main:574] : INFO : Epoch 1851 | loss: 0.0309312 | val_loss: 0.0312921 | Time: 9271.48 ms [2021-05-19 07:33:02 main:574] : INFO : Epoch 1852 | loss: 0.0309462 | val_loss: 0.0313451 | Time: 9298.58 ms [2021-05-19 07:33:11 main:574] : INFO : Epoch 1853 | loss: 0.0309547 | val_loss: 0.0312859 | Time: 9253.01 ms [2021-05-19 07:33:21 main:574] : INFO : Epoch 1854 | loss: 0.0309385 | val_loss: 0.0312702 | Time: 9290.46 ms [2021-05-19 07:33:30 main:574] : INFO : Epoch 1855 | loss: 0.0309459 | val_loss: 0.0312843 | Time: 9198.24 ms [2021-05-19 07:33:39 main:574] : INFO : Epoch 1856 | loss: 0.0309323 | val_loss: 0.0312959 | Time: 9288.66 ms [2021-05-19 07:33:48 main:574] : INFO : Epoch 1857 | loss: 0.0309336 | val_loss: 0.0313404 | Time: 9221.99 ms [2021-05-19 07:33:58 main:574] : INFO : Epoch 1858 | loss: 0.0309361 | val_loss: 0.0313211 | Time: 9220.96 ms [2021-05-19 07:34:07 main:574] : INFO : Epoch 1859 | loss: 0.030951 | val_loss: 0.0312953 | Time: 9240.35 ms [2021-05-19 07:34:16 main:574] : INFO : Epoch 1860 | loss: 0.030934 | val_loss: 0.0313032 | Time: 9279.23 ms [2021-05-19 07:34:25 main:574] : INFO : Epoch 1861 | loss: 0.0309284 | val_loss: 0.0312768 | Time: 9226.49 ms [2021-05-19 07:34:35 main:574] : INFO : Epoch 1862 | loss: 0.0309268 | val_loss: 0.0313318 | Time: 9323.34 ms [2021-05-19 07:34:44 main:574] : INFO : Epoch 1863 | loss: 0.0309293 | val_loss: 0.031294 | Time: 9278.44 ms [2021-05-19 07:34:53 main:574] : INFO : Epoch 1864 | loss: 0.0309362 | val_loss: 0.0313138 | Time: 9218.45 ms [2021-05-19 07:35:02 main:574] : INFO : Epoch 1865 | loss: 0.0309336 | val_loss: 0.0313168 | Time: 9230.31 ms [2021-05-19 07:35:12 main:574] : INFO : Epoch 1866 | loss: 0.0309331 | val_loss: 0.0312881 | Time: 9290.42 ms [2021-05-19 07:35:21 main:574] : INFO : Epoch 1867 | loss: 0.0309319 | val_loss: 0.0313216 | Time: 9259.35 ms [2021-05-19 07:35:30 main:574] : INFO : Epoch 1868 | loss: 0.0309296 | val_loss: 0.0313473 | Time: 9244.86 ms [2021-05-19 07:35:39 main:574] : INFO : Epoch 1869 | loss: 0.0309301 | val_loss: 0.0313047 | Time: 9206.83 ms [2021-05-19 07:35:49 main:574] : INFO : Epoch 1870 | loss: 0.0309359 | val_loss: 0.0312655 | Time: 9205.76 ms [2021-05-19 07:35:58 main:574] : INFO : Epoch 1871 | loss: 0.0309415 | val_loss: 0.0313414 | Time: 9210.28 ms [2021-05-19 07:36:07 main:574] : INFO : Epoch 1872 | loss: 0.0309309 | val_loss: 0.0313061 | Time: 9265.52 ms [2021-05-19 07:36:16 main:574] : INFO : Epoch 1873 | loss: 0.0309323 | val_loss: 0.0312572 | Time: 9236.4 ms [2021-05-19 07:36:26 main:574] : INFO : Epoch 1874 | loss: 0.0309506 | val_loss: 0.031284 | Time: 9270.14 ms [2021-05-19 07:36:35 main:574] : INFO : Epoch 1875 | loss: 0.0309462 | val_loss: 0.0312812 | Time: 9239.48 ms [2021-05-19 07:36:44 main:574] : INFO : Epoch 1876 | loss: 0.0309503 | val_loss: 0.0312866 | Time: 9255.51 ms [2021-05-19 07:36:54 main:574] : INFO : Epoch 1877 | loss: 0.0309533 | val_loss: 0.0312902 | Time: 9216.05 ms [2021-05-19 07:37:03 main:574] : INFO : Epoch 1878 | loss: 0.0309435 | val_loss: 0.0312943 | Time: 9223.5 ms [2021-05-19 07:37:12 main:574] : INFO : Epoch 1879 | loss: 0.0309339 | val_loss: 0.0312917 | Time: 9275.39 ms [2021-05-19 07:37:21 main:574] : INFO : Epoch 1880 | loss: 0.0309303 | val_loss: 0.0312846 | Time: 9211.44 ms [2021-05-19 07:37:31 main:574] : INFO : Epoch 1881 | loss: 0.0309547 | val_loss: 0.0312623 | Time: 9322.66 ms [2021-05-19 07:37:40 main:574] : INFO : Epoch 1882 | loss: 0.0309802 | val_loss: 0.0312842 | Time: 9261.56 ms [2021-05-19 07:37:49 main:574] : INFO : Epoch 1883 | loss: 0.0309502 | val_loss: 0.0312931 | Time: 9283.11 ms [2021-05-19 07:37:58 main:574] : INFO : Epoch 1884 | loss: 0.0309432 | val_loss: 0.0313004 | Time: 9249.33 ms [2021-05-19 07:38:08 main:574] : INFO : Epoch 1885 | loss: 0.0309301 | val_loss: 0.0313146 | Time: 9288.37 ms [2021-05-19 07:38:17 main:574] : INFO : Epoch 1886 | loss: 0.0309271 | val_loss: 0.0312755 | Time: 9273.44 ms [2021-05-19 07:38:26 main:574] : INFO : Epoch 1887 | loss: 0.0309351 | val_loss: 0.0312688 | Time: 9238.03 ms [2021-05-19 07:38:36 main:574] : INFO : Epoch 1888 | loss: 0.0309346 | val_loss: 0.0313035 | Time: 9202.38 ms [2021-05-19 07:38:45 main:574] : INFO : Epoch 1889 | loss: 0.0309339 | val_loss: 0.0312963 | Time: 9243.93 ms [2021-05-19 07:38:54 main:574] : INFO : Epoch 1890 | loss: 0.0309385 | val_loss: 0.0312648 | Time: 9282.02 ms [2021-05-19 07:39:03 main:574] : INFO : Epoch 1891 | loss: 0.0309441 | val_loss: 0.0312606 | Time: 9345.91 ms [2021-05-19 07:39:13 main:574] : INFO : Epoch 1892 | loss: 0.0309529 | val_loss: 0.0313231 | Time: 9243.51 ms [2021-05-19 07:39:22 main:574] : INFO : Epoch 1893 | loss: 0.0309451 | val_loss: 0.0312769 | Time: 9407.11 ms [2021-05-19 07:39:31 main:574] : INFO : Epoch 1894 | loss: 0.0309353 | val_loss: 0.0312947 | Time: 9272.54 ms [2021-05-19 07:39:41 main:574] : INFO : Epoch 1895 | loss: 0.0309305 | val_loss: 0.0312883 | Time: 9256.47 ms [2021-05-19 07:39:50 main:574] : INFO : Epoch 1896 | loss: 0.0309508 | val_loss: 0.0312824 | Time: 9231.54 ms [2021-05-19 07:39:59 main:574] : INFO : Epoch 1897 | loss: 0.0309433 | val_loss: 0.0312862 | Time: 9220.8 ms [2021-05-19 07:40:09 main:574] : INFO : Epoch 1898 | loss: 0.0309307 | val_loss: 0.0313121 | Time: 9281.21 ms [2021-05-19 07:40:18 main:574] : INFO : Epoch 1899 | loss: 0.0309323 | val_loss: 0.0312981 | Time: 9269.94 ms [2021-05-19 07:40:27 main:574] : INFO : Epoch 1900 | loss: 0.0309345 | val_loss: 0.0312955 | Time: 9222.51 ms [2021-05-19 07:40:36 main:574] : INFO : Epoch 1901 | loss: 0.0309259 | val_loss: 0.0312888 | Time: 9279.42 ms [2021-05-19 07:40:46 main:574] : INFO : Epoch 1902 | loss: 0.0309353 | val_loss: 0.0312802 | Time: 9287.03 ms [2021-05-19 07:40:55 main:574] : INFO : Epoch 1903 | loss: 0.0309335 | val_loss: 0.0313232 | Time: 9252.2 ms [2021-05-19 07:41:04 main:574] : INFO : Epoch 1904 | loss: 0.0309402 | val_loss: 0.0312714 | Time: 9259.23 ms [2021-05-19 07:41:14 main:574] : INFO : Epoch 1905 | loss: 0.0309418 | val_loss: 0.0312734 | Time: 9252.8 ms [2021-05-19 07:41:23 main:574] : INFO : Epoch 1906 | loss: 0.0309566 | val_loss: 0.0312631 | Time: 9200.37 ms [2021-05-19 07:41:32 main:574] : INFO : Epoch 1907 | loss: 0.0314467 | val_loss: 0.0339058 | Time: 9182.2 ms [2021-05-19 07:41:41 main:574] : INFO : Epoch 1908 | loss: 0.033601 | val_loss: 0.0327177 | Time: 9300.01 ms [2021-05-19 07:41:51 main:574] : INFO : Epoch 1909 | loss: 0.0319892 | val_loss: 0.0315041 | Time: 9213.55 ms [2021-05-19 07:42:00 main:574] : INFO : Epoch 1910 | loss: 0.031335 | val_loss: 0.0312915 | Time: 9260.19 ms [2021-05-19 07:42:09 main:574] : INFO : Epoch 1911 | loss: 0.0312676 | val_loss: 0.0312535 | Time: 9222.69 ms [2021-05-19 07:42:18 main:574] : INFO : Epoch 1912 | loss: 0.0312531 | val_loss: 0.0312509 | Time: 9267.02 ms [2021-05-19 07:42:28 main:574] : INFO : Epoch 1913 | loss: 0.031251 | val_loss: 0.0312506 | Time: 9267.61 ms [2021-05-19 07:42:37 main:574] : INFO : Epoch 1914 | loss: 0.0312506 | val_loss: 0.0312503 | Time: 9252.55 ms [2021-05-19 07:42:46 main:574] : INFO : Epoch 1915 | loss: 0.0312504 | val_loss: 0.0312504 | Time: 9320.11 ms [2021-05-19 07:42:55 main:574] : INFO : Epoch 1916 | loss: 0.0312504 | val_loss: 0.0312509 | Time: 9235.14 ms [2021-05-19 07:43:05 main:574] : INFO : Epoch 1917 | loss: 0.0312506 | val_loss: 0.0312509 | Time: 9303.42 ms [2021-05-19 07:43:14 main:574] : INFO : Epoch 1918 | loss: 0.0312507 | val_loss: 0.0312506 | Time: 9250.63 ms [2021-05-19 07:43:23 main:574] : INFO : Epoch 1919 | loss: 0.0312505 | val_loss: 0.0312505 | Time: 9278.27 ms [2021-05-19 07:43:33 main:574] : INFO : Epoch 1920 | loss: 0.0312501 | val_loss: 0.0312504 | Time: 9253.95 ms [2021-05-19 07:43:42 main:574] : INFO : Epoch 1921 | loss: 0.0312502 | val_loss: 0.0312501 | Time: 9277.32 ms [2021-05-19 07:43:51 main:574] : INFO : Epoch 1922 | loss: 0.0312506 | val_loss: 0.0312503 | Time: 9237.25 ms [2021-05-19 07:44:00 main:574] : INFO : Epoch 1923 | loss: 0.0312507 | val_loss: 0.0312501 | Time: 9230.05 ms [2021-05-19 07:44:10 main:574] : INFO : Epoch 1924 | loss: 0.0312502 | val_loss: 0.0312501 | Time: 9260.81 ms [2021-05-19 07:44:19 main:574] : INFO : Epoch 1925 | loss: 0.0312502 | val_loss: 0.0312501 | Time: 9236.57 ms [2021-05-19 07:44:28 main:574] : INFO : Epoch 1926 | loss: 0.0312503 | val_loss: 0.0312502 | Time: 9274.99 ms [2021-05-19 07:44:37 main:574] : INFO : Epoch 1927 | loss: 0.0312502 | val_loss: 0.0312503 | Time: 9318.32 ms [2021-05-19 07:44:47 main:574] : INFO : Epoch 1928 | loss: 0.03125 | val_loss: 0.0312501 | Time: 9219.5 ms [2021-05-19 07:44:56 main:574] : INFO : Epoch 1929 | loss: 0.0312501 | val_loss: 0.0312502 | Time: 9244.32 ms [2021-05-19 07:45:05 main:574] : INFO : Epoch 1930 | loss: 0.0312501 | val_loss: 0.03125 | Time: 9299.13 ms [2021-05-19 07:45:15 main:574] : INFO : Epoch 1931 | loss: 0.0312501 | val_loss: 0.03125 | Time: 9289.06 ms [2021-05-19 07:45:24 main:574] : INFO : Epoch 1932 | loss: 0.0312504 | val_loss: 0.0312502 | Time: 9286.63 ms [2021-05-19 07:45:33 main:574] : INFO : Epoch 1933 | loss: 0.0312501 | val_loss: 0.0312501 | Time: 9264.48 ms [2021-05-19 07:45:42 main:574] : INFO : Epoch 1934 | loss: 0.03125 | val_loss: 0.03125 | Time: 9289.29 ms [2021-05-19 07:45:52 main:574] : INFO : Epoch 1935 | loss: 0.03125 | val_loss: 0.0312501 | Time: 9138.73 ms [2021-05-19 07:46:01 main:574] : INFO : Epoch 1936 | loss: 0.03125 | val_loss: 0.03125 | Time: 9228.91 ms [2021-05-19 07:46:10 main:574] : INFO : Epoch 1937 | loss: 0.0312499 | val_loss: 0.0312502 | Time: 9228.33 ms [2021-05-19 07:46:19 main:574] : INFO : Epoch 1938 | loss: 0.0312501 | val_loss: 0.03125 | Time: 9264.06 ms [2021-05-19 07:46:29 main:574] : INFO : Epoch 1939 | loss: 0.0312499 | val_loss: 0.0312501 | Time: 9219.49 ms [2021-05-19 07:46:38 main:574] : INFO : Epoch 1940 | loss: 0.03125 | val_loss: 0.0312501 | Time: 9201.65 ms [2021-05-19 07:46:47 main:574] : INFO : Epoch 1941 | loss: 0.0312502 | val_loss: 0.0312503 | Time: 9204.66 ms [2021-05-19 07:46:56 main:574] : INFO : Epoch 1942 | loss: 0.0312501 | val_loss: 0.0312501 | Time: 9289.24 ms [2021-05-19 07:47:06 main:574] : INFO : Epoch 1943 | loss: 0.03125 | val_loss: 0.03125 | Time: 9275.86 ms [2021-05-19 07:47:15 main:574] : INFO : Epoch 1944 | loss: 0.03125 | val_loss: 0.0312506 | Time: 9286.25 ms [2021-05-19 07:47:24 main:574] : INFO : Epoch 1945 | loss: 0.0312501 | val_loss: 0.03125 | Time: 9187.07 ms [2021-05-19 07:47:33 main:574] : INFO : Epoch 1946 | loss: 0.0312502 | val_loss: 0.0312502 | Time: 9230.68 ms [2021-05-19 07:47:43 main:574] : INFO : Epoch 1947 | loss: 0.0312501 | val_loss: 0.03125 | Time: 9289.59 ms [2021-05-19 07:47:52 main:574] : INFO : Epoch 1948 | loss: 0.03125 | val_loss: 0.0312501 | Time: 9208.36 ms [2021-05-19 07:48:01 main:574] : INFO : Epoch 1949 | loss: 0.03125 | val_loss: 0.0312501 | Time: 9258.44 ms [2021-05-19 07:48:10 main:574] : INFO : Epoch 1950 | loss: 0.0312499 | val_loss: 0.0312501 | Time: 9223.95 ms [2021-05-19 07:48:20 main:574] : INFO : Epoch 1951 | loss: 0.0312502 | val_loss: 0.0312506 | Time: 9256.76 ms [2021-05-19 07:48:29 main:574] : INFO : Epoch 1952 | loss: 0.0312501 | val_loss: 0.0312507 | Time: 9219.27 ms [2021-05-19 07:48:38 main:574] : INFO : Epoch 1953 | loss: 0.0312502 | val_loss: 0.0312502 | Time: 9263.38 ms [2021-05-19 07:48:48 main:574] : INFO : Epoch 1954 | loss: 0.0312502 | val_loss: 0.0312505 | Time: 9293.13 ms [2021-05-19 07:48:57 main:574] : INFO : Epoch 1955 | loss: 0.03125 | val_loss: 0.0312501 | Time: 9518.11 ms [2021-05-19 07:49:06 main:574] : INFO : Epoch 1956 | loss: 0.0312499 | val_loss: 0.0312501 | Time: 9183.14 ms [2021-05-19 07:49:16 main:574] : INFO : Epoch 1957 | loss: 0.0312498 | val_loss: 0.0312501 | Time: 9279.5 ms [2021-05-19 07:49:25 main:574] : INFO : Epoch 1958 | loss: 0.0312499 | val_loss: 0.03125 | Time: 9443.39 ms [2021-05-19 07:49:35 main:574] : INFO : Epoch 1959 | loss: 0.0312498 | val_loss: 0.03125 | Time: 9357.93 ms [2021-05-19 07:49:44 main:574] : INFO : Epoch 1960 | loss: 0.03125 | val_loss: 0.0312501 | Time: 9243.93 ms [2021-05-19 07:49:53 main:574] : INFO : Epoch 1961 | loss: 0.03125 | val_loss: 0.0312503 | Time: 9199.85 ms [2021-05-19 07:50:02 main:574] : INFO : Epoch 1962 | loss: 0.0312502 | val_loss: 0.0312505 | Time: 9319.49 ms [2021-05-19 07:50:12 main:574] : INFO : Epoch 1963 | loss: 0.0312499 | val_loss: 0.0312505 | Time: 9247.95 ms [2021-05-19 07:50:21 main:574] : INFO : Epoch 1964 | loss: 0.0312499 | val_loss: 0.0312501 | Time: 9264.63 ms [2021-05-19 07:50:30 main:574] : INFO : Epoch 1965 | loss: 0.03125 | val_loss: 0.0312505 | Time: 9257.64 ms [2021-05-19 07:50:40 main:574] : INFO : Epoch 1966 | loss: 0.0312505 | val_loss: 0.0312502 | Time: 9272.93 ms [2021-05-19 07:50:49 main:574] : INFO : Epoch 1967 | loss: 0.0312503 | val_loss: 0.0312499 | Time: 9310.28 ms [2021-05-19 07:50:58 main:574] : INFO : Epoch 1968 | loss: 0.0312502 | val_loss: 0.0312499 | Time: 9253.19 ms [2021-05-19 07:51:07 main:574] : INFO : Epoch 1969 | loss: 0.0312504 | val_loss: 0.0312509 | Time: 9285.64 ms [2021-05-19 07:51:17 main:574] : INFO : Epoch 1970 | loss: 0.0312507 | val_loss: 0.0312503 | Time: 9295.12 ms [2021-05-19 07:51:26 main:574] : INFO : Epoch 1971 | loss: 0.03125 | val_loss: 0.0312499 | Time: 9407.03 ms [2021-05-19 07:51:35 main:574] : INFO : Epoch 1972 | loss: 0.0312501 | val_loss: 0.0312499 | Time: 9281.42 ms [2021-05-19 07:51:45 main:574] : INFO : Epoch 1973 | loss: 0.03125 | val_loss: 0.0312498 | Time: 9334.08 ms [2021-05-19 07:51:54 main:574] : INFO : Epoch 1974 | loss: 0.0312503 | val_loss: 0.03125 | Time: 9246.35 ms [2021-05-19 07:52:03 main:574] : INFO : Epoch 1975 | loss: 0.03125 | val_loss: 0.03125 | Time: 9242.67 ms [2021-05-19 07:52:13 main:574] : INFO : Epoch 1976 | loss: 0.0312498 | val_loss: 0.0312498 | Time: 9284.82 ms [2021-05-19 07:52:22 main:574] : INFO : Epoch 1977 | loss: 0.03125 | val_loss: 0.0312498 | Time: 9233.06 ms [2021-05-19 07:52:31 main:574] : INFO : Epoch 1978 | loss: 0.0312503 | val_loss: 0.031251 | Time: 9271.95 ms [2021-05-19 07:52:41 main:574] : INFO : Epoch 1979 | loss: 0.03125 | val_loss: 0.0312496 | Time: 9256.04 ms [2021-05-19 07:52:50 main:574] : INFO : Epoch 1980 | loss: 0.0312499 | val_loss: 0.0312495 | Time: 9259.48 ms [2021-05-19 07:52:59 main:574] : INFO : Epoch 1981 | loss: 0.0312498 | val_loss: 0.0312495 | Time: 9247.6 ms [2021-05-19 07:53:08 main:574] : INFO : Epoch 1982 | loss: 0.0312499 | val_loss: 0.0312495 | Time: 9275.18 ms [2021-05-19 07:53:18 main:574] : INFO : Epoch 1983 | loss: 0.0312499 | val_loss: 0.0312493 | Time: 9284.78 ms [2021-05-19 07:53:27 main:574] : INFO : Epoch 1984 | loss: 0.0312498 | val_loss: 0.0312494 | Time: 9266.45 ms [2021-05-19 07:53:36 main:574] : INFO : Epoch 1985 | loss: 0.0312499 | val_loss: 0.0312495 | Time: 9258.28 ms [2021-05-19 07:53:46 main:574] : INFO : Epoch 1986 | loss: 0.0312502 | val_loss: 0.0312495 | Time: 9286.85 ms [2021-05-19 07:53:55 main:574] : INFO : Epoch 1987 | loss: 0.0312501 | val_loss: 0.0312501 | Time: 9203.56 ms [2021-05-19 07:54:04 main:574] : INFO : Epoch 1988 | loss: 0.0312505 | val_loss: 0.0312503 | Time: 9239.98 ms [2021-05-19 07:54:13 main:574] : INFO : Epoch 1989 | loss: 0.0312503 | val_loss: 0.031251 | Time: 9312.02 ms [2021-05-19 07:54:23 main:574] : INFO : Epoch 1990 | loss: 0.0312503 | val_loss: 0.0312494 | Time: 9224.13 ms [2021-05-19 07:54:32 main:574] : INFO : Epoch 1991 | loss: 0.0312499 | val_loss: 0.0312497 | Time: 9266.02 ms [2021-05-19 07:54:41 main:574] : INFO : Epoch 1992 | loss: 0.0312498 | val_loss: 0.0312499 | Time: 9339.01 ms [2021-05-19 07:54:51 main:574] : INFO : Epoch 1993 | loss: 0.0312501 | val_loss: 0.0312503 | Time: 9305.16 ms [2021-05-19 07:55:00 main:574] : INFO : Epoch 1994 | loss: 0.0312497 | val_loss: 0.03125 | Time: 9277.24 ms [2021-05-19 07:55:09 main:574] : INFO : Epoch 1995 | loss: 0.0312507 | val_loss: 0.0312502 | Time: 9325.09 ms [2021-05-19 07:55:19 main:574] : INFO : Epoch 1996 | loss: 0.0312503 | val_loss: 0.03125 | Time: 9299.35 ms [2021-05-19 07:55:28 main:574] : INFO : Epoch 1997 | loss: 0.0312498 | val_loss: 0.0312498 | Time: 9250.13 ms [2021-05-19 07:55:37 main:574] : INFO : Epoch 1998 | loss: 0.0312495 | val_loss: 0.0312494 | Time: 9226 ms [2021-05-19 07:55:46 main:574] : INFO : Epoch 1999 | loss: 0.0312494 | val_loss: 0.0312497 | Time: 9228.76 ms [2021-05-19 07:55:56 main:574] : INFO : Epoch 2000 | loss: 0.0312494 | val_loss: 0.0312495 | Time: 9252.21 ms [2021-05-19 07:56:05 main:574] : INFO : Epoch 2001 | loss: 0.0312496 | val_loss: 0.0312494 | Time: 9290.57 ms [2021-05-19 07:56:14 main:574] : INFO : Epoch 2002 | loss: 0.0312496 | val_loss: 0.03125 | Time: 9274.77 ms [2021-05-19 07:56:23 main:574] : INFO : Epoch 2003 | loss: 0.0312494 | val_loss: 0.0312505 | Time: 9253.86 ms [2021-05-19 07:56:33 main:574] : INFO : Epoch 2004 | loss: 0.03125 | val_loss: 0.0312496 | Time: 9243.21 ms [2021-05-19 07:56:42 main:574] : INFO : Epoch 2005 | loss: 0.0312501 | val_loss: 0.0312496 | Time: 9308.27 ms [2021-05-19 07:56:51 main:574] : INFO : Epoch 2006 | loss: 0.0312495 | val_loss: 0.031249 | Time: 9249.67 ms [2021-05-19 07:57:01 main:574] : INFO : Epoch 2007 | loss: 0.0312491 | val_loss: 0.0312488 | Time: 9352.64 ms [2021-05-19 07:57:10 main:574] : INFO : Epoch 2008 | loss: 0.0312494 | val_loss: 0.031249 | Time: 9284.09 ms [2021-05-19 07:57:19 main:574] : INFO : Epoch 2009 | loss: 0.0312492 | val_loss: 0.0312487 | Time: 9284.84 ms [2021-05-19 07:57:29 main:574] : INFO : Epoch 2010 | loss: 0.0312492 | val_loss: 0.0312489 | Time: 9235.66 ms [2021-05-19 07:57:38 main:574] : INFO : Epoch 2011 | loss: 0.0312498 | val_loss: 0.0312501 | Time: 9292.36 ms [2021-05-19 07:57:47 main:574] : INFO : Epoch 2012 | loss: 0.0312493 | val_loss: 0.0312487 | Time: 9294.34 ms [2021-05-19 07:57:56 main:574] : INFO : Epoch 2013 | loss: 0.0312485 | val_loss: 0.0312486 | Time: 9203.44 ms [2021-05-19 07:58:06 main:574] : INFO : Epoch 2014 | loss: 0.0312484 | val_loss: 0.0312485 | Time: 9258.16 ms [2021-05-19 07:58:15 main:574] : INFO : Epoch 2015 | loss: 0.0312487 | val_loss: 0.0312486 | Time: 9280.6 ms [2021-05-19 07:58:24 main:574] : INFO : Epoch 2016 | loss: 0.0312501 | val_loss: 0.0312496 | Time: 9238.24 ms [2021-05-19 07:58:33 main:574] : INFO : Epoch 2017 | loss: 0.0312491 | val_loss: 0.0312499 | Time: 9255.5 ms [2021-05-19 07:58:43 main:574] : INFO : Epoch 2018 | loss: 0.0312497 | val_loss: 0.031249 | Time: 9226.35 ms [2021-05-19 07:58:52 main:574] : INFO : Epoch 2019 | loss: 0.0312488 | val_loss: 0.0312482 | Time: 9301.51 ms [2021-05-19 07:59:01 main:574] : INFO : Epoch 2020 | loss: 0.0312485 | val_loss: 0.0312492 | Time: 9281.16 ms [2021-05-19 07:59:11 main:574] : INFO : Epoch 2021 | loss: 0.031248 | val_loss: 0.0312479 | Time: 9283.4 ms [2021-05-19 07:59:20 main:574] : INFO : Epoch 2022 | loss: 0.0312477 | val_loss: 0.0312478 | Time: 9299.21 ms [2021-05-19 07:59:29 main:574] : INFO : Epoch 2023 | loss: 0.0312488 | val_loss: 0.0312498 | Time: 9322.16 ms [2021-05-19 07:59:39 main:574] : INFO : Epoch 2024 | loss: 0.0312492 | val_loss: 0.031248 | Time: 9184.21 ms [2021-05-19 07:59:48 main:574] : INFO : Epoch 2025 | loss: 0.0312475 | val_loss: 0.0312476 | Time: 9297.01 ms [2021-05-19 07:59:57 main:574] : INFO : Epoch 2026 | loss: 0.0312501 | val_loss: 0.0312554 | Time: 9291.62 ms [2021-05-19 08:00:06 main:574] : INFO : Epoch 2027 | loss: 0.0312488 | val_loss: 0.0312477 | Time: 9293.72 ms [2021-05-19 08:00:16 main:574] : INFO : Epoch 2028 | loss: 0.0312476 | val_loss: 0.0312479 | Time: 9277.11 ms [2021-05-19 08:00:25 main:574] : INFO : Epoch 2029 | loss: 0.0312467 | val_loss: 0.0312507 | Time: 9232.05 ms [2021-05-19 08:00:34 main:574] : INFO : Epoch 2030 | loss: 0.0312476 | val_loss: 0.0312471 | Time: 9251.89 ms [2021-05-19 08:00:44 main:574] : INFO : Epoch 2031 | loss: 0.031247 | val_loss: 0.031247 | Time: 9290.81 ms [2021-05-19 08:00:53 main:574] : INFO : Epoch 2032 | loss: 0.0312462 | val_loss: 0.0312465 | Time: 9285.46 ms [2021-05-19 08:01:02 main:574] : INFO : Epoch 2033 | loss: 0.0312452 | val_loss: 0.0312474 | Time: 9279.11 ms [2021-05-19 08:01:12 main:574] : INFO : Epoch 2034 | loss: 0.0312457 | val_loss: 0.0312478 | Time: 9276.97 ms [2021-05-19 08:01:21 main:574] : INFO : Epoch 2035 | loss: 0.0312455 | val_loss: 0.0312468 | Time: 9243.69 ms [2021-05-19 08:01:30 main:574] : INFO : Epoch 2036 | loss: 0.0312454 | val_loss: 0.0312462 | Time: 9307.9 ms [2021-05-19 08:01:39 main:574] : INFO : Epoch 2037 | loss: 0.0312435 | val_loss: 0.0312483 | Time: 9227.69 ms [2021-05-19 08:01:49 main:574] : INFO : Epoch 2038 | loss: 0.0312428 | val_loss: 0.0312445 | Time: 9383.68 ms [2021-05-19 08:01:58 main:574] : INFO : Epoch 2039 | loss: 0.0312416 | val_loss: 0.0312436 | Time: 9222.93 ms [2021-05-19 08:02:07 main:574] : INFO : Epoch 2040 | loss: 0.0312427 | val_loss: 0.0312431 | Time: 9197.4 ms [2021-05-19 08:02:16 main:574] : INFO : Epoch 2041 | loss: 0.0312404 | val_loss: 0.0312427 | Time: 9164.85 ms [2021-05-19 08:02:26 main:574] : INFO : Epoch 2042 | loss: 0.0312416 | val_loss: 0.0312422 | Time: 9235.06 ms [2021-05-19 08:02:35 main:574] : INFO : Epoch 2043 | loss: 0.0312407 | val_loss: 0.0312471 | Time: 9269.93 ms [2021-05-19 08:02:44 main:574] : INFO : Epoch 2044 | loss: 0.0312367 | val_loss: 0.0312376 | Time: 9291.08 ms [2021-05-19 08:02:54 main:574] : INFO : Epoch 2045 | loss: 0.0312346 | val_loss: 0.031236 | Time: 9288.96 ms [2021-05-19 08:03:03 main:574] : INFO : Epoch 2046 | loss: 0.0312291 | val_loss: 0.0312296 | Time: 9269.73 ms [2021-05-19 08:03:12 main:574] : INFO : Epoch 2047 | loss: 0.0312311 | val_loss: 0.0312294 | Time: 9210.89 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080) [2021-05-19 14:46:22 main:435] : INFO : Set logging level to 1 [2021-05-19 14:46:22 main:441] : INFO : Running in BOINC Client mode [2021-05-19 14:46:22 main:444] : INFO : Resolving all filenames [2021-05-19 14:46:22 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-05-19 14:46:22 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619580232-19072-1_3_r1994881324_1 (exists = 1) [2021-05-19 14:46:22 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619580232-19072-1_3_r1994881324_0 (exists = 0) [2021-05-19 14:46:22 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619580232-19072-1 (exists = 1) [2021-05-19 14:46:23 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-05-19 14:46:23 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-05-19 14:46:23 main:474] : INFO : Configuration: [2021-05-19 14:46:23 main:475] : INFO : Model type: GRU [2021-05-19 14:46:23 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-05-19 14:46:23 main:477] : INFO : Max Epochs: 2048 [2021-05-19 14:46:23 main:478] : INFO : Batch Size: 128 [2021-05-19 14:46:23 main:479] : INFO : Learning Rate: 0.01 [2021-05-19 14:46:23 main:480] : INFO : Patience: 10 [2021-05-19 14:46:23 main:481] : INFO : Hidden Width: 12 [2021-05-19 14:46:23 main:482] : INFO : # Recurrent Layers: 4 [2021-05-19 14:46:23 main:483] : INFO : # Backend Layers: 4 [2021-05-19 14:46:23 main:484] : INFO : # Threads: 1 [2021-05-19 14:46:23 main:486] : INFO : Preparing Dataset [2021-05-19 14:46:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-19 14:46:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-19 14:46:34 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-05-19 14:46:34 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-19 14:46:34 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-19 14:46:35 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-05-19 14:46:35 main:494] : INFO : Creating Model [2021-05-19 14:46:35 main:507] : INFO : Preparing config file [2021-05-19 14:46:35 main:511] : INFO : Found checkpoint, attempting to load... [2021-05-19 14:46:35 main:512] : INFO : Loading config [2021-05-19 14:46:35 main:514] : INFO : Loading state [2021-05-19 14:46:43 main:559] : INFO : Loading DataLoader into Memory [2021-05-19 14:46:43 main:562] : INFO : Starting Training [2021-05-19 14:46:57 main:574] : INFO : Epoch 2048 | loss: 0.0315779 | val_loss: 0.0312711 | Time: 13818.9 ms [2021-05-19 14:46:57 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312711 [2021-05-19 14:46:57 main:603] : INFO : Saving end state to config to file [2021-05-19 14:46:57 main:608] : INFO : Success, exiting.. 14:46:57 (29088): 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)