Task 9241597
| Name | ParityModified-1634618005-3407-3-0_1 |
| Workunit | 6394267 |
| Created | 28 Nov 2021, 14:48:16 UTC |
| Sent | 28 Nov 2021, 15:16:04 UTC |
| Report deadline | 6 Dec 2021, 15:16:04 UTC |
| Received | 29 Nov 2021, 6:29:58 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 6950 |
| Run time | 1 hours 16 min 25 sec |
| CPU time | 1 hours 15 min 37 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 5,116.47 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.08 GB |
| Peak swap size | 4.31 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> :11 main:574] : INFO : Epoch 1550 | loss: 0.0162683 | val_loss: 0.0157849 | Time: 2226.18 ms [2021-11-29 07:11:13 main:574] : INFO : Epoch 1551 | loss: 0.0154321 | val_loss: 0.0148475 | Time: 2259 ms [2021-11-29 07:11:15 main:574] : INFO : Epoch 1552 | loss: 0.0142975 | val_loss: 0.0135143 | Time: 2238.46 ms [2021-11-29 07:11:17 main:574] : INFO : Epoch 1553 | loss: 0.0128049 | val_loss: 0.0120905 | Time: 2214.39 ms [2021-11-29 07:11:20 main:574] : INFO : Epoch 1554 | loss: 0.0114779 | val_loss: 0.0107606 | Time: 2242.77 ms [2021-11-29 07:11:22 main:574] : INFO : Epoch 1555 | loss: 0.0104708 | val_loss: 0.0100977 | Time: 2213.07 ms [2021-11-29 07:11:24 main:574] : INFO : Epoch 1556 | loss: 0.00984603 | val_loss: 0.00973155 | Time: 2240.52 ms [2021-11-29 07:11:26 main:574] : INFO : Epoch 1557 | loss: 0.00962103 | val_loss: 0.00962687 | Time: 2231.81 ms [2021-11-29 07:11:29 main:574] : INFO : Epoch 1558 | loss: 0.00953304 | val_loss: 0.00931214 | Time: 2237.93 ms [2021-11-29 07:11:31 main:574] : INFO : Epoch 1559 | loss: 0.0092903 | val_loss: 0.00915552 | Time: 2221.97 ms [2021-11-29 07:11:33 main:574] : INFO : Epoch 1560 | loss: 0.00905963 | val_loss: 0.00895675 | Time: 2269.98 ms [2021-11-29 07:11:35 main:574] : INFO : Epoch 1561 | loss: 0.00889692 | val_loss: 0.00886088 | Time: 2254.38 ms [2021-11-29 07:11:38 main:574] : INFO : Epoch 1562 | loss: 0.00875102 | val_loss: 0.0087145 | Time: 2243.71 ms [2021-11-29 07:11:40 main:574] : INFO : Epoch 1563 | loss: 0.0101699 | val_loss: 0.0116451 | Time: 2235.49 ms [2021-11-29 07:11:42 main:574] : INFO : Epoch 1564 | loss: 0.009618 | val_loss: 0.00902758 | Time: 2249.11 ms [2021-11-29 07:11:44 main:574] : INFO : Epoch 1565 | loss: 0.0087727 | val_loss: 0.00862217 | Time: 2259.46 ms [2021-11-29 07:11:47 main:574] : INFO : Epoch 1566 | loss: 0.00854762 | val_loss: 0.00851093 | Time: 2251.38 ms [2021-11-29 07:11:49 main:574] : INFO : Epoch 1567 | loss: 0.00846812 | val_loss: 0.00846444 | Time: 2244.44 ms [2021-11-29 07:11:51 main:574] : INFO : Epoch 1568 | loss: 0.00842132 | val_loss: 0.00839254 | Time: 2235.32 ms [2021-11-29 07:11:53 main:574] : INFO : Epoch 1569 | loss: 0.00835103 | val_loss: 0.00839366 | Time: 2265.91 ms [2021-11-29 07:11:56 main:574] : INFO : Epoch 1570 | loss: 0.00835718 | val_loss: 0.00836679 | Time: 2238.8 ms [2021-11-29 07:11:58 main:574] : INFO : Epoch 1571 | loss: 0.00829243 | val_loss: 0.00829516 | Time: 2255.08 ms [2021-11-29 07:12:00 main:574] : INFO : Epoch 1572 | loss: 0.00821536 | val_loss: 0.00818767 | Time: 2246.41 ms [2021-11-29 07:12:02 main:574] : INFO : Epoch 1573 | loss: 0.00816276 | val_loss: 0.00813731 | Time: 2255.05 ms [2021-11-29 07:12:05 main:574] : INFO : Epoch 1574 | loss: 0.00810383 | val_loss: 0.0081112 | Time: 2226.91 ms [2021-11-29 07:12:07 main:574] : INFO : Epoch 1575 | loss: 0.00799473 | val_loss: 0.0079132 | Time: 2234.41 ms [2021-11-29 07:12:09 main:574] : INFO : Epoch 1576 | loss: 0.0077494 | val_loss: 0.00757666 | Time: 2190.95 ms [2021-11-29 07:12:11 main:574] : INFO : Epoch 1577 | loss: 0.0075324 | val_loss: 0.00736375 | Time: 2235.25 ms [2021-11-29 07:12:14 main:574] : INFO : Epoch 1578 | loss: 0.00722702 | val_loss: 0.00703711 | Time: 2226.42 ms [2021-11-29 07:12:16 main:574] : INFO : Epoch 1579 | loss: 0.00693978 | val_loss: 0.00674343 | Time: 2213.58 ms [2021-11-29 07:12:18 main:574] : INFO : Epoch 1580 | loss: 0.00670487 | val_loss: 0.00662863 | Time: 2224.09 ms [2021-11-29 07:12:20 main:574] : INFO : Epoch 1581 | loss: 0.00672598 | val_loss: 0.00658133 | Time: 2221.2 ms [2021-11-29 07:12:23 main:574] : INFO : Epoch 1582 | loss: 0.00656485 | val_loss: 0.00652589 | Time: 2249.61 ms [2021-11-29 07:12:25 main:574] : INFO : Epoch 1583 | loss: 0.00642624 | val_loss: 0.00644208 | Time: 2235.71 ms [2021-11-29 07:12:27 main:574] : INFO : Epoch 1584 | loss: 0.00652357 | val_loss: 0.00626922 | Time: 2217.65 ms [2021-11-29 07:12:29 main:574] : INFO : Epoch 1585 | loss: 0.00667339 | val_loss: 0.00625122 | Time: 2253.32 ms [2021-11-29 07:12:31 main:574] : INFO : Epoch 1586 | loss: 0.00634464 | val_loss: 0.00615471 | Time: 2250.47 ms [2021-11-29 07:12:34 main:574] : INFO : Epoch 1587 | loss: 0.00634139 | val_loss: 0.0060349 | Time: 2236.77 ms [2021-11-29 07:12:36 main:574] : INFO : Epoch 1588 | loss: 0.0060966 | val_loss: 0.00595945 | Time: 2229.03 ms [2021-11-29 07:12:38 main:574] : INFO : Epoch 1589 | loss: 0.00596375 | val_loss: 0.0059203 | Time: 2251.43 ms [2021-11-29 07:12:40 main:574] : INFO : Epoch 1590 | loss: 0.00588565 | val_loss: 0.00582469 | Time: 2239.64 ms [2021-11-29 07:12:43 main:574] : INFO : Epoch 1591 | loss: 0.00582599 | val_loss: 0.00582829 | Time: 2233.08 ms [2021-11-29 07:12:45 main:574] : INFO : Epoch 1592 | loss: 0.00581382 | val_loss: 0.00571325 | Time: 2229.36 ms [2021-11-29 07:12:47 main:574] : INFO : Epoch 1593 | loss: 0.00580956 | val_loss: 0.00580811 | Time: 2247.29 ms [2021-11-29 07:12:49 main:574] : INFO : Epoch 1594 | loss: 0.00571096 | val_loss: 0.00569483 | Time: 2224.62 ms [2021-11-29 07:12:52 main:574] : INFO : Epoch 1595 | loss: 0.00569505 | val_loss: 0.00572121 | Time: 2219.23 ms [2021-11-29 07:12:54 main:574] : INFO : Epoch 1596 | loss: 0.00568662 | val_loss: 0.00564093 | Time: 2272.33 ms [2021-11-29 07:12:56 main:574] : INFO : Epoch 1597 | loss: 0.00560491 | val_loss: 0.00554943 | Time: 2259.05 ms [2021-11-29 07:12:58 main:574] : INFO : Epoch 1598 | loss: 0.00561349 | val_loss: 0.00560525 | Time: 2252 ms [2021-11-29 07:13:01 main:574] : INFO : Epoch 1599 | loss: 0.00560981 | val_loss: 0.00551143 | Time: 2208.05 ms [2021-11-29 07:13:03 main:574] : INFO : Epoch 1600 | loss: 0.0055774 | val_loss: 0.00541821 | Time: 2260.13 ms [2021-11-29 07:13:05 main:574] : INFO : Epoch 1601 | loss: 0.00542032 | val_loss: 0.00533877 | Time: 2257.29 ms [2021-11-29 07:13:07 main:574] : INFO : Epoch 1602 | loss: 0.00535752 | val_loss: 0.0052888 | Time: 2246.14 ms [2021-11-29 07:13:10 main:574] : INFO : Epoch 1603 | loss: 0.00534233 | val_loss: 0.0053122 | Time: 2239.86 ms [2021-11-29 07:13:12 main:574] : INFO : Epoch 1604 | loss: 0.00530559 | val_loss: 0.00523536 | Time: 2234.33 ms [2021-11-29 07:13:14 main:574] : INFO : Epoch 1605 | loss: 0.00523288 | val_loss: 0.00517156 | Time: 2236.62 ms [2021-11-29 07:13:16 main:574] : INFO : Epoch 1606 | loss: 0.00524814 | val_loss: 0.00538924 | Time: 2246.48 ms [2021-11-29 07:13:19 main:574] : INFO : Epoch 1607 | loss: 0.0053613 | val_loss: 0.00518207 | Time: 2227.64 ms [2021-11-29 07:13:21 main:574] : INFO : Epoch 1608 | loss: 0.00520009 | val_loss: 0.00513869 | Time: 2246.25 ms [2021-11-29 07:13:23 main:574] : INFO : Epoch 1609 | loss: 0.00515449 | val_loss: 0.00504444 | Time: 2262.91 ms [2021-11-29 07:13:25 main:574] : INFO : Epoch 1610 | loss: 0.00512508 | val_loss: 0.00509164 | Time: 2265.32 ms [2021-11-29 07:13:28 main:574] : INFO : Epoch 1611 | loss: 0.00506758 | val_loss: 0.00500016 | Time: 2254.06 ms [2021-11-29 07:13:30 main:574] : INFO : Epoch 1612 | loss: 0.0050368 | val_loss: 0.00494577 | Time: 2244.03 ms [2021-11-29 07:13:32 main:574] : INFO : Epoch 1613 | loss: 0.0049957 | val_loss: 0.0050021 | Time: 2233.53 ms [2021-11-29 07:13:34 main:574] : INFO : Epoch 1614 | loss: 0.00501193 | val_loss: 0.00492988 | Time: 2218.88 ms [2021-11-29 07:13:37 main:574] : INFO : Epoch 1615 | loss: 0.00494541 | val_loss: 0.00489145 | Time: 2247.71 ms [2021-11-29 07:13:39 main:574] : INFO : Epoch 1616 | loss: 0.00497786 | val_loss: 0.00524224 | Time: 2233.58 ms [2021-11-29 07:13:41 main:574] : INFO : Epoch 1617 | loss: 0.00506837 | val_loss: 0.00492718 | Time: 2225.75 ms [2021-11-29 07:13:43 main:574] : INFO : Epoch 1618 | loss: 0.00489707 | val_loss: 0.0048163 | Time: 2280.15 ms [2021-11-29 07:13:46 main:574] : INFO : Epoch 1619 | loss: 0.004883 | val_loss: 0.00480572 | Time: 2269.49 ms [2021-11-29 07:13:48 main:574] : INFO : Epoch 1620 | loss: 0.00483267 | val_loss: 0.00478038 | Time: 2236.23 ms [2021-11-29 07:13:50 main:574] : INFO : Epoch 1621 | loss: 0.00484641 | val_loss: 0.00490259 | Time: 2250.11 ms [2021-11-29 07:13:52 main:574] : INFO : Epoch 1622 | loss: 0.00482081 | val_loss: 0.00473702 | Time: 2217.58 ms [2021-11-29 07:13:55 main:574] : INFO : Epoch 1623 | loss: 0.00477071 | val_loss: 0.00474006 | Time: 2268.93 ms [2021-11-29 07:13:57 main:574] : INFO : Epoch 1624 | loss: 0.00476984 | val_loss: 0.00470397 | Time: 2257.89 ms [2021-11-29 07:13:59 main:574] : INFO : Epoch 1625 | loss: 0.00472911 | val_loss: 0.00466313 | Time: 2246.15 ms [2021-11-29 07:14:01 main:574] : INFO : Epoch 1626 | loss: 0.00471265 | val_loss: 0.00549547 | Time: 2215.29 ms [2021-11-29 07:14:04 main:574] : INFO : Epoch 1627 | loss: 0.00500755 | val_loss: 0.00481594 | Time: 2238.26 ms [2021-11-29 07:14:06 main:574] : INFO : Epoch 1628 | loss: 0.00480835 | val_loss: 0.00472174 | Time: 2251.04 ms [2021-11-29 07:14:08 main:574] : INFO : Epoch 1629 | loss: 0.00474307 | val_loss: 0.00465013 | Time: 2233.85 ms [2021-11-29 07:14:10 main:574] : INFO : Epoch 1630 | loss: 0.00467368 | val_loss: 0.00477551 | Time: 2241.87 ms [2021-11-29 07:14:13 main:574] : INFO : Epoch 1631 | loss: 0.00469846 | val_loss: 0.00457966 | Time: 2217.43 ms [2021-11-29 07:14:15 main:574] : INFO : Epoch 1632 | loss: 0.00462915 | val_loss: 0.00460319 | Time: 2249.94 ms [2021-11-29 07:14:17 main:574] : INFO : Epoch 1633 | loss: 0.00479619 | val_loss: 0.00475278 | Time: 2217.63 ms [2021-11-29 07:14:19 main:574] : INFO : Epoch 1634 | loss: 0.00471543 | val_loss: 0.00461295 | Time: 2268.26 ms [2021-11-29 07:14:22 main:574] : INFO : Epoch 1635 | loss: 0.00460971 | val_loss: 0.00454687 | Time: 2245.63 ms [2021-11-29 07:14:24 main:574] : INFO : Epoch 1636 | loss: 0.00455405 | val_loss: 0.00451235 | Time: 2241.52 ms [2021-11-29 07:14:26 main:574] : INFO : Epoch 1637 | loss: 0.00453921 | val_loss: 0.00448279 | Time: 2224.25 ms [2021-11-29 07:14:28 main:574] : INFO : Epoch 1638 | loss: 0.00453276 | val_loss: 0.00454352 | Time: 2226.95 ms [2021-11-29 07:14:30 main:574] : INFO : Epoch 1639 | loss: 0.00451432 | val_loss: 0.00449745 | Time: 2235.38 ms [2021-11-29 07:14:33 main:574] : INFO : Epoch 1640 | loss: 0.0046044 | val_loss: 0.0045466 | Time: 2261.08 ms [2021-11-29 07:14:35 main:574] : INFO : Epoch 1641 | loss: 0.00456348 | val_loss: 0.00455248 | Time: 2253.18 ms [2021-11-29 07:14:37 main:574] : INFO : Epoch 1642 | loss: 0.00456318 | val_loss: 0.00448727 | Time: 2235.15 ms [2021-11-29 07:14:39 main:574] : INFO : Epoch 1643 | loss: 0.00461743 | val_loss: 0.00468188 | Time: 2228.14 ms [2021-11-29 07:14:42 main:574] : INFO : Epoch 1644 | loss: 0.00457723 | val_loss: 0.00439732 | Time: 2238.21 ms [2021-11-29 07:14:44 main:574] : INFO : Epoch 1645 | loss: 0.00447586 | val_loss: 0.00439147 | Time: 2234.03 ms [2021-11-29 07:14:46 main:574] : INFO : Epoch 1646 | loss: 0.00439927 | val_loss: 0.00436287 | Time: 2249.65 ms [2021-11-29 07:14:48 main:574] : INFO : Epoch 1647 | loss: 0.00435781 | val_loss: 0.00432571 | Time: 2247.96 ms [2021-11-29 07:14:51 main:574] : INFO : Epoch 1648 | loss: 0.00434691 | val_loss: 0.00432396 | Time: 2229.34 ms [2021-11-29 07:14:53 main:574] : INFO : Epoch 1649 | loss: 0.00434889 | val_loss: 0.00431023 | Time: 2247.59 ms [2021-11-29 07:14:55 main:574] : INFO : Epoch 1650 | loss: 0.00432008 | val_loss: 0.00429724 | Time: 2274.38 ms [2021-11-29 07:14:57 main:574] : INFO : Epoch 1651 | loss: 0.00433262 | val_loss: 0.00428613 | Time: 2233.31 ms [2021-11-29 07:15:00 main:574] : INFO : Epoch 1652 | loss: 0.00428808 | val_loss: 0.00425057 | Time: 2241.22 ms [2021-11-29 07:15:02 main:574] : INFO : Epoch 1653 | loss: 0.00428029 | val_loss: 0.00426393 | Time: 2235.23 ms [2021-11-29 07:15:04 main:574] : INFO : Epoch 1654 | loss: 0.00427537 | val_loss: 0.00426784 | Time: 2224.2 ms [2021-11-29 07:15:06 main:574] : INFO : Epoch 1655 | loss: 0.00428233 | val_loss: 0.00422603 | Time: 2206.18 ms [2021-11-29 07:15:09 main:574] : INFO : Epoch 1656 | loss: 0.00424638 | val_loss: 0.0042018 | Time: 2229.98 ms [2021-11-29 07:15:11 main:574] : INFO : Epoch 1657 | loss: 0.00421372 | val_loss: 0.00416054 | Time: 2235.34 ms [2021-11-29 07:15:13 main:574] : INFO : Epoch 1658 | loss: 0.0041641 | val_loss: 0.00402977 | Time: 2222.69 ms [2021-11-29 07:15:15 main:574] : INFO : Epoch 1659 | loss: 0.00396557 | val_loss: 0.0038636 | Time: 2226.22 ms [2021-11-29 07:15:17 main:574] : INFO : Epoch 1660 | loss: 0.00386849 | val_loss: 0.00423766 | Time: 2224.37 ms [2021-11-29 07:15:20 main:574] : INFO : Epoch 1661 | loss: 0.00433533 | val_loss: 0.0052074 | Time: 2249.24 ms [2021-11-29 07:15:22 main:574] : INFO : Epoch 1662 | loss: 0.00513179 | val_loss: 0.00474102 | Time: 2221.89 ms [2021-11-29 07:15:24 main:574] : INFO : Epoch 1663 | loss: 0.00464498 | val_loss: 0.00424478 | Time: 2251.69 ms [2021-11-29 07:15:26 main:574] : INFO : Epoch 1664 | loss: 0.00409973 | val_loss: 0.00394226 | Time: 2246.88 ms [2021-11-29 07:15:29 main:574] : INFO : Epoch 1665 | loss: 0.00386162 | val_loss: 0.0037993 | Time: 2235.29 ms [2021-11-29 07:15:31 main:574] : INFO : Epoch 1666 | loss: 0.00373164 | val_loss: 0.00370889 | Time: 2257.01 ms [2021-11-29 07:15:33 main:574] : INFO : Epoch 1667 | loss: 0.00366625 | val_loss: 0.0036118 | Time: 2236.28 ms [2021-11-29 07:15:35 main:574] : INFO : Epoch 1668 | loss: 0.00360563 | val_loss: 0.00357143 | Time: 2226.84 ms [2021-11-29 07:15:38 main:574] : INFO : Epoch 1669 | loss: 0.00357754 | val_loss: 0.00358024 | Time: 2231.23 ms [2021-11-29 07:15:40 main:574] : INFO : Epoch 1670 | loss: 0.0035538 | val_loss: 0.00355803 | Time: 2245.16 ms [2021-11-29 07:15:42 main:574] : INFO : Epoch 1671 | loss: 0.00355614 | val_loss: 0.00358533 | Time: 2239.22 ms [2021-11-29 07:15:44 main:574] : INFO : Epoch 1672 | loss: 0.0034715 | val_loss: 0.00343732 | Time: 2243.75 ms [2021-11-29 07:15:47 main:574] : INFO : Epoch 1673 | loss: 0.00342316 | val_loss: 0.00338778 | Time: 2225.54 ms [2021-11-29 07:15:49 main:574] : INFO : Epoch 1674 | loss: 0.00338388 | val_loss: 0.00336598 | Time: 2251.19 ms [2021-11-29 07:15:51 main:574] : INFO : Epoch 1675 | loss: 0.00338773 | val_loss: 0.00361783 | Time: 2226.66 ms [2021-11-29 07:15:53 main:574] : INFO : Epoch 1676 | loss: 0.00353122 | val_loss: 0.00344344 | Time: 2234.64 ms [2021-11-29 07:15:56 main:574] : INFO : Epoch 1677 | loss: 0.00335621 | val_loss: 0.00332642 | Time: 2238.31 ms [2021-11-29 07:15:58 main:574] : INFO : Epoch 1678 | loss: 0.0033798 | val_loss: 0.00334528 | Time: 2216.48 ms [2021-11-29 07:16:00 main:574] : INFO : Epoch 1679 | loss: 0.00337356 | val_loss: 0.00333178 | Time: 2240.59 ms [2021-11-29 07:16:02 main:574] : INFO : Epoch 1680 | loss: 0.00335186 | val_loss: 0.00337866 | Time: 2253.61 ms [2021-11-29 07:16:05 main:574] : INFO : Epoch 1681 | loss: 0.00345562 | val_loss: 0.00408147 | Time: 2235.65 ms [2021-11-29 07:16:07 main:574] : INFO : Epoch 1682 | loss: 0.00349762 | val_loss: 0.00345277 | Time: 2248.14 ms [2021-11-29 07:16:09 main:574] : INFO : Epoch 1683 | loss: 0.00334777 | val_loss: 0.00335191 | Time: 2234.09 ms [2021-11-29 07:16:11 main:574] : INFO : Epoch 1684 | loss: 0.0032826 | val_loss: 0.00326088 | Time: 2257.46 ms [2021-11-29 07:16:14 main:574] : INFO : Epoch 1685 | loss: 0.00324601 | val_loss: 0.00323186 | Time: 2219.98 ms [2021-11-29 07:16:16 main:574] : INFO : Epoch 1686 | loss: 0.00322557 | val_loss: 0.00324239 | Time: 2252.69 ms [2021-11-29 07:16:18 main:574] : INFO : Epoch 1687 | loss: 0.00320204 | val_loss: 0.00318795 | Time: 2230.38 ms [2021-11-29 07:16:20 main:574] : INFO : Epoch 1688 | loss: 0.00318458 | val_loss: 0.00319971 | Time: 2246.39 ms [2021-11-29 07:16:23 main:574] : INFO : Epoch 1689 | loss: 0.00317898 | val_loss: 0.0031707 | Time: 2223.7 ms [2021-11-29 07:16:25 main:574] : INFO : Epoch 1690 | loss: 0.00315488 | val_loss: 0.00314314 | Time: 2251.36 ms [2021-11-29 07:16:27 main:574] : INFO : Epoch 1691 | loss: 0.00313977 | val_loss: 0.00312643 | Time: 2276.12 ms [2021-11-29 07:16:29 main:574] : INFO : Epoch 1692 | loss: 0.00313646 | val_loss: 0.0031219 | Time: 2240 ms [2021-11-29 07:16:32 main:574] : INFO : Epoch 1693 | loss: 0.00314272 | val_loss: 0.00318524 | Time: 2229.84 ms [2021-11-29 07:16:34 main:574] : INFO : Epoch 1694 | loss: 0.00330325 | val_loss: 0.00325951 | Time: 2266.39 ms [2021-11-29 07:16:36 main:574] : INFO : Epoch 1695 | loss: 0.00338777 | val_loss: 0.00322582 | Time: 2273.57 ms [2021-11-29 07:16:38 main:574] : INFO : Epoch 1696 | loss: 0.00317673 | val_loss: 0.00310516 | Time: 2226.3 ms [2021-11-29 07:16:40 main:574] : INFO : Epoch 1697 | loss: 0.00310425 | val_loss: 0.00306949 | Time: 2204.75 ms [2021-11-29 07:16:43 main:574] : INFO : Epoch 1698 | loss: 0.00306941 | val_loss: 0.00305189 | Time: 2218.92 ms [2021-11-29 07:16:45 main:574] : INFO : Epoch 1699 | loss: 0.00299937 | val_loss: 0.00297233 | Time: 2238.4 ms [2021-11-29 07:16:47 main:574] : INFO : Epoch 1700 | loss: 0.00293278 | val_loss: 0.00292276 | Time: 2244.18 ms [2021-11-29 07:16:49 main:574] : INFO : Epoch 1701 | loss: 0.00291226 | val_loss: 0.00291485 | Time: 2227.26 ms [2021-11-29 07:16:52 main:574] : INFO : Epoch 1702 | loss: 0.0028696 | val_loss: 0.00289017 | Time: 2262.97 ms [2021-11-29 07:16:54 main:574] : INFO : Epoch 1703 | loss: 0.00287897 | val_loss: 0.00285352 | Time: 2266.17 ms [2021-11-29 07:16:56 main:574] : INFO : Epoch 1704 | loss: 0.00289385 | val_loss: 0.00292715 | Time: 2268.82 ms [2021-11-29 07:16:58 main:574] : INFO : Epoch 1705 | loss: 0.00287816 | val_loss: 0.00293142 | Time: 2240.23 ms [2021-11-29 07:17:01 main:574] : INFO : Epoch 1706 | loss: 0.00282714 | val_loss: 0.00281098 | Time: 2217.17 ms [2021-11-29 07:17:03 main:574] : INFO : Epoch 1707 | loss: 0.00279279 | val_loss: 0.00282045 | Time: 2230.83 ms [2021-11-29 07:17:05 main:574] : INFO : Epoch 1708 | loss: 0.00288662 | val_loss: 0.00295089 | Time: 2234.34 ms [2021-11-29 07:17:07 main:574] : INFO : Epoch 1709 | loss: 0.0030895 | val_loss: 0.00302289 | Time: 2225.24 ms [2021-11-29 07:17:10 main:574] : INFO : Epoch 1710 | loss: 0.00305306 | val_loss: 0.00322269 | Time: 2234.97 ms [2021-11-29 07:17:12 main:574] : INFO : Epoch 1711 | loss: 0.00305718 | val_loss: 0.00288666 | Time: 2224.7 ms [2021-11-29 07:17:14 main:574] : INFO : Epoch 1712 | loss: 0.00285573 | val_loss: 0.00279169 | Time: 2238.58 ms [2021-11-29 07:17:16 main:574] : INFO : Epoch 1713 | loss: 0.00277062 | val_loss: 0.00276338 | Time: 2222.12 ms [2021-11-29 07:17:19 main:574] : INFO : Epoch 1714 | loss: 0.00273315 | val_loss: 0.00274227 | Time: 2260.43 ms [2021-11-29 07:17:21 main:574] : INFO : Epoch 1715 | loss: 0.00270802 | val_loss: 0.00272806 | Time: 2227.2 ms [2021-11-29 07:17:23 main:574] : INFO : Epoch 1716 | loss: 0.00269725 | val_loss: 0.00271303 | Time: 2254.75 ms [2021-11-29 07:17:25 main:574] : INFO : Epoch 1717 | loss: 0.00269464 | val_loss: 0.0027044 | Time: 2254.72 ms [2021-11-29 07:17:28 main:574] : INFO : Epoch 1718 | loss: 0.00268945 | val_loss: 0.0027367 | Time: 2259.37 ms [2021-11-29 07:17:30 main:574] : INFO : Epoch 1719 | loss: 0.0026945 | val_loss: 0.00270884 | Time: 2225.54 ms [2021-11-29 07:17:32 main:574] : INFO : Epoch 1720 | loss: 0.00271207 | val_loss: 0.00282367 | Time: 2219.54 ms [2021-11-29 07:17:34 main:574] : INFO : Epoch 1721 | loss: 0.00277677 | val_loss: 0.0027486 | Time: 2262.4 ms [2021-11-29 07:17:37 main:574] : INFO : Epoch 1722 | loss: 0.00269592 | val_loss: 0.00271623 | Time: 2244.34 ms [2021-11-29 07:17:39 main:574] : INFO : Epoch 1723 | loss: 0.00269133 | val_loss: 0.0027234 | Time: 2208.36 ms [2021-11-29 07:17:41 main:574] : INFO : Epoch 1724 | loss: 0.00290457 | val_loss: 0.00280308 | Time: 2230.25 ms [2021-11-29 07:17:43 main:574] : INFO : Epoch 1725 | loss: 0.00270618 | val_loss: 0.00263626 | Time: 2252.62 ms [2021-11-29 07:17:46 main:574] : INFO : Epoch 1726 | loss: 0.00260558 | val_loss: 0.00261991 | Time: 2237.33 ms [2021-11-29 07:17:48 main:574] : INFO : Epoch 1727 | loss: 0.00260224 | val_loss: 0.002634 | Time: 2248.25 ms [2021-11-29 07:17:50 main:574] : INFO : Epoch 1728 | loss: 0.00260601 | val_loss: 0.00267007 | Time: 2224.39 ms [2021-11-29 07:17:52 main:574] : INFO : Epoch 1729 | loss: 0.00280112 | val_loss: 0.00306912 | Time: 2274.29 ms [2021-11-29 07:17:54 main:574] : INFO : Epoch 1730 | loss: 0.00344554 | val_loss: 0.00352209 | Time: 2226.18 ms [2021-11-29 07:17:57 main:574] : INFO : Epoch 1731 | loss: 0.00350758 | val_loss: 0.00307415 | Time: 2241.44 ms [2021-11-29 07:17:59 main:574] : INFO : Epoch 1732 | loss: 0.00285827 | val_loss: 0.00278893 | Time: 2260.51 ms [2021-11-29 07:18:01 main:574] : INFO : Epoch 1733 | loss: 0.00268489 | val_loss: 0.00264676 | Time: 2244.31 ms [2021-11-29 07:18:04 main:574] : INFO : Epoch 1734 | loss: 0.00260333 | val_loss: 0.00262316 | Time: 2254.66 ms [2021-11-29 07:18:06 main:574] : INFO : Epoch 1735 | loss: 0.00260324 | val_loss: 0.00264145 | Time: 2210.62 ms [2021-11-29 07:18:08 main:574] : INFO : Epoch 1736 | loss: 0.00256907 | val_loss: 0.0025737 | Time: 2229.38 ms [2021-11-29 07:18:10 main:574] : INFO : Epoch 1737 | loss: 0.0025449 | val_loss: 0.00255629 | Time: 2232.66 ms [2021-11-29 07:18:12 main:574] : INFO : Epoch 1738 | loss: 0.0025199 | val_loss: 0.00253972 | Time: 2222.18 ms [2021-11-29 07:18:15 main:574] : INFO : Epoch 1739 | loss: 0.00258825 | val_loss: 0.00253909 | Time: 2248.63 ms [2021-11-29 07:18:17 main:574] : INFO : Epoch 1740 | loss: 0.00252176 | val_loss: 0.00251861 | Time: 2226.57 ms [2021-11-29 07:18:19 main:574] : INFO : Epoch 1741 | loss: 0.00250779 | val_loss: 0.00255318 | Time: 2235.1 ms [2021-11-29 07:18:21 main:574] : INFO : Epoch 1742 | loss: 0.0025044 | val_loss: 0.00250678 | Time: 2247.43 ms [2021-11-29 07:18:24 main:574] : INFO : Epoch 1743 | loss: 0.00249138 | val_loss: 0.00251778 | Time: 2254.79 ms [2021-11-29 07:18:26 main:574] : INFO : Epoch 1744 | loss: 0.00250223 | val_loss: 0.00250622 | Time: 2224.76 ms [2021-11-29 07:18:28 main:574] : INFO : Epoch 1745 | loss: 0.00250139 | val_loss: 0.00247435 | Time: 2261.6 ms [2021-11-29 07:18:30 main:574] : INFO : Epoch 1746 | loss: 0.00262292 | val_loss: 0.00262573 | Time: 2266.12 ms [2021-11-29 07:18:33 main:574] : INFO : Epoch 1747 | loss: 0.00308401 | val_loss: 0.00320918 | Time: 2271.72 ms [2021-11-29 07:18:35 main:574] : INFO : Epoch 1748 | loss: 0.00285806 | val_loss: 0.00271497 | Time: 2232.71 ms [2021-11-29 07:18:37 main:574] : INFO : Epoch 1749 | loss: 0.00258115 | val_loss: 0.00252933 | Time: 2264.19 ms [2021-11-29 07:18:39 main:574] : INFO : Epoch 1750 | loss: 0.00245082 | val_loss: 0.00244209 | Time: 2235.49 ms [2021-11-29 07:18:42 main:574] : INFO : Epoch 1751 | loss: 0.00242404 | val_loss: 0.00242606 | Time: 2225.26 ms [2021-11-29 07:18:44 main:574] : INFO : Epoch 1752 | loss: 0.00241105 | val_loss: 0.00242513 | Time: 2240.16 ms [2021-11-29 07:18:46 main:574] : INFO : Epoch 1753 | loss: 0.00240371 | val_loss: 0.00241999 | Time: 2254.28 ms [2021-11-29 07:18:48 main:574] : INFO : Epoch 1754 | loss: 0.00240521 | val_loss: 0.00242459 | Time: 2228.46 ms [2021-11-29 07:18:51 main:574] : INFO : Epoch 1755 | loss: 0.00238831 | val_loss: 0.00240072 | Time: 2242.01 ms [2021-11-29 07:18:53 main:574] : INFO : Epoch 1756 | loss: 0.00238406 | val_loss: 0.00238653 | Time: 2236.45 ms [2021-11-29 07:18:55 main:574] : INFO : Epoch 1757 | loss: 0.00239248 | val_loss: 0.00242551 | Time: 2236.98 ms [2021-11-29 07:18:57 main:574] : INFO : Epoch 1758 | loss: 0.00240748 | val_loss: 0.00243512 | Time: 2238.21 ms [2021-11-29 07:19:00 main:574] : INFO : Epoch 1759 | loss: 0.00242698 | val_loss: 0.00239774 | Time: 2191.25 ms [2021-11-29 07:19:02 main:574] : INFO : Epoch 1760 | loss: 0.00236279 | val_loss: 0.00236464 | Time: 2241.84 ms [2021-11-29 07:19:04 main:574] : INFO : Epoch 1761 | loss: 0.00234707 | val_loss: 0.00242194 | Time: 2241.41 ms [2021-11-29 07:19:06 main:574] : INFO : Epoch 1762 | loss: 0.00237002 | val_loss: 0.00245383 | Time: 2244.18 ms [2021-11-29 07:19:09 main:574] : INFO : Epoch 1763 | loss: 0.00252343 | val_loss: 0.00241472 | Time: 2246.82 ms [2021-11-29 07:19:11 main:574] : INFO : Epoch 1764 | loss: 0.00263188 | val_loss: 0.00248405 | Time: 2229.47 ms [2021-11-29 07:19:13 main:574] : INFO : Epoch 1765 | loss: 0.00276821 | val_loss: 0.00296797 | Time: 2204.89 ms [2021-11-29 07:19:15 main:574] : INFO : Epoch 1766 | loss: 0.00341509 | val_loss: 0.00490667 | Time: 2249.61 ms [2021-11-29 07:19:17 main:574] : INFO : Epoch 1767 | loss: 0.00361108 | val_loss: 0.00304277 | Time: 2227.74 ms [2021-11-29 07:19:20 main:574] : INFO : Epoch 1768 | loss: 0.00285012 | val_loss: 0.00271128 | Time: 2218.45 ms [2021-11-29 07:19:22 main:574] : INFO : Epoch 1769 | loss: 0.00264957 | val_loss: 0.00259477 | Time: 2258.31 ms [2021-11-29 07:19:24 main:574] : INFO : Epoch 1770 | loss: 0.00298186 | val_loss: 0.00279798 | Time: 2260.89 ms [2021-11-29 07:19:26 main:574] : INFO : Epoch 1771 | loss: 0.00261922 | val_loss: 0.00252543 | Time: 2210.8 ms [2021-11-29 07:19:29 main:574] : INFO : Epoch 1772 | loss: 0.0024824 | val_loss: 0.00241988 | Time: 2252.52 ms [2021-11-29 07:19:31 main:574] : INFO : Epoch 1773 | loss: 0.00239722 | val_loss: 0.00239114 | Time: 2209.95 ms [2021-11-29 07:19:33 main:574] : INFO : Epoch 1774 | loss: 0.00237093 | val_loss: 0.00236588 | Time: 2241.83 ms [2021-11-29 07:19:35 main:574] : INFO : Epoch 1775 | loss: 0.00237752 | val_loss: 0.0023554 | Time: 2256.98 ms [2021-11-29 07:19:38 main:574] : INFO : Epoch 1776 | loss: 0.00239354 | val_loss: 0.00259742 | Time: 2217.67 ms [2021-11-29 07:19:40 main:574] : INFO : Epoch 1777 | loss: 0.00313933 | val_loss: 0.00378696 | Time: 2261.85 ms [2021-11-29 07:19:42 main:574] : INFO : Epoch 1778 | loss: 0.00307519 | val_loss: 0.00271032 | Time: 2204.94 ms [2021-11-29 07:19:44 main:574] : INFO : Epoch 1779 | loss: 0.00256179 | val_loss: 0.00243728 | Time: 2252.62 ms [2021-11-29 07:19:47 main:574] : INFO : Epoch 1780 | loss: 0.00241481 | val_loss: 0.00237617 | Time: 2245.14 ms [2021-11-29 07:19:49 main:574] : INFO : Epoch 1781 | loss: 0.00236992 | val_loss: 0.00234418 | Time: 2241.88 ms [2021-11-29 07:19:51 main:574] : INFO : Epoch 1782 | loss: 0.00234927 | val_loss: 0.00234687 | Time: 2251.69 ms [2021-11-29 07:19:53 main:574] : INFO : Epoch 1783 | loss: 0.00233213 | val_loss: 0.00233039 | Time: 2246.65 ms [2021-11-29 07:19:56 main:574] : INFO : Epoch 1784 | loss: 0.00232746 | val_loss: 0.00231708 | Time: 2289.59 ms [2021-11-29 07:19:58 main:574] : INFO : Epoch 1785 | loss: 0.00230912 | val_loss: 0.00228628 | Time: 2248.68 ms [2021-11-29 07:20:00 main:574] : INFO : Epoch 1786 | loss: 0.00228972 | val_loss: 0.00227713 | Time: 2238.1 ms [2021-11-29 07:20:02 main:574] : INFO : Epoch 1787 | loss: 0.00228829 | val_loss: 0.00231107 | Time: 2241.1 ms [2021-11-29 07:20:05 main:574] : INFO : Epoch 1788 | loss: 0.0022872 | val_loss: 0.00226648 | Time: 2264.07 ms [2021-11-29 07:20:07 main:574] : INFO : Epoch 1789 | loss: 0.00226541 | val_loss: 0.00226716 | Time: 2228.69 ms [2021-11-29 07:20:09 main:574] : INFO : Epoch 1790 | loss: 0.00226308 | val_loss: 0.00227947 | Time: 2245.97 ms [2021-11-29 07:20:11 main:574] : INFO : Epoch 1791 | loss: 0.00225515 | val_loss: 0.00225586 | Time: 2213.65 ms [2021-11-29 07:20:14 main:574] : INFO : Epoch 1792 | loss: 0.00224789 | val_loss: 0.00225227 | Time: 2247.45 ms [2021-11-29 07:20:16 main:574] : INFO : Epoch 1793 | loss: 0.00225805 | val_loss: 0.00227494 | Time: 2213.25 ms [2021-11-29 07:20:18 main:574] : INFO : Epoch 1794 | loss: 0.00233117 | val_loss: 0.00226419 | Time: 2215.72 ms [2021-11-29 07:20:20 main:574] : INFO : Epoch 1795 | loss: 0.00227249 | val_loss: 0.00222596 | Time: 2228.97 ms [2021-11-29 07:20:22 main:574] : INFO : Epoch 1796 | loss: 0.00224933 | val_loss: 0.00221464 | Time: 2231.47 ms [2021-11-29 07:20:25 main:574] : INFO : Epoch 1797 | loss: 0.00221404 | val_loss: 0.00223115 | Time: 2189.44 ms [2021-11-29 07:20:27 main:574] : INFO : Epoch 1798 | loss: 0.00222854 | val_loss: 0.00220699 | Time: 2233.59 ms [2021-11-29 07:20:29 main:574] : INFO : Epoch 1799 | loss: 0.00224862 | val_loss: 0.00221474 | Time: 2235.57 ms [2021-11-29 07:20:31 main:574] : INFO : Epoch 1800 | loss: 0.00221276 | val_loss: 0.00220268 | Time: 2263.57 ms [2021-11-29 07:20:34 main:574] : INFO : Epoch 1801 | loss: 0.00223053 | val_loss: 0.00230403 | Time: 2253.83 ms [2021-11-29 07:20:36 main:574] : INFO : Epoch 1802 | loss: 0.00235197 | val_loss: 0.00223249 | Time: 2245.26 ms [2021-11-29 07:20:38 main:574] : INFO : Epoch 1803 | loss: 0.00226263 | val_loss: 0.00222686 | Time: 2230.7 ms [2021-11-29 07:20:40 main:574] : INFO : Epoch 1804 | loss: 0.00229484 | val_loss: 0.00256412 | Time: 2233.59 ms [2021-11-29 07:20:43 main:574] : INFO : Epoch 1805 | loss: 0.00263952 | val_loss: 0.00264708 | Time: 2228.25 ms [2021-11-29 07:20:45 main:574] : INFO : Epoch 1806 | loss: 0.0025868 | val_loss: 0.00246387 | Time: 2229 ms [2021-11-29 07:20:47 main:574] : INFO : Epoch 1807 | loss: 0.00241137 | val_loss: 0.00233724 | Time: 2207.82 ms [2021-11-29 07:20:49 main:574] : INFO : Epoch 1808 | loss: 0.00233748 | val_loss: 0.00232532 | Time: 2234.33 ms [2021-11-29 07:20:52 main:574] : INFO : Epoch 1809 | loss: 0.0023071 | val_loss: 0.00235663 | Time: 2256.14 ms [2021-11-29 07:20:54 main:574] : INFO : Epoch 1810 | loss: 0.00226017 | val_loss: 0.0022566 | Time: 2232.71 ms [2021-11-29 07:20:56 main:574] : INFO : Epoch 1811 | loss: 0.00222464 | val_loss: 0.00219647 | Time: 2304.87 ms [2021-11-29 07:20:58 main:574] : INFO : Epoch 1812 | loss: 0.00220227 | val_loss: 0.00220236 | Time: 2233.38 ms [2021-11-29 07:21:01 main:574] : INFO : Epoch 1813 | loss: 0.00220192 | val_loss: 0.00215452 | Time: 2243.57 ms [2021-11-29 07:21:03 main:574] : INFO : Epoch 1814 | loss: 0.00216516 | val_loss: 0.00215005 | Time: 2234.42 ms [2021-11-29 07:21:05 main:574] : INFO : Epoch 1815 | loss: 0.00219059 | val_loss: 0.00217339 | Time: 2216.61 ms [2021-11-29 07:21:07 main:574] : INFO : Epoch 1816 | loss: 0.00218045 | val_loss: 0.00216044 | Time: 2211.16 ms [2021-11-29 07:21:10 main:574] : INFO : Epoch 1817 | loss: 0.00217913 | val_loss: 0.00223843 | Time: 2235.05 ms [2021-11-29 07:21:12 main:574] : INFO : Epoch 1818 | loss: 0.00216997 | val_loss: 0.00216899 | Time: 2239.21 ms [2021-11-29 07:21:14 main:574] : INFO : Epoch 1819 | loss: 0.00213628 | val_loss: 0.00216752 | Time: 2228.54 ms [2021-11-29 07:21:16 main:574] : INFO : Epoch 1820 | loss: 0.00214782 | val_loss: 0.00214712 | Time: 2215.59 ms [2021-11-29 07:21:18 main:574] : INFO : Epoch 1821 | loss: 0.0021484 | val_loss: 0.00215044 | Time: 2216.99 ms [2021-11-29 07:21:21 main:574] : INFO : Epoch 1822 | loss: 0.00214332 | val_loss: 0.00213874 | Time: 2218.52 ms [2021-11-29 07:21:23 main:574] : INFO : Epoch 1823 | loss: 0.00222744 | val_loss: 0.00216394 | Time: 2251.3 ms [2021-11-29 07:21:25 main:574] : INFO : Epoch 1824 | loss: 0.00223142 | val_loss: 0.00213509 | Time: 2205.54 ms [2021-11-29 07:21:27 main:574] : INFO : Epoch 1825 | loss: 0.00226036 | val_loss: 0.00238631 | Time: 2228.73 ms [2021-11-29 07:21:30 main:574] : INFO : Epoch 1826 | loss: 0.00244579 | val_loss: 0.00250436 | Time: 2219.08 ms [2021-11-29 07:21:32 main:574] : INFO : Epoch 1827 | loss: 0.00227858 | val_loss: 0.00217207 | Time: 2233.75 ms [2021-11-29 07:21:34 main:574] : INFO : Epoch 1828 | loss: 0.00213538 | val_loss: 0.00214366 | Time: 2211.47 ms [2021-11-29 07:21:36 main:574] : INFO : Epoch 1829 | loss: 0.00218314 | val_loss: 0.00219816 | Time: 2203.71 ms [2021-11-29 07:21:38 main:574] : INFO : Epoch 1830 | loss: 0.0021091 | val_loss: 0.00208893 | Time: 2233.03 ms [2021-11-29 07:21:41 main:574] : INFO : Epoch 1831 | loss: 0.00207885 | val_loss: 0.00209008 | Time: 2228.97 ms [2021-11-29 07:21:43 main:574] : INFO : Epoch 1832 | loss: 0.00207617 | val_loss: 0.00206059 | Time: 2227.78 ms [2021-11-29 07:21:45 main:574] : INFO : Epoch 1833 | loss: 0.00208253 | val_loss: 0.00208939 | Time: 2249.87 ms [2021-11-29 07:21:47 main:574] : INFO : Epoch 1834 | loss: 0.00209233 | val_loss: 0.00210062 | Time: 2203.49 ms [2021-11-29 07:21:50 main:574] : INFO : Epoch 1835 | loss: 0.00213364 | val_loss: 0.00220459 | Time: 2252.54 ms [2021-11-29 07:21:52 main:574] : INFO : Epoch 1836 | loss: 0.00211919 | val_loss: 0.00206977 | Time: 2233.3 ms [2021-11-29 07:21:54 main:574] : INFO : Epoch 1837 | loss: 0.00207214 | val_loss: 0.00205939 | Time: 2232.98 ms [2021-11-29 07:21:56 main:574] : INFO : Epoch 1838 | loss: 0.00207461 | val_loss: 0.00208569 | Time: 2227.99 ms [2021-11-29 07:21:59 main:574] : INFO : Epoch 1839 | loss: 0.00206207 | val_loss: 0.00210762 | Time: 2230.65 ms [2021-11-29 07:22:01 main:574] : INFO : Epoch 1840 | loss: 0.00205677 | val_loss: 0.00206103 | Time: 2229.8 ms [2021-11-29 07:22:03 main:574] : INFO : Epoch 1841 | loss: 0.00206985 | val_loss: 0.00206224 | Time: 2216.74 ms [2021-11-29 07:22:05 main:574] : INFO : Epoch 1842 | loss: 0.00212679 | val_loss: 0.00311936 | Time: 2224.28 ms [2021-11-29 07:22:07 main:574] : INFO : Epoch 1843 | loss: 0.00358814 | val_loss: 0.00352523 | Time: 2234.72 ms [2021-11-29 07:22:10 main:574] : INFO : Epoch 1844 | loss: 0.00367367 | val_loss: 0.00356934 | Time: 2243.78 ms [2021-11-29 07:22:12 main:574] : INFO : Epoch 1845 | loss: 0.00309078 | val_loss: 0.00277381 | Time: 2236.7 ms [2021-11-29 07:22:14 main:574] : INFO : Epoch 1846 | loss: 0.00272988 | val_loss: 0.00279699 | Time: 2216.68 ms [2021-11-29 07:22:16 main:574] : INFO : Epoch 1847 | loss: 0.00270526 | val_loss: 0.00253506 | Time: 2238.52 ms [2021-11-29 07:22:19 main:574] : INFO : Epoch 1848 | loss: 0.00248169 | val_loss: 0.00241043 | Time: 2242.95 ms [2021-11-29 07:22:21 main:574] : INFO : Epoch 1849 | loss: 0.00243018 | val_loss: 0.00234672 | Time: 2226.42 ms [2021-11-29 07:22:23 main:574] : INFO : Epoch 1850 | loss: 0.00232411 | val_loss: 0.00230516 | Time: 2248.7 ms [2021-11-29 07:22:25 main:574] : INFO : Epoch 1851 | loss: 0.00228764 | val_loss: 0.0023156 | Time: 2245.39 ms [2021-11-29 07:22:28 main:574] : INFO : Epoch 1852 | loss: 0.00227372 | val_loss: 0.0022601 | Time: 2229.7 ms [2021-11-29 07:22:30 main:574] : INFO : Epoch 1853 | loss: 0.00224731 | val_loss: 0.00222775 | Time: 2217.97 ms [2021-11-29 07:22:32 main:574] : INFO : Epoch 1854 | loss: 0.002235 | val_loss: 0.00222115 | Time: 2219.54 ms [2021-11-29 07:22:34 main:574] : INFO : Epoch 1855 | loss: 0.00220241 | val_loss: 0.00220309 | Time: 2218.24 ms [2021-11-29 07:22:37 main:574] : INFO : Epoch 1856 | loss: 0.00218252 | val_loss: 0.0021747 | Time: 2238.65 ms [2021-11-29 07:22:39 main:574] : INFO : Epoch 1857 | loss: 0.00215844 | val_loss: 0.00216621 | Time: 2260.62 ms [2021-11-29 07:22:41 main:574] : INFO : Epoch 1858 | loss: 0.00218328 | val_loss: 0.00214353 | Time: 2230.64 ms [2021-11-29 07:22:43 main:574] : INFO : Epoch 1859 | loss: 0.00214295 | val_loss: 0.00213599 | Time: 2216.45 ms [2021-11-29 07:22:46 main:574] : INFO : Epoch 1860 | loss: 0.00213163 | val_loss: 0.00215351 | Time: 2235.6 ms [2021-11-29 07:22:48 main:574] : INFO : Epoch 1861 | loss: 0.00214165 | val_loss: 0.0021325 | Time: 2221.67 ms [2021-11-29 07:22:50 main:574] : INFO : Epoch 1862 | loss: 0.00212123 | val_loss: 0.00211025 | Time: 2245.32 ms [2021-11-29 07:22:52 main:574] : INFO : Epoch 1863 | loss: 0.00210094 | val_loss: 0.00213428 | Time: 2254.23 ms [2021-11-29 07:22:55 main:574] : INFO : Epoch 1864 | loss: 0.0021209 | val_loss: 0.00215369 | Time: 2265.97 ms [2021-11-29 07:22:57 main:574] : INFO : Epoch 1865 | loss: 0.00233449 | val_loss: 0.00300668 | Time: 2230.48 ms [2021-11-29 07:22:59 main:574] : INFO : Epoch 1866 | loss: 0.00262699 | val_loss: 0.00237774 | Time: 2225.57 ms [2021-11-29 07:23:01 main:574] : INFO : Epoch 1867 | loss: 0.00227424 | val_loss: 0.00214413 | Time: 2216.68 ms [2021-11-29 07:23:03 main:574] : INFO : Epoch 1868 | loss: 0.00212266 | val_loss: 0.00208365 | Time: 2230.4 ms [2021-11-29 07:23:06 main:574] : INFO : Epoch 1869 | loss: 0.00206476 | val_loss: 0.0020603 | Time: 2222.76 ms [2021-11-29 07:23:08 main:574] : INFO : Epoch 1870 | loss: 0.00207698 | val_loss: 0.00212313 | Time: 2212.78 ms [2021-11-29 07:23:10 main:574] : INFO : Epoch 1871 | loss: 0.00210237 | val_loss: 0.00229976 | Time: 2221.56 ms [2021-11-29 07:23:12 main:574] : INFO : Epoch 1872 | loss: 0.00255351 | val_loss: 0.00237964 | Time: 2213.34 ms [2021-11-29 07:23:15 main:574] : INFO : Epoch 1873 | loss: 0.00233565 | val_loss: 0.00233907 | Time: 2222.69 ms [2021-11-29 07:23:17 main:574] : INFO : Epoch 1874 | loss: 0.00216856 | val_loss: 0.00208186 | Time: 2208.76 ms [2021-11-29 07:23:19 main:574] : INFO : Epoch 1875 | loss: 0.00204517 | val_loss: 0.00205755 | Time: 2228.15 ms [2021-11-29 07:23:21 main:574] : INFO : Epoch 1876 | loss: 0.00202205 | val_loss: 0.00206374 | Time: 2212.36 ms [2021-11-29 07:23:23 main:574] : INFO : Epoch 1877 | loss: 0.00202351 | val_loss: 0.00204149 | Time: 2225.46 ms [2021-11-29 07:23:26 main:574] : INFO : Epoch 1878 | loss: 0.00202777 | val_loss: 0.00211014 | Time: 2227.07 ms [2021-11-29 07:23:28 main:574] : INFO : Epoch 1879 | loss: 0.00203331 | val_loss: 0.00204352 | Time: 2233.86 ms [2021-11-29 07:23:30 main:574] : INFO : Epoch 1880 | loss: 0.0020158 | val_loss: 0.00207086 | Time: 2225.09 ms [2021-11-29 07:23:32 main:574] : INFO : Epoch 1881 | loss: 0.00200734 | val_loss: 0.00200284 | Time: 2225.08 ms [2021-11-29 07:23:35 main:574] : INFO : Epoch 1882 | loss: 0.00198046 | val_loss: 0.00200827 | Time: 2227.13 ms [2021-11-29 07:23:37 main:574] : INFO : Epoch 1883 | loss: 0.00197793 | val_loss: 0.00202451 | Time: 2244.39 ms [2021-11-29 07:23:39 main:574] : INFO : Epoch 1884 | loss: 0.00199929 | val_loss: 0.0019999 | Time: 2246.08 ms [2021-11-29 07:23:41 main:574] : INFO : Epoch 1885 | loss: 0.0019821 | val_loss: 0.00202664 | Time: 2246.54 ms [2021-11-29 07:23:44 main:574] : INFO : Epoch 1886 | loss: 0.00198774 | val_loss: 0.00197073 | Time: 2229.03 ms [2021-11-29 07:23:46 main:574] : INFO : Epoch 1887 | loss: 0.00195691 | val_loss: 0.00198838 | Time: 2235.46 ms [2021-11-29 07:23:48 main:574] : INFO : Epoch 1888 | loss: 0.00195339 | val_loss: 0.00195836 | Time: 2225.84 ms [2021-11-29 07:23:50 main:574] : INFO : Epoch 1889 | loss: 0.00196688 | val_loss: 0.00199755 | Time: 2253.42 ms [2021-11-29 07:23:53 main:574] : INFO : Epoch 1890 | loss: 0.0020075 | val_loss: 0.00204806 | Time: 2237.13 ms [2021-11-29 07:23:55 main:574] : INFO : Epoch 1891 | loss: 0.00200047 | val_loss: 0.00199814 | Time: 2209.97 ms [2021-11-29 07:23:57 main:574] : INFO : Epoch 1892 | loss: 0.00199106 | val_loss: 0.00197858 | Time: 2248.21 ms [2021-11-29 07:23:59 main:574] : INFO : Epoch 1893 | loss: 0.00194708 | val_loss: 0.00195657 | Time: 2263.36 ms [2021-11-29 07:24:01 main:574] : INFO : Epoch 1894 | loss: 0.00193602 | val_loss: 0.0019419 | Time: 2235.6 ms [2021-11-29 07:24:04 main:574] : INFO : Epoch 1895 | loss: 0.00193969 | val_loss: 0.00197408 | Time: 2241.94 ms [2021-11-29 07:24:06 main:574] : INFO : Epoch 1896 | loss: 0.00218559 | val_loss: 0.00254886 | Time: 2222.81 ms [2021-11-29 07:24:08 main:574] : INFO : Epoch 1897 | loss: 0.00228791 | val_loss: 0.0022277 | Time: 2224.84 ms [2021-11-29 07:24:10 main:574] : INFO : Epoch 1898 | loss: 0.0021141 | val_loss: 0.0020011 | Time: 2225.92 ms [2021-11-29 07:24:13 main:574] : INFO : Epoch 1899 | loss: 0.00197326 | val_loss: 0.00196732 | Time: 2254.43 ms [2021-11-29 07:24:15 main:574] : INFO : Epoch 1900 | loss: 0.0019684 | val_loss: 0.00200674 | Time: 2218.6 ms [2021-11-29 07:24:17 main:574] : INFO : Epoch 1901 | loss: 0.00196247 | val_loss: 0.00195991 | Time: 2223.9 ms [2021-11-29 07:24:19 main:574] : INFO : Epoch 1902 | loss: 0.00195686 | val_loss: 0.00199065 | Time: 2226.18 ms [2021-11-29 07:24:22 main:574] : INFO : Epoch 1903 | loss: 0.00204935 | val_loss: 0.00198282 | Time: 2203.67 ms [2021-11-29 07:24:24 main:574] : INFO : Epoch 1904 | loss: 0.00196791 | val_loss: 0.00197247 | Time: 2250.6 ms [2021-11-29 07:24:26 main:574] : INFO : Epoch 1905 | loss: 0.00204488 | val_loss: 0.00210562 | Time: 2216.17 ms [2021-11-29 07:24:28 main:574] : INFO : Epoch 1906 | loss: 0.001966 | val_loss: 0.00195384 | Time: 2222.87 ms [2021-11-29 07:24:30 main:574] : INFO : Epoch 1907 | loss: 0.00198684 | val_loss: 0.00202093 | Time: 2238.11 ms [2021-11-29 07:24:33 main:574] : INFO : Epoch 1908 | loss: 0.00197012 | val_loss: 0.00202756 | Time: 2233.46 ms [2021-11-29 07:24:35 main:574] : INFO : Epoch 1909 | loss: 0.00197001 | val_loss: 0.00197938 | Time: 2234.56 ms [2021-11-29 07:24:37 main:574] : INFO : Epoch 1910 | loss: 0.00198851 | val_loss: 0.00198127 | Time: 2222.42 ms [2021-11-29 07:24:39 main:574] : INFO : Epoch 1911 | loss: 0.00204755 | val_loss: 0.00207452 | Time: 2263.44 ms [2021-11-29 07:24:42 main:574] : INFO : Epoch 1912 | loss: 0.00202019 | val_loss: 0.00195991 | Time: 2229.29 ms [2021-11-29 07:24:44 main:574] : INFO : Epoch 1913 | loss: 0.00195767 | val_loss: 0.00198586 | Time: 2261.47 ms [2021-11-29 07:24:46 main:574] : INFO : Epoch 1914 | loss: 0.00202537 | val_loss: 0.00207894 | Time: 2219.98 ms [2021-11-29 07:24:48 main:574] : INFO : Epoch 1915 | loss: 0.00196897 | val_loss: 0.00211505 | Time: 2263.83 ms [2021-11-29 07:24:51 main:574] : INFO : Epoch 1916 | loss: 0.00243825 | val_loss: 0.00247788 | Time: 2234.36 ms [2021-11-29 07:24:53 main:574] : INFO : Epoch 1917 | loss: 0.00218444 | val_loss: 0.00201229 | Time: 2219.73 ms [2021-11-29 07:24:55 main:574] : INFO : Epoch 1918 | loss: 0.00196296 | val_loss: 0.00196053 | Time: 2230.58 ms [2021-11-29 07:24:57 main:574] : INFO : Epoch 1919 | loss: 0.00191139 | val_loss: 0.00194516 | Time: 2212.11 ms [2021-11-29 07:25:00 main:574] : INFO : Epoch 1920 | loss: 0.00190272 | val_loss: 0.0019433 | Time: 2218.24 ms [2021-11-29 07:25:02 main:574] : INFO : Epoch 1921 | loss: 0.00187749 | val_loss: 0.00190388 | Time: 2229.28 ms [2021-11-29 07:25:04 main:574] : INFO : Epoch 1922 | loss: 0.00188818 | val_loss: 0.00191832 | Time: 2196.93 ms [2021-11-29 07:25:06 main:574] : INFO : Epoch 1923 | loss: 0.00187746 | val_loss: 0.00203027 | Time: 2250.51 ms [2021-11-29 07:25:08 main:574] : INFO : Epoch 1924 | loss: 0.00192172 | val_loss: 0.00192292 | Time: 2233.34 ms [2021-11-29 07:25:11 main:574] : INFO : Epoch 1925 | loss: 0.0018754 | val_loss: 0.00189082 | Time: 2224.19 ms [2021-11-29 07:25:13 main:574] : INFO : Epoch 1926 | loss: 0.00199671 | val_loss: 0.00260706 | Time: 2211.86 ms [2021-11-29 07:25:15 main:574] : INFO : Epoch 1927 | loss: 0.00271668 | val_loss: 0.00297891 | Time: 2245.22 ms [2021-11-29 07:25:17 main:574] : INFO : Epoch 1928 | loss: 0.00274033 | val_loss: 0.00221883 | Time: 2251.14 ms [2021-11-29 07:25:20 main:574] : INFO : Epoch 1929 | loss: 0.00208731 | val_loss: 0.00199225 | Time: 2258.96 ms [2021-11-29 07:25:22 main:574] : INFO : Epoch 1930 | loss: 0.00192475 | val_loss: 0.00192824 | Time: 2217.14 ms [2021-11-29 07:25:24 main:574] : INFO : Epoch 1931 | loss: 0.00188157 | val_loss: 0.00192544 | Time: 2232.04 ms [2021-11-29 07:25:26 main:574] : INFO : Epoch 1932 | loss: 0.00187353 | val_loss: 0.0019037 | Time: 2220.88 ms [2021-11-29 07:25:29 main:574] : INFO : Epoch 1933 | loss: 0.00186373 | val_loss: 0.00190107 | Time: 2241.76 ms [2021-11-29 07:25:31 main:574] : INFO : Epoch 1934 | loss: 0.00184285 | val_loss: 0.00188102 | Time: 2251.5 ms [2021-11-29 07:25:33 main:574] : INFO : Epoch 1935 | loss: 0.00184555 | val_loss: 0.00188738 | Time: 2207.53 ms [2021-11-29 07:25:35 main:574] : INFO : Epoch 1936 | loss: 0.00185127 | val_loss: 0.00189343 | Time: 2239.82 ms [2021-11-29 07:25:38 main:574] : INFO : Epoch 1937 | loss: 0.00185016 | val_loss: 0.00187906 | Time: 2220.01 ms [2021-11-29 07:25:40 main:574] : INFO : Epoch 1938 | loss: 0.00183742 | val_loss: 0.00189077 | Time: 2229.24 ms [2021-11-29 07:25:42 main:574] : INFO : Epoch 1939 | loss: 0.00185507 | val_loss: 0.00189662 | Time: 2230.56 ms [2021-11-29 07:25:44 main:574] : INFO : Epoch 1940 | loss: 0.0018486 | val_loss: 0.00188439 | Time: 2221.64 ms [2021-11-29 07:25:46 main:574] : INFO : Epoch 1941 | loss: 0.00184152 | val_loss: 0.00192067 | Time: 2223.54 ms [2021-11-29 07:25:49 main:574] : INFO : Epoch 1942 | loss: 0.00184475 | val_loss: 0.00199866 | Time: 2230.45 ms [2021-11-29 07:25:51 main:574] : INFO : Epoch 1943 | loss: 0.00188292 | val_loss: 0.00189411 | Time: 2243.28 ms [2021-11-29 07:25:53 main:574] : INFO : Epoch 1944 | loss: 0.00183449 | val_loss: 0.00186407 | Time: 2253.68 ms [2021-11-29 07:25:55 main:574] : INFO : Epoch 1945 | loss: 0.0018492 | val_loss: 0.00201779 | Time: 2227.17 ms [2021-11-29 07:25:58 main:574] : INFO : Epoch 1946 | loss: 0.00207185 | val_loss: 0.00216732 | Time: 2256.89 ms [2021-11-29 07:26:00 main:574] : INFO : Epoch 1947 | loss: 0.00198472 | val_loss: 0.00194447 | Time: 2231.05 ms [2021-11-29 07:26:02 main:574] : INFO : Epoch 1948 | loss: 0.00190725 | val_loss: 0.00192293 | Time: 2244.29 ms [2021-11-29 07:26:04 main:574] : INFO : Epoch 1949 | loss: 0.00190173 | val_loss: 0.00200288 | Time: 2237.88 ms [2021-11-29 07:26:07 main:574] : INFO : Epoch 1950 | loss: 0.00188525 | val_loss: 0.00190002 | Time: 2249.33 ms [2021-11-29 07:26:09 main:574] : INFO : Epoch 1951 | loss: 0.00191695 | val_loss: 0.00198165 | Time: 2237.43 ms [2021-11-29 07:26:11 main:574] : INFO : Epoch 1952 | loss: 0.00194415 | val_loss: 0.00203682 | Time: 2229.48 ms [2021-11-29 07:26:13 main:574] : INFO : Epoch 1953 | loss: 0.00184386 | val_loss: 0.00186044 | Time: 2276.52 ms [2021-11-29 07:26:16 main:574] : INFO : Epoch 1954 | loss: 0.00181183 | val_loss: 0.0018499 | Time: 2237.7 ms [2021-11-29 07:26:18 main:574] : INFO : Epoch 1955 | loss: 0.00180369 | val_loss: 0.00183365 | Time: 2230.75 ms [2021-11-29 07:26:20 main:574] : INFO : Epoch 1956 | loss: 0.00178719 | val_loss: 0.00182597 | Time: 2266.33 ms [2021-11-29 07:26:22 main:574] : INFO : Epoch 1957 | loss: 0.00180268 | val_loss: 0.00182662 | Time: 2248.06 ms [2021-11-29 07:26:25 main:574] : INFO : Epoch 1958 | loss: 0.00178263 | val_loss: 0.001828 | Time: 2251.51 ms [2021-11-29 07:26:27 main:574] : INFO : Epoch 1959 | loss: 0.00179112 | val_loss: 0.00182722 | Time: 2230.95 ms [2021-11-29 07:26:29 main:574] : INFO : Epoch 1960 | loss: 0.00179332 | val_loss: 0.00190142 | Time: 2227.22 ms [2021-11-29 07:26:31 main:574] : INFO : Epoch 1961 | loss: 0.00189478 | val_loss: 0.00185766 | Time: 2213.68 ms [2021-11-29 07:26:34 main:574] : INFO : Epoch 1962 | loss: 0.00189942 | val_loss: 0.0019448 | Time: 2240.99 ms [2021-11-29 07:26:36 main:574] : INFO : Epoch 1963 | loss: 0.00189315 | val_loss: 0.00187698 | Time: 2216.56 ms [2021-11-29 07:26:38 main:574] : INFO : Epoch 1964 | loss: 0.00205784 | val_loss: 0.00221549 | Time: 2233.11 ms [2021-11-29 07:26:40 main:574] : INFO : Epoch 1965 | loss: 0.00397342 | val_loss: 0.00430878 | Time: 2213.44 ms [2021-11-29 07:26:42 main:574] : INFO : Epoch 1966 | loss: 0.00400946 | val_loss: 0.00267678 | Time: 2216.29 ms [2021-11-29 07:26:45 main:574] : INFO : Epoch 1967 | loss: 0.0025025 | val_loss: 0.00214803 | Time: 2235.9 ms [2021-11-29 07:26:47 main:574] : INFO : Epoch 1968 | loss: 0.00202408 | val_loss: 0.00193907 | Time: 2214.02 ms [2021-11-29 07:26:49 main:574] : INFO : Epoch 1969 | loss: 0.00189822 | val_loss: 0.00189744 | Time: 2229.55 ms [2021-11-29 07:26:51 main:574] : INFO : Epoch 1970 | loss: 0.00185464 | val_loss: 0.00185215 | Time: 2224.28 ms [2021-11-29 07:26:54 main:574] : INFO : Epoch 1971 | loss: 0.00182431 | val_loss: 0.00182979 | Time: 2219.67 ms [2021-11-29 07:26:56 main:574] : INFO : Epoch 1972 | loss: 0.00180107 | val_loss: 0.001829 | Time: 2234.33 ms [2021-11-29 07:26:58 main:574] : INFO : Epoch 1973 | loss: 0.00197352 | val_loss: 0.00202079 | Time: 2234.62 ms [2021-11-29 07:27:00 main:574] : INFO : Epoch 1974 | loss: 0.00202198 | val_loss: 0.00199223 | Time: 2217.71 ms [2021-11-29 07:27:03 main:574] : INFO : Epoch 1975 | loss: 0.00243217 | val_loss: 0.00327419 | Time: 2233.97 ms [2021-11-29 07:27:05 main:574] : INFO : Epoch 1976 | loss: 0.00268479 | val_loss: 0.00213685 | Time: 2232.62 ms [2021-11-29 07:27:07 main:574] : INFO : Epoch 1977 | loss: 0.0020583 | val_loss: 0.00196193 | Time: 2222.92 ms [2021-11-29 07:27:09 main:574] : INFO : Epoch 1978 | loss: 0.00186067 | val_loss: 0.00184502 | Time: 2225.06 ms [2021-11-29 07:27:12 main:574] : INFO : Epoch 1979 | loss: 0.00180376 | val_loss: 0.00180957 | Time: 2231.71 ms [2021-11-29 07:27:14 main:574] : INFO : Epoch 1980 | loss: 0.00179398 | val_loss: 0.00179494 | Time: 2256.09 ms [2021-11-29 07:27:16 main:574] : INFO : Epoch 1981 | loss: 0.00177777 | val_loss: 0.0017793 | Time: 2247.43 ms [2021-11-29 07:27:18 main:574] : INFO : Epoch 1982 | loss: 0.00176446 | val_loss: 0.00177374 | Time: 2228.73 ms [2021-11-29 07:27:20 main:574] : INFO : Epoch 1983 | loss: 0.00177905 | val_loss: 0.0018182 | Time: 2219.13 ms [2021-11-29 07:27:23 main:574] : INFO : Epoch 1984 | loss: 0.0017707 | val_loss: 0.00177685 | Time: 2232.56 ms [2021-11-29 07:27:25 main:574] : INFO : Epoch 1985 | loss: 0.00176981 | val_loss: 0.00178721 | Time: 2220.98 ms [2021-11-29 07:27:27 main:574] : INFO : Epoch 1986 | loss: 0.00175673 | val_loss: 0.00176972 | Time: 2223.06 ms [2021-11-29 07:27:29 main:574] : INFO : Epoch 1987 | loss: 0.00174657 | val_loss: 0.0017702 | Time: 2222.06 ms [2021-11-29 07:27:32 main:574] : INFO : Epoch 1988 | loss: 0.00175759 | val_loss: 0.00176264 | Time: 2247.02 ms [2021-11-29 07:27:34 main:574] : INFO : Epoch 1989 | loss: 0.00174316 | val_loss: 0.00179118 | Time: 2220.11 ms [2021-11-29 07:27:36 main:574] : INFO : Epoch 1990 | loss: 0.00176765 | val_loss: 0.00196022 | Time: 2235.54 ms [2021-11-29 07:27:38 main:574] : INFO : Epoch 1991 | loss: 0.00185551 | val_loss: 0.00177827 | Time: 2235.87 ms [2021-11-29 07:27:41 main:574] : INFO : Epoch 1992 | loss: 0.00176174 | val_loss: 0.00176938 | Time: 2217.66 ms [2021-11-29 07:27:43 main:574] : INFO : Epoch 1993 | loss: 0.00177544 | val_loss: 0.0017835 | Time: 2237.84 ms [2021-11-29 07:27:45 main:574] : INFO : Epoch 1994 | loss: 0.00174539 | val_loss: 0.00178087 | Time: 2213.32 ms [2021-11-29 07:27:47 main:574] : INFO : Epoch 1995 | loss: 0.00179346 | val_loss: 0.00176312 | Time: 2225.44 ms [2021-11-29 07:27:49 main:574] : INFO : Epoch 1996 | loss: 0.00174278 | val_loss: 0.00174452 | Time: 2240.98 ms [2021-11-29 07:27:52 main:574] : INFO : Epoch 1997 | loss: 0.00171945 | val_loss: 0.00175171 | Time: 2235.74 ms [2021-11-29 07:27:54 main:574] : INFO : Epoch 1998 | loss: 0.00173623 | val_loss: 0.00176141 | Time: 2226.74 ms [2021-11-29 07:27:56 main:574] : INFO : Epoch 1999 | loss: 0.00175254 | val_loss: 0.0017386 | Time: 2217.42 ms [2021-11-29 07:27:58 main:574] : INFO : Epoch 2000 | loss: 0.00177462 | val_loss: 0.00181362 | Time: 2234.43 ms [2021-11-29 07:28:01 main:574] : INFO : Epoch 2001 | loss: 0.00176714 | val_loss: 0.00174864 | Time: 2227.25 ms [2021-11-29 07:28:03 main:574] : INFO : Epoch 2002 | loss: 0.00174199 | val_loss: 0.00175564 | Time: 2222.18 ms [2021-11-29 07:28:05 main:574] : INFO : Epoch 2003 | loss: 0.00172613 | val_loss: 0.00171976 | Time: 2239.71 ms [2021-11-29 07:28:07 main:574] : INFO : Epoch 2004 | loss: 0.00173395 | val_loss: 0.00174143 | Time: 2223.83 ms [2021-11-29 07:28:10 main:574] : INFO : Epoch 2005 | loss: 0.00170683 | val_loss: 0.00173747 | Time: 2229.53 ms [2021-11-29 07:28:12 main:574] : INFO : Epoch 2006 | loss: 0.00171408 | val_loss: 0.00179065 | Time: 2217.2 ms [2021-11-29 07:28:14 main:574] : INFO : Epoch 2007 | loss: 0.0017243 | val_loss: 0.00172982 | Time: 2253.06 ms [2021-11-29 07:28:16 main:574] : INFO : Epoch 2008 | loss: 0.00176965 | val_loss: 0.00181343 | Time: 2241.66 ms [2021-11-29 07:28:19 main:574] : INFO : Epoch 2009 | loss: 0.00184765 | val_loss: 0.00208268 | Time: 2233.99 ms [2021-11-29 07:28:21 main:574] : INFO : Epoch 2010 | loss: 0.00219252 | val_loss: 0.0025055 | Time: 2231.9 ms [2021-11-29 07:28:23 main:574] : INFO : Epoch 2011 | loss: 0.00256259 | val_loss: 0.00211056 | Time: 2232.36 ms [2021-11-29 07:28:25 main:574] : INFO : Epoch 2012 | loss: 0.00201062 | val_loss: 0.00203165 | Time: 2244.74 ms [2021-11-29 07:28:28 main:574] : INFO : Epoch 2013 | loss: 0.00194136 | val_loss: 0.00179527 | Time: 2273.46 ms [2021-11-29 07:28:30 main:574] : INFO : Epoch 2014 | loss: 0.00178789 | val_loss: 0.00172737 | Time: 2243.88 ms [2021-11-29 07:28:32 main:574] : INFO : Epoch 2015 | loss: 0.0017179 | val_loss: 0.00171587 | Time: 2217.23 ms [2021-11-29 07:28:34 main:574] : INFO : Epoch 2016 | loss: 0.00168893 | val_loss: 0.00176386 | Time: 2248.21 ms [2021-11-29 07:28:36 main:574] : INFO : Epoch 2017 | loss: 0.00170439 | val_loss: 0.00176166 | Time: 2215.6 ms [2021-11-29 07:28:39 main:574] : INFO : Epoch 2018 | loss: 0.0021411 | val_loss: 0.00294264 | Time: 2244.65 ms [2021-11-29 07:28:41 main:574] : INFO : Epoch 2019 | loss: 0.00359794 | val_loss: 0.00326986 | Time: 2242.02 ms [2021-11-29 07:28:43 main:574] : INFO : Epoch 2020 | loss: 0.00248749 | val_loss: 0.00201924 | Time: 2205.68 ms [2021-11-29 07:28:45 main:574] : INFO : Epoch 2021 | loss: 0.00191722 | val_loss: 0.0018327 | Time: 2237.64 ms [2021-11-29 07:28:48 main:574] : INFO : Epoch 2022 | loss: 0.00177318 | val_loss: 0.00175936 | Time: 2212.15 ms [2021-11-29 07:28:50 main:574] : INFO : Epoch 2023 | loss: 0.00173054 | val_loss: 0.00172605 | Time: 2249.28 ms [2021-11-29 07:28:52 main:574] : INFO : Epoch 2024 | loss: 0.0017111 | val_loss: 0.00172544 | Time: 1647.54 ms [2021-11-29 07:28:53 main:574] : INFO : Epoch 2025 | loss: 0.00170791 | val_loss: 0.00171886 | Time: 1704.62 ms [2021-11-29 07:28:55 main:574] : INFO : Epoch 2026 | loss: 0.00170444 | val_loss: 0.00170189 | Time: 1707.27 ms [2021-11-29 07:28:57 main:574] : INFO : Epoch 2027 | loss: 0.00168671 | val_loss: 0.00169931 | Time: 1628.51 ms [2021-11-29 07:28:58 main:574] : INFO : Epoch 2028 | loss: 0.00168851 | val_loss: 0.00171054 | Time: 1638.92 ms [2021-11-29 07:29:00 main:574] : INFO : Epoch 2029 | loss: 0.00168963 | val_loss: 0.00170932 | Time: 1914.76 ms [2021-11-29 07:29:02 main:574] : INFO : Epoch 2030 | loss: 0.0017185 | val_loss: 0.00172166 | Time: 2201.56 ms [2021-11-29 07:29:05 main:574] : INFO : Epoch 2031 | loss: 0.00168626 | val_loss: 0.00169251 | Time: 2203.95 ms [2021-11-29 07:29:07 main:574] : INFO : Epoch 2032 | loss: 0.00166941 | val_loss: 0.00171544 | Time: 2201.77 ms [2021-11-29 07:29:09 main:574] : INFO : Epoch 2033 | loss: 0.00169271 | val_loss: 0.00167689 | Time: 2229.62 ms [2021-11-29 07:29:11 main:574] : INFO : Epoch 2034 | loss: 0.0016574 | val_loss: 0.00167695 | Time: 2240.93 ms [2021-11-29 07:29:13 main:574] : INFO : Epoch 2035 | loss: 0.00165571 | val_loss: 0.00167153 | Time: 2239.93 ms [2021-11-29 07:29:16 main:574] : INFO : Epoch 2036 | loss: 0.00165862 | val_loss: 0.00166768 | Time: 2221.49 ms [2021-11-29 07:29:18 main:574] : INFO : Epoch 2037 | loss: 0.00165249 | val_loss: 0.00166566 | Time: 2257.78 ms [2021-11-29 07:29:20 main:574] : INFO : Epoch 2038 | loss: 0.0017024 | val_loss: 0.00192017 | Time: 2245.15 ms [2021-11-29 07:29:22 main:574] : INFO : Epoch 2039 | loss: 0.0024096 | val_loss: 0.00330361 | Time: 2250.23 ms [2021-11-29 07:29:25 main:574] : INFO : Epoch 2040 | loss: 0.00238498 | val_loss: 0.00185048 | Time: 2222.52 ms [2021-11-29 07:29:27 main:574] : INFO : Epoch 2041 | loss: 0.00193284 | val_loss: 0.00180183 | Time: 2235.13 ms [2021-11-29 07:29:29 main:574] : INFO : Epoch 2042 | loss: 0.00172431 | val_loss: 0.00171721 | Time: 2218.1 ms [2021-11-29 07:29:31 main:574] : INFO : Epoch 2043 | loss: 0.00167263 | val_loss: 0.00167101 | Time: 2232.53 ms [2021-11-29 07:29:34 main:574] : INFO : Epoch 2044 | loss: 0.00165548 | val_loss: 0.00166741 | Time: 2223.46 ms [2021-11-29 07:29:36 main:574] : INFO : Epoch 2045 | loss: 0.00164668 | val_loss: 0.00168559 | Time: 2235.12 ms [2021-11-29 07:29:38 main:574] : INFO : Epoch 2046 | loss: 0.00165791 | val_loss: 0.0016681 | Time: 2256.78 ms [2021-11-29 07:29:40 main:574] : INFO : Epoch 2047 | loss: 0.00163515 | val_loss: 0.00166106 | Time: 2234.7 ms [2021-11-29 07:29:43 main:574] : INFO : Epoch 2048 | loss: 0.0016283 | val_loss: 0.00167122 | Time: 2252.96 ms [2021-11-29 07:29:43 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.00167122 [2021-11-29 07:29:43 main:603] : INFO : Saving end state to config to file [2021-11-29 07:29:43 main:608] : INFO : Success, exiting.. 07:29:43 (3188): 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)