Task 12941406
| Name | ParityModified-1645998325-922-0_1 |
| Workunit | 9383300 |
| Created | 11 Mar 2022, 18:57:57 UTC |
| Sent | 11 Mar 2022, 18:58:29 UTC |
| Report deadline | 19 Mar 2022, 18:58:29 UTC |
| Received | 11 Mar 2022, 21:31:01 UTC |
| Server state | Over |
| Outcome | Validate error |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 18018 |
| Run time | 1 hours 16 min 9 sec |
| CPU time | 1 hours 15 min 19 sec |
| Validate state | Invalid |
| Credit | 0.00 |
| Device peak FLOPS | 4,539.47 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.63 GB |
| Peak swap size | 3.61 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 22-03-12 05:11:43 main:574] : INFO : Epoch 1547 | loss: 0.0312225 | val_loss: 0.0312194 | Time: 2236.52 ms [2022-03-12 05:11:45 main:574] : INFO : Epoch 1548 | loss: 0.0312112 | val_loss: 0.0312131 | Time: 2219.72 ms [2022-03-12 05:11:47 main:574] : INFO : Epoch 1549 | loss: 0.0312044 | val_loss: 0.0312072 | Time: 2235.04 ms [2022-03-12 05:11:50 main:574] : INFO : Epoch 1550 | loss: 0.0312015 | val_loss: 0.0311995 | Time: 2236.79 ms [2022-03-12 05:11:52 main:574] : INFO : Epoch 1551 | loss: 0.0312018 | val_loss: 0.0311927 | Time: 2259.19 ms [2022-03-12 05:11:54 main:574] : INFO : Epoch 1552 | loss: 0.0311951 | val_loss: 0.0311905 | Time: 2240.69 ms [2022-03-12 05:11:56 main:574] : INFO : Epoch 1553 | loss: 0.0311935 | val_loss: 0.0312234 | Time: 2171.97 ms [2022-03-12 05:11:58 main:574] : INFO : Epoch 1554 | loss: 0.0312067 | val_loss: 0.0311893 | Time: 2212.61 ms [2022-03-12 05:12:01 main:574] : INFO : Epoch 1555 | loss: 0.0311931 | val_loss: 0.0312149 | Time: 2203.37 ms [2022-03-12 05:12:03 main:574] : INFO : Epoch 1556 | loss: 0.0311942 | val_loss: 0.0311804 | Time: 2193.66 ms [2022-03-12 05:12:05 main:574] : INFO : Epoch 1557 | loss: 0.0311805 | val_loss: 0.0311801 | Time: 2284.29 ms [2022-03-12 05:12:07 main:574] : INFO : Epoch 1558 | loss: 0.0311824 | val_loss: 0.0311759 | Time: 2299.82 ms [2022-03-12 05:12:10 main:574] : INFO : Epoch 1559 | loss: 0.0311742 | val_loss: 0.0311688 | Time: 2231.14 ms [2022-03-12 05:12:12 main:574] : INFO : Epoch 1560 | loss: 0.0311666 | val_loss: 0.0311507 | Time: 2187.8 ms [2022-03-12 05:12:14 main:574] : INFO : Epoch 1561 | loss: 0.0311413 | val_loss: 0.0311227 | Time: 2163.91 ms [2022-03-12 05:12:16 main:574] : INFO : Epoch 1562 | loss: 0.0311045 | val_loss: 0.0310713 | Time: 2229.31 ms [2022-03-12 05:12:19 main:574] : INFO : Epoch 1563 | loss: 0.0310695 | val_loss: 0.0310235 | Time: 2218.81 ms [2022-03-12 05:12:21 main:574] : INFO : Epoch 1564 | loss: 0.031028 | val_loss: 0.030981 | Time: 2167.36 ms [2022-03-12 05:12:23 main:574] : INFO : Epoch 1565 | loss: 0.0309766 | val_loss: 0.0311108 | Time: 2155.16 ms [2022-03-12 05:12:25 main:574] : INFO : Epoch 1566 | loss: 0.0309498 | val_loss: 0.030825 | Time: 2267.58 ms [2022-03-12 05:12:27 main:574] : INFO : Epoch 1567 | loss: 0.0308047 | val_loss: 0.0307131 | Time: 2293.9 ms [2022-03-12 05:12:30 main:574] : INFO : Epoch 1568 | loss: 0.0306646 | val_loss: 0.0313429 | Time: 2258.76 ms [2022-03-12 05:12:32 main:574] : INFO : Epoch 1569 | loss: 0.0307231 | val_loss: 0.0304567 | Time: 2194.06 ms [2022-03-12 05:12:34 main:574] : INFO : Epoch 1570 | loss: 0.0303514 | val_loss: 0.030183 | Time: 2249.97 ms [2022-03-12 05:12:36 main:574] : INFO : Epoch 1571 | loss: 0.0300782 | val_loss: 0.0298779 | Time: 2205.96 ms [2022-03-12 05:12:39 main:574] : INFO : Epoch 1572 | loss: 0.0296462 | val_loss: 0.0291137 | Time: 2181.94 ms [2022-03-12 05:12:41 main:574] : INFO : Epoch 1573 | loss: 0.0290136 | val_loss: 0.0285195 | Time: 2213.53 ms [2022-03-12 05:12:43 main:574] : INFO : Epoch 1574 | loss: 0.0281678 | val_loss: 0.027809 | Time: 2177.18 ms [2022-03-12 05:12:45 main:574] : INFO : Epoch 1575 | loss: 0.0276723 | val_loss: 0.0273325 | Time: 2208.9 ms [2022-03-12 05:12:47 main:574] : INFO : Epoch 1576 | loss: 0.0272144 | val_loss: 0.0269882 | Time: 2287.42 ms [2022-03-12 05:12:50 main:574] : INFO : Epoch 1577 | loss: 0.026926 | val_loss: 0.0265219 | Time: 2256.83 ms [2022-03-12 05:12:52 main:574] : INFO : Epoch 1578 | loss: 0.0263273 | val_loss: 0.0261239 | Time: 2199.51 ms [2022-03-12 05:12:54 main:574] : INFO : Epoch 1579 | loss: 0.0270137 | val_loss: 0.027853 | Time: 2262.33 ms [2022-03-12 05:12:56 main:574] : INFO : Epoch 1580 | loss: 0.0262426 | val_loss: 0.0244376 | Time: 2225.68 ms [2022-03-12 05:12:59 main:574] : INFO : Epoch 1581 | loss: 0.0236605 | val_loss: 0.0228528 | Time: 2234.77 ms [2022-03-12 05:13:01 main:574] : INFO : Epoch 1582 | loss: 0.0226991 | val_loss: 0.0223387 | Time: 2238.46 ms [2022-03-12 05:13:03 main:574] : INFO : Epoch 1583 | loss: 0.0223218 | val_loss: 0.0220263 | Time: 2177.63 ms [2022-03-12 05:13:05 main:574] : INFO : Epoch 1584 | loss: 0.0221041 | val_loss: 0.0218495 | Time: 2265.47 ms [2022-03-12 05:13:08 main:574] : INFO : Epoch 1585 | loss: 0.0219527 | val_loss: 0.0216379 | Time: 2237.64 ms [2022-03-12 05:13:10 main:574] : INFO : Epoch 1586 | loss: 0.0239275 | val_loss: 0.0233986 | Time: 2223.87 ms [2022-03-12 05:13:12 main:574] : INFO : Epoch 1587 | loss: 0.0222545 | val_loss: 0.0211717 | Time: 2144.92 ms [2022-03-12 05:13:14 main:574] : INFO : Epoch 1588 | loss: 0.020831 | val_loss: 0.0203274 | Time: 2222.49 ms [2022-03-12 05:13:16 main:574] : INFO : Epoch 1589 | loss: 0.0209457 | val_loss: 0.0201894 | Time: 2225.66 ms [2022-03-12 05:13:19 main:574] : INFO : Epoch 1590 | loss: 0.0201046 | val_loss: 0.0196468 | Time: 2180.86 ms [2022-03-12 05:13:21 main:574] : INFO : Epoch 1591 | loss: 0.0195243 | val_loss: 0.0191949 | Time: 2194.94 ms [2022-03-12 05:13:23 main:574] : INFO : Epoch 1592 | loss: 0.0194761 | val_loss: 0.0193809 | Time: 2248.81 ms [2022-03-12 05:13:25 main:574] : INFO : Epoch 1593 | loss: 0.0191548 | val_loss: 0.0188229 | Time: 2179.35 ms [2022-03-12 05:13:27 main:574] : INFO : Epoch 1594 | loss: 0.019076 | val_loss: 0.0186983 | Time: 2198.74 ms [2022-03-12 05:13:30 main:574] : INFO : Epoch 1595 | loss: 0.0190311 | val_loss: 0.0187686 | Time: 2238.58 ms [2022-03-12 05:13:32 main:574] : INFO : Epoch 1596 | loss: 0.0188224 | val_loss: 0.0184815 | Time: 2234.4 ms [2022-03-12 05:13:34 main:574] : INFO : Epoch 1597 | loss: 0.0186577 | val_loss: 0.0184748 | Time: 2230.27 ms [2022-03-12 05:13:36 main:574] : INFO : Epoch 1598 | loss: 0.0185491 | val_loss: 0.0181559 | Time: 2208.11 ms [2022-03-12 05:13:39 main:574] : INFO : Epoch 1599 | loss: 0.0182275 | val_loss: 0.0181413 | Time: 2199.66 ms [2022-03-12 05:13:41 main:574] : INFO : Epoch 1600 | loss: 0.0182708 | val_loss: 0.018127 | Time: 2196.63 ms [2022-03-12 05:13:43 main:574] : INFO : Epoch 1601 | loss: 0.0179796 | val_loss: 0.0175873 | Time: 2243.81 ms [2022-03-12 05:13:45 main:574] : INFO : Epoch 1602 | loss: 0.0177972 | val_loss: 0.0173355 | Time: 2257.7 ms [2022-03-12 05:13:48 main:574] : INFO : Epoch 1603 | loss: 0.0180504 | val_loss: 0.0174068 | Time: 2219.5 ms [2022-03-12 05:13:50 main:574] : INFO : Epoch 1604 | loss: 0.0170171 | val_loss: 0.0164826 | Time: 2357.84 ms [2022-03-12 05:13:52 main:574] : INFO : Epoch 1605 | loss: 0.0168211 | val_loss: 0.0190363 | Time: 2289.41 ms [2022-03-12 05:13:54 main:574] : INFO : Epoch 1606 | loss: 0.0166675 | val_loss: 0.0156658 | Time: 2263.93 ms [2022-03-12 05:13:57 main:574] : INFO : Epoch 1607 | loss: 0.0155051 | val_loss: 0.0149409 | Time: 2224.25 ms [2022-03-12 05:13:59 main:574] : INFO : Epoch 1608 | loss: 0.0148977 | val_loss: 0.0148505 | Time: 2155.46 ms [2022-03-12 05:14:01 main:574] : INFO : Epoch 1609 | loss: 0.0147274 | val_loss: 0.0152057 | Time: 2187.25 ms [2022-03-12 05:14:03 main:574] : INFO : Epoch 1610 | loss: 0.0146278 | val_loss: 0.0149877 | Time: 2235.71 ms [2022-03-12 05:14:05 main:574] : INFO : Epoch 1611 | loss: 0.013823 | val_loss: 0.0132099 | Time: 2180.36 ms [2022-03-12 05:14:08 main:574] : INFO : Epoch 1612 | loss: 0.0131577 | val_loss: 0.0128038 | Time: 2182.18 ms [2022-03-12 05:14:10 main:574] : INFO : Epoch 1613 | loss: 0.0129618 | val_loss: 0.0124415 | Time: 2228.64 ms [2022-03-12 05:14:12 main:574] : INFO : Epoch 1614 | loss: 0.0132393 | val_loss: 0.0120916 | Time: 2165.4 ms [2022-03-12 05:14:14 main:574] : INFO : Epoch 1615 | loss: 0.0126685 | val_loss: 0.0115814 | Time: 2223.67 ms [2022-03-12 05:14:17 main:574] : INFO : Epoch 1616 | loss: 0.0117655 | val_loss: 0.0112357 | Time: 2229.74 ms [2022-03-12 05:14:19 main:574] : INFO : Epoch 1617 | loss: 0.0113159 | val_loss: 0.0110275 | Time: 2212.6 ms [2022-03-12 05:14:21 main:574] : INFO : Epoch 1618 | loss: 0.0110237 | val_loss: 0.0107032 | Time: 2241.75 ms [2022-03-12 05:14:23 main:574] : INFO : Epoch 1619 | loss: 0.0107845 | val_loss: 0.0104881 | Time: 2216.96 ms [2022-03-12 05:14:25 main:574] : INFO : Epoch 1620 | loss: 0.0106182 | val_loss: 0.0103257 | Time: 2211.43 ms [2022-03-12 05:14:28 main:574] : INFO : Epoch 1621 | loss: 0.0104941 | val_loss: 0.0102089 | Time: 2234.49 ms [2022-03-12 05:14:30 main:574] : INFO : Epoch 1622 | loss: 0.0103657 | val_loss: 0.0101691 | Time: 2193.36 ms [2022-03-12 05:14:32 main:574] : INFO : Epoch 1623 | loss: 0.0102567 | val_loss: 0.00996167 | Time: 2170.08 ms [2022-03-12 05:14:34 main:574] : INFO : Epoch 1624 | loss: 0.0102507 | val_loss: 0.0102165 | Time: 2236.16 ms [2022-03-12 05:14:37 main:574] : INFO : Epoch 1625 | loss: 0.0101284 | val_loss: 0.00987334 | Time: 2220.26 ms [2022-03-12 05:14:39 main:574] : INFO : Epoch 1626 | loss: 0.00993242 | val_loss: 0.00967247 | Time: 2204.75 ms [2022-03-12 05:14:41 main:574] : INFO : Epoch 1627 | loss: 0.00980975 | val_loss: 0.00957849 | Time: 2228.27 ms [2022-03-12 05:14:43 main:574] : INFO : Epoch 1628 | loss: 0.00986132 | val_loss: 0.0102496 | Time: 2219.58 ms [2022-03-12 05:14:45 main:574] : INFO : Epoch 1629 | loss: 0.00985613 | val_loss: 0.00968621 | Time: 2190.39 ms [2022-03-12 05:14:48 main:574] : INFO : Epoch 1630 | loss: 0.00964518 | val_loss: 0.00938296 | Time: 2176.66 ms [2022-03-12 05:14:50 main:574] : INFO : Epoch 1631 | loss: 0.00950336 | val_loss: 0.00929476 | Time: 2168.77 ms [2022-03-12 05:14:52 main:574] : INFO : Epoch 1632 | loss: 0.00979844 | val_loss: 0.00999025 | Time: 2255.72 ms [2022-03-12 05:14:54 main:574] : INFO : Epoch 1633 | loss: 0.00954726 | val_loss: 0.010475 | Time: 2250.37 ms [2022-03-12 05:14:57 main:574] : INFO : Epoch 1634 | loss: 0.0105484 | val_loss: 0.0099925 | Time: 2237.79 ms [2022-03-12 05:14:59 main:574] : INFO : Epoch 1635 | loss: 0.0090476 | val_loss: 0.00804807 | Time: 2247.8 ms [2022-03-12 05:15:01 main:574] : INFO : Epoch 1636 | loss: 0.010725 | val_loss: 0.00933905 | Time: 2222.49 ms [2022-03-12 05:15:03 main:574] : INFO : Epoch 1637 | loss: 0.00898395 | val_loss: 0.00781917 | Time: 2181.48 ms [2022-03-12 05:15:05 main:574] : INFO : Epoch 1638 | loss: 0.00743216 | val_loss: 0.00681483 | Time: 2201.23 ms [2022-03-12 05:15:08 main:574] : INFO : Epoch 1639 | loss: 0.00686323 | val_loss: 0.00660159 | Time: 2140.16 ms [2022-03-12 05:15:10 main:574] : INFO : Epoch 1640 | loss: 0.00690861 | val_loss: 0.00745609 | Time: 2259.58 ms [2022-03-12 05:15:12 main:574] : INFO : Epoch 1641 | loss: 0.006786 | val_loss: 0.00654751 | Time: 2214.44 ms [2022-03-12 05:15:14 main:574] : INFO : Epoch 1642 | loss: 0.00643317 | val_loss: 0.00619236 | Time: 2216.1 ms [2022-03-12 05:15:17 main:574] : INFO : Epoch 1643 | loss: 0.00709485 | val_loss: 0.011503 | Time: 2262.11 ms [2022-03-12 05:15:19 main:574] : INFO : Epoch 1644 | loss: 0.0089698 | val_loss: 0.00680292 | Time: 2227.07 ms [2022-03-12 05:15:21 main:574] : INFO : Epoch 1645 | loss: 0.0067461 | val_loss: 0.00601561 | Time: 2192.52 ms [2022-03-12 05:15:23 main:574] : INFO : Epoch 1646 | loss: 0.00600587 | val_loss: 0.00566039 | Time: 2208.11 ms [2022-03-12 05:15:25 main:574] : INFO : Epoch 1647 | loss: 0.00563221 | val_loss: 0.00537984 | Time: 2159.83 ms [2022-03-12 05:15:28 main:574] : INFO : Epoch 1648 | loss: 0.00540685 | val_loss: 0.00522479 | Time: 2162.37 ms [2022-03-12 05:15:30 main:574] : INFO : Epoch 1649 | loss: 0.00527446 | val_loss: 0.00510632 | Time: 2236.95 ms [2022-03-12 05:15:32 main:574] : INFO : Epoch 1650 | loss: 0.00517007 | val_loss: 0.00502098 | Time: 2180.23 ms [2022-03-12 05:15:34 main:574] : INFO : Epoch 1651 | loss: 0.00508962 | val_loss: 0.00494814 | Time: 2225.86 ms [2022-03-12 05:15:36 main:574] : INFO : Epoch 1652 | loss: 0.00504509 | val_loss: 0.00515792 | Time: 2248.95 ms [2022-03-12 05:15:39 main:574] : INFO : Epoch 1653 | loss: 0.00532387 | val_loss: 0.00524073 | Time: 2232.64 ms [2022-03-12 05:15:41 main:574] : INFO : Epoch 1654 | loss: 0.00506277 | val_loss: 0.00488555 | Time: 2208.53 ms [2022-03-12 05:15:43 main:574] : INFO : Epoch 1655 | loss: 0.00490005 | val_loss: 0.00480946 | Time: 2188.97 ms [2022-03-12 05:15:45 main:574] : INFO : Epoch 1656 | loss: 0.00489682 | val_loss: 0.00474358 | Time: 2244.02 ms [2022-03-12 05:15:47 main:574] : INFO : Epoch 1657 | loss: 0.00488971 | val_loss: 0.00478679 | Time: 2167.98 ms [2022-03-12 05:15:50 main:574] : INFO : Epoch 1658 | loss: 0.00480392 | val_loss: 0.00465227 | Time: 2170.02 ms [2022-03-12 05:15:52 main:574] : INFO : Epoch 1659 | loss: 0.00467032 | val_loss: 0.00453515 | Time: 2218.42 ms [2022-03-12 05:15:54 main:574] : INFO : Epoch 1660 | loss: 0.00469851 | val_loss: 0.00460537 | Time: 2169.44 ms [2022-03-12 05:15:56 main:574] : INFO : Epoch 1661 | loss: 0.00466754 | val_loss: 0.00449936 | Time: 2217.48 ms [2022-03-12 05:15:59 main:574] : INFO : Epoch 1662 | loss: 0.00455562 | val_loss: 0.00445434 | Time: 2233.28 ms [2022-03-12 05:16:01 main:574] : INFO : Epoch 1663 | loss: 0.00450818 | val_loss: 0.00449962 | Time: 2233.4 ms [2022-03-12 05:16:03 main:574] : INFO : Epoch 1664 | loss: 0.00463367 | val_loss: 0.00438559 | Time: 2235.3 ms [2022-03-12 05:16:05 main:574] : INFO : Epoch 1665 | loss: 0.00450507 | val_loss: 0.00431234 | Time: 2209.18 ms [2022-03-12 05:16:07 main:574] : INFO : Epoch 1666 | loss: 0.00438941 | val_loss: 0.00428662 | Time: 2182.52 ms [2022-03-12 05:16:10 main:574] : INFO : Epoch 1667 | loss: 0.00439208 | val_loss: 0.00448242 | Time: 2186.47 ms [2022-03-12 05:16:12 main:574] : INFO : Epoch 1668 | loss: 0.00454277 | val_loss: 0.00447015 | Time: 2226.15 ms [2022-03-12 05:16:14 main:574] : INFO : Epoch 1669 | loss: 0.00439729 | val_loss: 0.00425538 | Time: 2215.24 ms [2022-03-12 05:16:16 main:574] : INFO : Epoch 1670 | loss: 0.00429835 | val_loss: 0.0041648 | Time: 2206.35 ms [2022-03-12 05:16:19 main:574] : INFO : Epoch 1671 | loss: 0.00425201 | val_loss: 0.004136 | Time: 2245.08 ms [2022-03-12 05:16:21 main:574] : INFO : Epoch 1672 | loss: 0.0042485 | val_loss: 0.00414296 | Time: 2222.03 ms [2022-03-12 05:16:23 main:574] : INFO : Epoch 1673 | loss: 0.00419914 | val_loss: 0.00410574 | Time: 2236.71 ms [2022-03-12 05:16:25 main:574] : INFO : Epoch 1674 | loss: 0.00433224 | val_loss: 0.004723 | Time: 2255.61 ms [2022-03-12 05:16:27 main:574] : INFO : Epoch 1675 | loss: 0.0045149 | val_loss: 0.00442586 | Time: 2247.03 ms [2022-03-12 05:16:30 main:574] : INFO : Epoch 1676 | loss: 0.00429132 | val_loss: 0.00408447 | Time: 2191.71 ms [2022-03-12 05:16:32 main:574] : INFO : Epoch 1677 | loss: 0.00419073 | val_loss: 0.00416232 | Time: 2241.4 ms [2022-03-12 05:16:34 main:574] : INFO : Epoch 1678 | loss: 0.00414748 | val_loss: 0.00401874 | Time: 2194.29 ms [2022-03-12 05:16:36 main:574] : INFO : Epoch 1679 | loss: 0.00412877 | val_loss: 0.00419067 | Time: 2241.18 ms [2022-03-12 05:16:39 main:574] : INFO : Epoch 1680 | loss: 0.00418684 | val_loss: 0.00417403 | Time: 2173.1 ms [2022-03-12 05:16:41 main:574] : INFO : Epoch 1681 | loss: 0.00408378 | val_loss: 0.00392729 | Time: 2204.55 ms [2022-03-12 05:16:43 main:574] : INFO : Epoch 1682 | loss: 0.00404277 | val_loss: 0.00419396 | Time: 2240.27 ms [2022-03-12 05:16:45 main:574] : INFO : Epoch 1683 | loss: 0.00431252 | val_loss: 0.00402076 | Time: 2170.82 ms [2022-03-12 05:16:47 main:574] : INFO : Epoch 1684 | loss: 0.00409735 | val_loss: 0.00392685 | Time: 2241.03 ms [2022-03-12 05:16:50 main:574] : INFO : Epoch 1685 | loss: 0.00408352 | val_loss: 0.00391986 | Time: 2222.58 ms [2022-03-12 05:16:52 main:574] : INFO : Epoch 1686 | loss: 0.00411457 | val_loss: 0.00395634 | Time: 2204.32 ms [2022-03-12 05:16:54 main:574] : INFO : Epoch 1687 | loss: 0.0041783 | val_loss: 0.00420042 | Time: 2171.57 ms [2022-03-12 05:16:56 main:574] : INFO : Epoch 1688 | loss: 0.00446523 | val_loss: 0.00395783 | Time: 2205.4 ms [2022-03-12 05:16:58 main:574] : INFO : Epoch 1689 | loss: 0.00417393 | val_loss: 0.00404555 | Time: 2195.67 ms [2022-03-12 05:17:01 main:574] : INFO : Epoch 1690 | loss: 0.00397127 | val_loss: 0.00380474 | Time: 2176.04 ms [2022-03-12 05:17:03 main:574] : INFO : Epoch 1691 | loss: 0.00388096 | val_loss: 0.0037792 | Time: 2204.6 ms [2022-03-12 05:17:05 main:574] : INFO : Epoch 1692 | loss: 0.00387902 | val_loss: 0.0037567 | Time: 2238.24 ms [2022-03-12 05:17:07 main:574] : INFO : Epoch 1693 | loss: 0.00396898 | val_loss: 0.00389938 | Time: 2255.49 ms [2022-03-12 05:17:10 main:574] : INFO : Epoch 1694 | loss: 0.00409403 | val_loss: 0.00389519 | Time: 2204.05 ms [2022-03-12 05:17:12 main:574] : INFO : Epoch 1695 | loss: 0.00432589 | val_loss: 0.00482004 | Time: 2209.2 ms [2022-03-12 05:17:14 main:574] : INFO : Epoch 1696 | loss: 0.00432467 | val_loss: 0.00396872 | Time: 2221.78 ms [2022-03-12 05:17:16 main:574] : INFO : Epoch 1697 | loss: 0.00391437 | val_loss: 0.00373853 | Time: 2203.08 ms [2022-03-12 05:17:18 main:574] : INFO : Epoch 1698 | loss: 0.00380635 | val_loss: 0.00368924 | Time: 2204.84 ms [2022-03-12 05:17:21 main:574] : INFO : Epoch 1699 | loss: 0.00378331 | val_loss: 0.00367997 | Time: 2247.37 ms [2022-03-12 05:17:23 main:574] : INFO : Epoch 1700 | loss: 0.0038171 | val_loss: 0.00367838 | Time: 2206.55 ms [2022-03-12 05:17:25 main:574] : INFO : Epoch 1701 | loss: 0.0040357 | val_loss: 0.0038781 | Time: 2288.68 ms [2022-03-12 05:17:27 main:574] : INFO : Epoch 1702 | loss: 0.0043231 | val_loss: 0.00439832 | Time: 2269.48 ms [2022-03-12 05:17:30 main:574] : INFO : Epoch 1703 | loss: 0.00414761 | val_loss: 0.00383444 | Time: 2214.71 ms [2022-03-12 05:17:32 main:574] : INFO : Epoch 1704 | loss: 0.00382087 | val_loss: 0.00366829 | Time: 2196.5 ms [2022-03-12 05:17:34 main:574] : INFO : Epoch 1705 | loss: 0.00373851 | val_loss: 0.00365066 | Time: 2229.08 ms [2022-03-12 05:17:36 main:574] : INFO : Epoch 1706 | loss: 0.00371932 | val_loss: 0.00360952 | Time: 2187.54 ms [2022-03-12 05:17:39 main:574] : INFO : Epoch 1707 | loss: 0.00378405 | val_loss: 0.00384563 | Time: 2220.62 ms [2022-03-12 05:17:41 main:574] : INFO : Epoch 1708 | loss: 0.00434534 | val_loss: 0.00470788 | Time: 2166.72 ms [2022-03-12 05:17:43 main:574] : INFO : Epoch 1709 | loss: 0.00439281 | val_loss: 0.00390824 | Time: 2204.47 ms [2022-03-12 05:17:45 main:574] : INFO : Epoch 1710 | loss: 0.00387119 | val_loss: 0.00366855 | Time: 2215.2 ms [2022-03-12 05:17:47 main:574] : INFO : Epoch 1711 | loss: 0.00374235 | val_loss: 0.00362783 | Time: 2296.48 ms [2022-03-12 05:17:50 main:574] : INFO : Epoch 1712 | loss: 0.00370181 | val_loss: 0.00359875 | Time: 2239.44 ms [2022-03-12 05:17:52 main:574] : INFO : Epoch 1713 | loss: 0.00371802 | val_loss: 0.00361407 | Time: 2200.18 ms [2022-03-12 05:17:54 main:574] : INFO : Epoch 1714 | loss: 0.00374793 | val_loss: 0.00363774 | Time: 2206.71 ms [2022-03-12 05:17:56 main:574] : INFO : Epoch 1715 | loss: 0.00374717 | val_loss: 0.00357424 | Time: 2220.5 ms [2022-03-12 05:17:59 main:574] : INFO : Epoch 1716 | loss: 0.00374158 | val_loss: 0.00359519 | Time: 2208.24 ms [2022-03-12 05:18:01 main:574] : INFO : Epoch 1717 | loss: 0.00371645 | val_loss: 0.00355515 | Time: 2160.79 ms [2022-03-12 05:18:03 main:574] : INFO : Epoch 1718 | loss: 0.00366677 | val_loss: 0.0037133 | Time: 2185.11 ms [2022-03-12 05:18:05 main:574] : INFO : Epoch 1719 | loss: 0.00369372 | val_loss: 0.00352652 | Time: 2212.97 ms [2022-03-12 05:18:07 main:574] : INFO : Epoch 1720 | loss: 0.0036544 | val_loss: 0.00353171 | Time: 2267.43 ms [2022-03-12 05:18:10 main:574] : INFO : Epoch 1721 | loss: 0.00368029 | val_loss: 0.00359149 | Time: 2187.03 ms [2022-03-12 05:18:12 main:574] : INFO : Epoch 1722 | loss: 0.00364459 | val_loss: 0.00349816 | Time: 2182.43 ms [2022-03-12 05:18:14 main:574] : INFO : Epoch 1723 | loss: 0.00365007 | val_loss: 0.0036145 | Time: 2212.78 ms [2022-03-12 05:18:16 main:574] : INFO : Epoch 1724 | loss: 0.0036837 | val_loss: 0.00371944 | Time: 2221.13 ms [2022-03-12 05:18:18 main:574] : INFO : Epoch 1725 | loss: 0.0038584 | val_loss: 0.00365399 | Time: 2173.34 ms [2022-03-12 05:18:21 main:574] : INFO : Epoch 1726 | loss: 0.00365524 | val_loss: 0.00348779 | Time: 2169.22 ms [2022-03-12 05:18:23 main:574] : INFO : Epoch 1727 | loss: 0.00362202 | val_loss: 0.00355252 | Time: 2169.77 ms [2022-03-12 05:18:25 main:574] : INFO : Epoch 1728 | loss: 0.00357757 | val_loss: 0.00345664 | Time: 2159.66 ms [2022-03-12 05:18:27 main:574] : INFO : Epoch 1729 | loss: 0.00360432 | val_loss: 0.00351008 | Time: 2221.19 ms [2022-03-12 05:18:29 main:574] : INFO : Epoch 1730 | loss: 0.00379335 | val_loss: 0.00385719 | Time: 2278.08 ms [2022-03-12 05:18:32 main:574] : INFO : Epoch 1731 | loss: 0.00382989 | val_loss: 0.0036267 | Time: 2250.26 ms [2022-03-12 05:18:34 main:574] : INFO : Epoch 1732 | loss: 0.00363906 | val_loss: 0.00347927 | Time: 2271.01 ms [2022-03-12 05:18:36 main:574] : INFO : Epoch 1733 | loss: 0.00356682 | val_loss: 0.00345569 | Time: 2162.8 ms [2022-03-12 05:18:38 main:574] : INFO : Epoch 1734 | loss: 0.00355885 | val_loss: 0.00347282 | Time: 2211.7 ms [2022-03-12 05:18:40 main:574] : INFO : Epoch 1735 | loss: 0.00355897 | val_loss: 0.00342961 | Time: 2141.29 ms [2022-03-12 05:18:43 main:574] : INFO : Epoch 1736 | loss: 0.00351741 | val_loss: 0.00342377 | Time: 2169.27 ms [2022-03-12 05:18:45 main:574] : INFO : Epoch 1737 | loss: 0.00349413 | val_loss: 0.00344321 | Time: 2216.12 ms [2022-03-12 05:18:47 main:574] : INFO : Epoch 1738 | loss: 0.00352854 | val_loss: 0.00342009 | Time: 2227.79 ms [2022-03-12 05:18:49 main:574] : INFO : Epoch 1739 | loss: 0.00356994 | val_loss: 0.00344977 | Time: 2331.1 ms [2022-03-12 05:18:52 main:574] : INFO : Epoch 1740 | loss: 0.00352937 | val_loss: 0.00340594 | Time: 2184.73 ms [2022-03-12 05:18:54 main:574] : INFO : Epoch 1741 | loss: 0.00351472 | val_loss: 0.00347917 | Time: 2246.38 ms [2022-03-12 05:18:56 main:574] : INFO : Epoch 1742 | loss: 0.00360989 | val_loss: 0.00340137 | Time: 2245.55 ms [2022-03-12 05:18:58 main:574] : INFO : Epoch 1743 | loss: 0.00361927 | val_loss: 0.00365 | Time: 2213.31 ms [2022-03-12 05:19:01 main:574] : INFO : Epoch 1744 | loss: 0.0036859 | val_loss: 0.00352117 | Time: 2240.01 ms [2022-03-12 05:19:03 main:574] : INFO : Epoch 1745 | loss: 0.0035714 | val_loss: 0.00341619 | Time: 2224.8 ms [2022-03-12 05:19:05 main:574] : INFO : Epoch 1746 | loss: 0.00346621 | val_loss: 0.00335692 | Time: 2218.56 ms [2022-03-12 05:19:07 main:574] : INFO : Epoch 1747 | loss: 0.00343389 | val_loss: 0.00334491 | Time: 2184.86 ms [2022-03-12 05:19:09 main:574] : INFO : Epoch 1748 | loss: 0.00349504 | val_loss: 0.00372563 | Time: 2238.99 ms [2022-03-12 05:19:12 main:574] : INFO : Epoch 1749 | loss: 0.00373933 | val_loss: 0.00368399 | Time: 2287.38 ms [2022-03-12 05:19:14 main:574] : INFO : Epoch 1750 | loss: 0.00356643 | val_loss: 0.00339421 | Time: 2214.3 ms [2022-03-12 05:19:16 main:574] : INFO : Epoch 1751 | loss: 0.00345607 | val_loss: 0.003382 | Time: 2194.8 ms [2022-03-12 05:19:18 main:574] : INFO : Epoch 1752 | loss: 0.00354294 | val_loss: 0.00363687 | Time: 2180.08 ms [2022-03-12 05:19:21 main:574] : INFO : Epoch 1753 | loss: 0.0035441 | val_loss: 0.0033458 | Time: 2194.94 ms [2022-03-12 05:19:23 main:574] : INFO : Epoch 1754 | loss: 0.00340484 | val_loss: 0.00329648 | Time: 2176.79 ms [2022-03-12 05:19:25 main:574] : INFO : Epoch 1755 | loss: 0.00338607 | val_loss: 0.00329202 | Time: 2214.44 ms [2022-03-12 05:19:27 main:574] : INFO : Epoch 1756 | loss: 0.00342032 | val_loss: 0.00337953 | Time: 2240.04 ms [2022-03-12 05:19:29 main:574] : INFO : Epoch 1757 | loss: 0.0034786 | val_loss: 0.00332438 | Time: 2191.84 ms [2022-03-12 05:19:32 main:574] : INFO : Epoch 1758 | loss: 0.00351387 | val_loss: 0.00379617 | Time: 2186.69 ms [2022-03-12 05:19:34 main:574] : INFO : Epoch 1759 | loss: 0.00357644 | val_loss: 0.00343562 | Time: 2248.61 ms [2022-03-12 05:19:36 main:574] : INFO : Epoch 1760 | loss: 0.0034309 | val_loss: 0.00329478 | Time: 2183.67 ms [2022-03-12 05:19:38 main:574] : INFO : Epoch 1761 | loss: 0.00341776 | val_loss: 0.00340554 | Time: 2213.86 ms [2022-03-12 05:19:41 main:574] : INFO : Epoch 1762 | loss: 0.00347751 | val_loss: 0.00328957 | Time: 2201.01 ms [2022-03-12 05:19:43 main:574] : INFO : Epoch 1763 | loss: 0.00349938 | val_loss: 0.00339523 | Time: 2253.14 ms [2022-03-12 05:19:45 main:574] : INFO : Epoch 1764 | loss: 0.00340319 | val_loss: 0.00327873 | Time: 2220.69 ms [2022-03-12 05:19:47 main:574] : INFO : Epoch 1765 | loss: 0.0033472 | val_loss: 0.00329914 | Time: 2250.62 ms [2022-03-12 05:19:49 main:574] : INFO : Epoch 1766 | loss: 0.00336251 | val_loss: 0.00324275 | Time: 2248.82 ms [2022-03-12 05:19:52 main:574] : INFO : Epoch 1767 | loss: 0.00337743 | val_loss: 0.00326759 | Time: 2169.69 ms [2022-03-12 05:19:54 main:574] : INFO : Epoch 1768 | loss: 0.00363732 | val_loss: 0.00378905 | Time: 2224.44 ms [2022-03-12 05:19:56 main:574] : INFO : Epoch 1769 | loss: 0.00392634 | val_loss: 0.0036324 | Time: 2240.45 ms [2022-03-12 05:19:58 main:574] : INFO : Epoch 1770 | loss: 0.0035256 | val_loss: 0.00332164 | Time: 2216.56 ms [2022-03-12 05:20:01 main:574] : INFO : Epoch 1771 | loss: 0.00336828 | val_loss: 0.00324277 | Time: 2208.55 ms [2022-03-12 05:20:03 main:574] : INFO : Epoch 1772 | loss: 0.00332609 | val_loss: 0.00324649 | Time: 2249.31 ms [2022-03-12 05:20:05 main:574] : INFO : Epoch 1773 | loss: 0.0033138 | val_loss: 0.00321033 | Time: 2227.6 ms [2022-03-12 05:20:07 main:574] : INFO : Epoch 1774 | loss: 0.00331637 | val_loss: 0.00336677 | Time: 2236.65 ms [2022-03-12 05:20:10 main:574] : INFO : Epoch 1775 | loss: 0.0034994 | val_loss: 0.00375478 | Time: 2221.02 ms [2022-03-12 05:20:12 main:574] : INFO : Epoch 1776 | loss: 0.00348802 | val_loss: 0.00324287 | Time: 2242.48 ms [2022-03-12 05:20:14 main:574] : INFO : Epoch 1777 | loss: 0.0033536 | val_loss: 0.00324437 | Time: 2314.76 ms [2022-03-12 05:20:16 main:574] : INFO : Epoch 1778 | loss: 0.00333228 | val_loss: 0.00323251 | Time: 2250.47 ms [2022-03-12 05:20:19 main:574] : INFO : Epoch 1779 | loss: 0.00329086 | val_loss: 0.00319796 | Time: 2205.64 ms [2022-03-12 05:20:21 main:574] : INFO : Epoch 1780 | loss: 0.00328249 | val_loss: 0.00323858 | Time: 2228.9 ms [2022-03-12 05:20:23 main:574] : INFO : Epoch 1781 | loss: 0.00331292 | val_loss: 0.00321877 | Time: 2227.38 ms [2022-03-12 05:20:25 main:574] : INFO : Epoch 1782 | loss: 0.0033315 | val_loss: 0.00324468 | Time: 2249.34 ms [2022-03-12 05:20:28 main:574] : INFO : Epoch 1783 | loss: 0.00354166 | val_loss: 0.0033879 | Time: 2216.59 ms [2022-03-12 05:20:30 main:574] : INFO : Epoch 1784 | loss: 0.00346451 | val_loss: 0.00331346 | Time: 2177.91 ms [2022-03-12 05:20:32 main:574] : INFO : Epoch 1785 | loss: 0.00334729 | val_loss: 0.00321128 | Time: 2171.84 ms [2022-03-12 05:20:34 main:574] : INFO : Epoch 1786 | loss: 0.00328208 | val_loss: 0.00318818 | Time: 2275.7 ms [2022-03-12 05:20:36 main:574] : INFO : Epoch 1787 | loss: 0.00326094 | val_loss: 0.00318627 | Time: 2302.16 ms [2022-03-12 05:20:39 main:574] : INFO : Epoch 1788 | loss: 0.00329909 | val_loss: 0.00320843 | Time: 2264.06 ms [2022-03-12 05:20:41 main:574] : INFO : Epoch 1789 | loss: 0.00339454 | val_loss: 0.00335577 | Time: 2213.74 ms [2022-03-12 05:20:43 main:574] : INFO : Epoch 1790 | loss: 0.00335219 | val_loss: 0.00327704 | Time: 2244.37 ms [2022-03-12 05:20:45 main:574] : INFO : Epoch 1791 | loss: 0.00353818 | val_loss: 0.00348164 | Time: 2247.51 ms [2022-03-12 05:20:48 main:574] : INFO : Epoch 1792 | loss: 0.00344952 | val_loss: 0.00328799 | Time: 2200.64 ms [2022-03-12 05:20:50 main:574] : INFO : Epoch 1793 | loss: 0.00329395 | val_loss: 0.0031685 | Time: 2294.71 ms [2022-03-12 05:20:52 main:574] : INFO : Epoch 1794 | loss: 0.00324215 | val_loss: 0.00315175 | Time: 2199.37 ms [2022-03-12 05:20:54 main:574] : INFO : Epoch 1795 | loss: 0.00324181 | val_loss: 0.00314319 | Time: 2301.73 ms [2022-03-12 05:20:57 main:574] : INFO : Epoch 1796 | loss: 0.00335337 | val_loss: 0.0034952 | Time: 2233.81 ms [2022-03-12 05:20:59 main:574] : INFO : Epoch 1797 | loss: 0.00348121 | val_loss: 0.00325115 | Time: 2210.36 ms [2022-03-12 05:21:01 main:574] : INFO : Epoch 1798 | loss: 0.00332949 | val_loss: 0.00331513 | Time: 2165.69 ms [2022-03-12 05:21:03 main:574] : INFO : Epoch 1799 | loss: 0.00332748 | val_loss: 0.00317692 | Time: 2178.95 ms [2022-03-12 05:21:05 main:574] : INFO : Epoch 1800 | loss: 0.00324141 | val_loss: 0.00315665 | Time: 2199.92 ms [2022-03-12 05:21:08 main:574] : INFO : Epoch 1801 | loss: 0.00321996 | val_loss: 0.00314098 | Time: 2216.3 ms [2022-03-12 05:21:10 main:574] : INFO : Epoch 1802 | loss: 0.00323102 | val_loss: 0.00316314 | Time: 2219 ms [2022-03-12 05:21:12 main:574] : INFO : Epoch 1803 | loss: 0.00324586 | val_loss: 0.00314763 | Time: 2202.44 ms [2022-03-12 05:21:14 main:574] : INFO : Epoch 1804 | loss: 0.00337377 | val_loss: 0.00331477 | Time: 2250.37 ms [2022-03-12 05:21:17 main:574] : INFO : Epoch 1805 | loss: 0.00335132 | val_loss: 0.00322723 | Time: 2235.84 ms [2022-03-12 05:21:19 main:574] : INFO : Epoch 1806 | loss: 0.00337508 | val_loss: 0.00324405 | Time: 2205.16 ms [2022-03-12 05:21:21 main:574] : INFO : Epoch 1807 | loss: 0.00325288 | val_loss: 0.00314587 | Time: 2218.95 ms [2022-03-12 05:21:23 main:574] : INFO : Epoch 1808 | loss: 0.00329524 | val_loss: 0.00341156 | Time: 2241.69 ms [2022-03-12 05:21:26 main:574] : INFO : Epoch 1809 | loss: 0.00329971 | val_loss: 0.00318227 | Time: 2235.4 ms [2022-03-12 05:21:28 main:574] : INFO : Epoch 1810 | loss: 0.00331233 | val_loss: 0.00318658 | Time: 2167.48 ms [2022-03-12 05:21:30 main:574] : INFO : Epoch 1811 | loss: 0.0032997 | val_loss: 0.00315571 | Time: 2210.77 ms [2022-03-12 05:21:32 main:574] : INFO : Epoch 1812 | loss: 0.00324375 | val_loss: 0.00320686 | Time: 2144.26 ms [2022-03-12 05:21:34 main:574] : INFO : Epoch 1813 | loss: 0.00334749 | val_loss: 0.00324535 | Time: 2168.18 ms [2022-03-12 05:21:37 main:574] : INFO : Epoch 1814 | loss: 0.00332723 | val_loss: 0.00316622 | Time: 2239.75 ms [2022-03-12 05:21:39 main:574] : INFO : Epoch 1815 | loss: 0.00325761 | val_loss: 0.00313923 | Time: 2231.42 ms [2022-03-12 05:21:41 main:574] : INFO : Epoch 1816 | loss: 0.00321782 | val_loss: 0.00313029 | Time: 2285.73 ms [2022-03-12 05:21:43 main:574] : INFO : Epoch 1817 | loss: 0.00319863 | val_loss: 0.00312438 | Time: 2202.02 ms [2022-03-12 05:21:45 main:574] : INFO : Epoch 1818 | loss: 0.00337969 | val_loss: 0.00388337 | Time: 2192.36 ms [2022-03-12 05:21:48 main:574] : INFO : Epoch 1819 | loss: 0.00979804 | val_loss: 0.0205775 | Time: 2235.1 ms [2022-03-12 05:21:50 main:574] : INFO : Epoch 1820 | loss: 0.0119152 | val_loss: 0.00683016 | Time: 2160.83 ms [2022-03-12 05:21:52 main:574] : INFO : Epoch 1821 | loss: 0.00519172 | val_loss: 0.00394008 | Time: 2223.49 ms [2022-03-12 05:21:54 main:574] : INFO : Epoch 1822 | loss: 0.00374866 | val_loss: 0.00341878 | Time: 2210.86 ms [2022-03-12 05:21:57 main:574] : INFO : Epoch 1823 | loss: 0.00343381 | val_loss: 0.00328175 | Time: 2212.03 ms [2022-03-12 05:21:59 main:574] : INFO : Epoch 1824 | loss: 0.00332888 | val_loss: 0.00321636 | Time: 2283.64 ms [2022-03-12 05:22:01 main:574] : INFO : Epoch 1825 | loss: 0.00328144 | val_loss: 0.00318151 | Time: 2196.81 ms [2022-03-12 05:22:03 main:574] : INFO : Epoch 1826 | loss: 0.00325238 | val_loss: 0.0031599 | Time: 2218.88 ms [2022-03-12 05:22:05 main:574] : INFO : Epoch 1827 | loss: 0.00323376 | val_loss: 0.00314166 | Time: 2186.31 ms [2022-03-12 05:22:08 main:574] : INFO : Epoch 1828 | loss: 0.00321918 | val_loss: 0.00313159 | Time: 2222.5 ms [2022-03-12 05:22:10 main:574] : INFO : Epoch 1829 | loss: 0.00320847 | val_loss: 0.00312218 | Time: 2226.4 ms [2022-03-12 05:22:12 main:574] : INFO : Epoch 1830 | loss: 0.00319962 | val_loss: 0.00311114 | Time: 2175.82 ms [2022-03-12 05:22:14 main:574] : INFO : Epoch 1831 | loss: 0.00319194 | val_loss: 0.00310655 | Time: 2231.78 ms [2022-03-12 05:22:17 main:574] : INFO : Epoch 1832 | loss: 0.00318281 | val_loss: 0.00309679 | Time: 2202.64 ms [2022-03-12 05:22:19 main:574] : INFO : Epoch 1833 | loss: 0.00317652 | val_loss: 0.00309397 | Time: 2169.51 ms [2022-03-12 05:22:21 main:574] : INFO : Epoch 1834 | loss: 0.00317172 | val_loss: 0.00308844 | Time: 2302.97 ms [2022-03-12 05:22:23 main:574] : INFO : Epoch 1835 | loss: 0.00316508 | val_loss: 0.00307896 | Time: 2180.52 ms [2022-03-12 05:22:25 main:574] : INFO : Epoch 1836 | loss: 0.00315994 | val_loss: 0.00307911 | Time: 2205.5 ms [2022-03-12 05:22:28 main:574] : INFO : Epoch 1837 | loss: 0.00315573 | val_loss: 0.00307688 | Time: 2254 ms [2022-03-12 05:22:30 main:574] : INFO : Epoch 1838 | loss: 0.0031536 | val_loss: 0.00306589 | Time: 2188.97 ms [2022-03-12 05:22:32 main:574] : INFO : Epoch 1839 | loss: 0.0031513 | val_loss: 0.00307526 | Time: 2169.07 ms [2022-03-12 05:22:34 main:574] : INFO : Epoch 1840 | loss: 0.00320048 | val_loss: 0.00310867 | Time: 2217.85 ms [2022-03-12 05:22:36 main:574] : INFO : Epoch 1841 | loss: 0.00315254 | val_loss: 0.00305815 | Time: 2205.7 ms [2022-03-12 05:22:39 main:574] : INFO : Epoch 1842 | loss: 0.00313924 | val_loss: 0.00307014 | Time: 2236.33 ms [2022-03-12 05:22:41 main:574] : INFO : Epoch 1843 | loss: 0.00313406 | val_loss: 0.00305205 | Time: 2180.13 ms [2022-03-12 05:22:43 main:574] : INFO : Epoch 1844 | loss: 0.00315341 | val_loss: 0.00308655 | Time: 2202.32 ms [2022-03-12 05:22:45 main:574] : INFO : Epoch 1845 | loss: 0.00317657 | val_loss: 0.00311928 | Time: 2222.87 ms [2022-03-12 05:22:48 main:574] : INFO : Epoch 1846 | loss: 0.00317297 | val_loss: 0.00322027 | Time: 2230.78 ms [2022-03-12 05:22:50 main:574] : INFO : Epoch 1847 | loss: 0.00341599 | val_loss: 0.00323654 | Time: 2283.96 ms [2022-03-12 05:22:52 main:574] : INFO : Epoch 1848 | loss: 0.00332054 | val_loss: 0.00312593 | Time: 2233.15 ms [2022-03-12 05:22:54 main:574] : INFO : Epoch 1849 | loss: 0.0031814 | val_loss: 0.00307136 | Time: 2197.06 ms [2022-03-12 05:22:56 main:574] : INFO : Epoch 1850 | loss: 0.00313801 | val_loss: 0.00305392 | Time: 2209.43 ms [2022-03-12 05:22:59 main:574] : INFO : Epoch 1851 | loss: 0.00312434 | val_loss: 0.00303409 | Time: 2198.73 ms [2022-03-12 05:23:01 main:574] : INFO : Epoch 1852 | loss: 0.00310351 | val_loss: 0.00302116 | Time: 2220.56 ms [2022-03-12 05:23:03 main:574] : INFO : Epoch 1853 | loss: 0.00309581 | val_loss: 0.00302015 | Time: 2224.03 ms [2022-03-12 05:23:05 main:574] : INFO : Epoch 1854 | loss: 0.00309392 | val_loss: 0.00301239 | Time: 2254.88 ms [2022-03-12 05:23:08 main:574] : INFO : Epoch 1855 | loss: 0.00309742 | val_loss: 0.00304746 | Time: 2185.1 ms [2022-03-12 05:23:10 main:574] : INFO : Epoch 1856 | loss: 0.00313165 | val_loss: 0.00301679 | Time: 2187.86 ms [2022-03-12 05:23:12 main:574] : INFO : Epoch 1857 | loss: 0.00312812 | val_loss: 0.00302181 | Time: 2208.07 ms [2022-03-12 05:23:14 main:574] : INFO : Epoch 1858 | loss: 0.00310652 | val_loss: 0.00300631 | Time: 2241.58 ms [2022-03-12 05:23:16 main:574] : INFO : Epoch 1859 | loss: 0.00314584 | val_loss: 0.00301303 | Time: 2160.27 ms [2022-03-12 05:23:19 main:574] : INFO : Epoch 1860 | loss: 0.00331532 | val_loss: 0.00341647 | Time: 2191.01 ms [2022-03-12 05:23:21 main:574] : INFO : Epoch 1861 | loss: 0.00334031 | val_loss: 0.00314124 | Time: 2151.74 ms [2022-03-12 05:23:23 main:574] : INFO : Epoch 1862 | loss: 0.00318736 | val_loss: 0.00304601 | Time: 2228.92 ms [2022-03-12 05:23:25 main:574] : INFO : Epoch 1863 | loss: 0.00312657 | val_loss: 0.00302518 | Time: 2208.11 ms [2022-03-12 05:23:27 main:574] : INFO : Epoch 1864 | loss: 0.00309117 | val_loss: 0.00299803 | Time: 2253.47 ms [2022-03-12 05:23:30 main:574] : INFO : Epoch 1865 | loss: 0.00306707 | val_loss: 0.0029913 | Time: 2182.03 ms [2022-03-12 05:23:32 main:574] : INFO : Epoch 1866 | loss: 0.00306451 | val_loss: 0.00298314 | Time: 2247.2 ms [2022-03-12 05:23:34 main:574] : INFO : Epoch 1867 | loss: 0.00312188 | val_loss: 0.00319845 | Time: 2179.59 ms [2022-03-12 05:23:36 main:574] : INFO : Epoch 1868 | loss: 0.0034236 | val_loss: 0.00377108 | Time: 2265.45 ms [2022-03-12 05:23:39 main:574] : INFO : Epoch 1869 | loss: 0.00379232 | val_loss: 0.00337775 | Time: 2179.18 ms [2022-03-12 05:23:41 main:574] : INFO : Epoch 1870 | loss: 0.00335985 | val_loss: 0.00313465 | Time: 2277.66 ms [2022-03-12 05:23:43 main:574] : INFO : Epoch 1871 | loss: 0.00314487 | val_loss: 0.00303431 | Time: 2211.44 ms [2022-03-12 05:23:45 main:574] : INFO : Epoch 1872 | loss: 0.00309469 | val_loss: 0.00299618 | Time: 2280.61 ms [2022-03-12 05:23:48 main:574] : INFO : Epoch 1873 | loss: 0.00307199 | val_loss: 0.00298883 | Time: 2289.07 ms [2022-03-12 05:23:50 main:574] : INFO : Epoch 1874 | loss: 0.0030614 | val_loss: 0.0029834 | Time: 2326.63 ms [2022-03-12 05:23:52 main:574] : INFO : Epoch 1875 | loss: 0.00305291 | val_loss: 0.00297551 | Time: 2156.05 ms [2022-03-12 05:23:54 main:574] : INFO : Epoch 1876 | loss: 0.00305433 | val_loss: 0.00298259 | Time: 2195.92 ms [2022-03-12 05:23:57 main:574] : INFO : Epoch 1877 | loss: 0.00307635 | val_loss: 0.0030315 | Time: 2174.3 ms [2022-03-12 05:23:59 main:574] : INFO : Epoch 1878 | loss: 0.00307437 | val_loss: 0.00297266 | Time: 2184.23 ms [2022-03-12 05:24:01 main:574] : INFO : Epoch 1879 | loss: 0.00307359 | val_loss: 0.00299739 | Time: 2224.99 ms [2022-03-12 05:24:03 main:574] : INFO : Epoch 1880 | loss: 0.003067 | val_loss: 0.00300586 | Time: 2212.13 ms [2022-03-12 05:24:05 main:574] : INFO : Epoch 1881 | loss: 0.00307133 | val_loss: 0.00297441 | Time: 2250.5 ms [2022-03-12 05:24:08 main:574] : INFO : Epoch 1882 | loss: 0.00303522 | val_loss: 0.00295276 | Time: 2170.95 ms [2022-03-12 05:24:10 main:574] : INFO : Epoch 1883 | loss: 0.00311266 | val_loss: 0.00305163 | Time: 2194.87 ms [2022-03-12 05:24:12 main:574] : INFO : Epoch 1884 | loss: 0.00326473 | val_loss: 0.00302221 | Time: 2209.71 ms [2022-03-12 05:24:14 main:574] : INFO : Epoch 1885 | loss: 0.00310064 | val_loss: 0.00299893 | Time: 2221.95 ms [2022-03-12 05:24:16 main:574] : INFO : Epoch 1886 | loss: 0.00303948 | val_loss: 0.0029551 | Time: 2176.99 ms [2022-03-12 05:24:19 main:574] : INFO : Epoch 1887 | loss: 0.00306296 | val_loss: 0.00305741 | Time: 2236.03 ms [2022-03-12 05:24:21 main:574] : INFO : Epoch 1888 | loss: 0.00308798 | val_loss: 0.0029655 | Time: 2251.48 ms [2022-03-12 05:24:23 main:574] : INFO : Epoch 1889 | loss: 0.00303437 | val_loss: 0.00294215 | Time: 2175.09 ms [2022-03-12 05:24:25 main:574] : INFO : Epoch 1890 | loss: 0.00302763 | val_loss: 0.00307073 | Time: 2191.75 ms [2022-03-12 05:24:27 main:574] : INFO : Epoch 1891 | loss: 0.00306471 | val_loss: 0.00298039 | Time: 2187.03 ms [2022-03-12 05:24:30 main:574] : INFO : Epoch 1892 | loss: 0.00308446 | val_loss: 0.00325643 | Time: 2243.24 ms [2022-03-12 05:24:32 main:574] : INFO : Epoch 1893 | loss: 0.00335107 | val_loss: 0.00339999 | Time: 2188.56 ms [2022-03-12 05:24:34 main:574] : INFO : Epoch 1894 | loss: 0.00318396 | val_loss: 0.00300955 | Time: 2227.98 ms [2022-03-12 05:24:36 main:574] : INFO : Epoch 1895 | loss: 0.00304396 | val_loss: 0.00294716 | Time: 2184.47 ms [2022-03-12 05:24:39 main:574] : INFO : Epoch 1896 | loss: 0.00301503 | val_loss: 0.00293634 | Time: 2255.66 ms [2022-03-12 05:24:41 main:574] : INFO : Epoch 1897 | loss: 0.00301532 | val_loss: 0.00297965 | Time: 2229.8 ms [2022-03-12 05:24:43 main:574] : INFO : Epoch 1898 | loss: 0.00302217 | val_loss: 0.00300583 | Time: 2242.23 ms [2022-03-12 05:24:45 main:574] : INFO : Epoch 1899 | loss: 0.0030527 | val_loss: 0.00295825 | Time: 2189.14 ms [2022-03-12 05:24:48 main:574] : INFO : Epoch 1900 | loss: 0.00321863 | val_loss: 0.00342021 | Time: 2228.4 ms [2022-03-12 05:24:50 main:574] : INFO : Epoch 1901 | loss: 0.00322814 | val_loss: 0.00308399 | Time: 2219.37 ms [2022-03-12 05:24:52 main:574] : INFO : Epoch 1902 | loss: 0.00311259 | val_loss: 0.00297983 | Time: 2239.6 ms [2022-03-12 05:24:54 main:574] : INFO : Epoch 1903 | loss: 0.00303501 | val_loss: 0.00295086 | Time: 2243.89 ms [2022-03-12 05:24:56 main:574] : INFO : Epoch 1904 | loss: 0.00300432 | val_loss: 0.00293708 | Time: 2233.68 ms [2022-03-12 05:24:59 main:574] : INFO : Epoch 1905 | loss: 0.00300001 | val_loss: 0.00297055 | Time: 2269.54 ms [2022-03-12 05:25:01 main:574] : INFO : Epoch 1906 | loss: 0.00304465 | val_loss: 0.00295276 | Time: 2219.49 ms [2022-03-12 05:25:03 main:574] : INFO : Epoch 1907 | loss: 0.00319481 | val_loss: 0.00345999 | Time: 2229.78 ms [2022-03-12 05:25:05 main:574] : INFO : Epoch 1908 | loss: 0.00322315 | val_loss: 0.00301964 | Time: 2245.2 ms [2022-03-12 05:25:08 main:574] : INFO : Epoch 1909 | loss: 0.00309758 | val_loss: 0.00299467 | Time: 2193.87 ms [2022-03-12 05:25:10 main:574] : INFO : Epoch 1910 | loss: 0.00304162 | val_loss: 0.00296191 | Time: 2192.81 ms [2022-03-12 05:25:12 main:574] : INFO : Epoch 1911 | loss: 0.00301823 | val_loss: 0.00294085 | Time: 2329.95 ms [2022-03-12 05:25:14 main:574] : INFO : Epoch 1912 | loss: 0.00300776 | val_loss: 0.00292604 | Time: 2239.39 ms [2022-03-12 05:25:17 main:574] : INFO : Epoch 1913 | loss: 0.00300658 | val_loss: 0.00293178 | Time: 2219.2 ms [2022-03-12 05:25:19 main:574] : INFO : Epoch 1914 | loss: 0.00299916 | val_loss: 0.00290619 | Time: 2234.41 ms [2022-03-12 05:25:21 main:574] : INFO : Epoch 1915 | loss: 0.00300428 | val_loss: 0.00297696 | Time: 2192.48 ms [2022-03-12 05:25:23 main:574] : INFO : Epoch 1916 | loss: 0.00311118 | val_loss: 0.00294441 | Time: 2174.37 ms [2022-03-12 05:25:25 main:574] : INFO : Epoch 1917 | loss: 0.00305109 | val_loss: 0.00306688 | Time: 2210.39 ms [2022-03-12 05:25:28 main:574] : INFO : Epoch 1918 | loss: 0.00325592 | val_loss: 0.00303928 | Time: 2174.16 ms [2022-03-12 05:25:30 main:574] : INFO : Epoch 1919 | loss: 0.00307194 | val_loss: 0.00294556 | Time: 2248.23 ms [2022-03-12 05:25:32 main:574] : INFO : Epoch 1920 | loss: 0.00299623 | val_loss: 0.00290893 | Time: 2302.77 ms [2022-03-12 05:25:35 main:574] : INFO : Epoch 1921 | loss: 0.00297901 | val_loss: 0.00291492 | Time: 2268.2 ms [2022-03-12 05:25:37 main:574] : INFO : Epoch 1922 | loss: 0.00298049 | val_loss: 0.00290577 | Time: 2215.96 ms [2022-03-12 05:25:39 main:574] : INFO : Epoch 1923 | loss: 0.00297851 | val_loss: 0.00293428 | Time: 2218.03 ms [2022-03-12 05:25:41 main:574] : INFO : Epoch 1924 | loss: 0.00302723 | val_loss: 0.00298196 | Time: 2230.78 ms [2022-03-12 05:25:43 main:574] : INFO : Epoch 1925 | loss: 0.00309676 | val_loss: 0.00297364 | Time: 2228.73 ms [2022-03-12 05:25:46 main:574] : INFO : Epoch 1926 | loss: 0.00301803 | val_loss: 0.00297891 | Time: 2238.21 ms [2022-03-12 05:25:48 main:574] : INFO : Epoch 1927 | loss: 0.00299994 | val_loss: 0.00290741 | Time: 2196.85 ms [2022-03-12 05:25:50 main:574] : INFO : Epoch 1928 | loss: 0.0029781 | val_loss: 0.00290333 | Time: 2238.5 ms [2022-03-12 05:25:52 main:574] : INFO : Epoch 1929 | loss: 0.00302697 | val_loss: 0.00328069 | Time: 2240.11 ms [2022-03-12 05:25:55 main:574] : INFO : Epoch 1930 | loss: 0.0246272 | val_loss: 0.034438 | Time: 2279.11 ms [2022-03-12 05:25:57 main:574] : INFO : Epoch 1931 | loss: 0.0318265 | val_loss: 0.0313247 | Time: 2201.91 ms [2022-03-12 05:25:59 main:574] : INFO : Epoch 1932 | loss: 0.0314397 | val_loss: 0.031143 | Time: 2181.65 ms [2022-03-12 05:26:01 main:574] : INFO : Epoch 1933 | loss: 0.0309233 | val_loss: 0.0304943 | Time: 2207.46 ms [2022-03-12 05:26:03 main:574] : INFO : Epoch 1934 | loss: 0.0301846 | val_loss: 0.0297793 | Time: 2212.27 ms [2022-03-12 05:26:06 main:574] : INFO : Epoch 1935 | loss: 0.0295449 | val_loss: 0.0292899 | Time: 2238.85 ms [2022-03-12 05:26:08 main:574] : INFO : Epoch 1936 | loss: 0.0291586 | val_loss: 0.0289436 | Time: 2238.14 ms [2022-03-12 05:26:10 main:574] : INFO : Epoch 1937 | loss: 0.029009 | val_loss: 0.0289507 | Time: 2245.75 ms [2022-03-12 05:26:12 main:574] : INFO : Epoch 1938 | loss: 0.028964 | val_loss: 0.0288571 | Time: 2280.63 ms [2022-03-12 05:26:15 main:574] : INFO : Epoch 1939 | loss: 0.0288316 | val_loss: 0.0287188 | Time: 2194.73 ms [2022-03-12 05:26:17 main:574] : INFO : Epoch 1940 | loss: 0.0287146 | val_loss: 0.0286419 | Time: 2248.82 ms [2022-03-12 05:26:19 main:574] : INFO : Epoch 1941 | loss: 0.0286666 | val_loss: 0.028632 | Time: 2215.36 ms [2022-03-12 05:26:21 main:574] : INFO : Epoch 1942 | loss: 0.0291196 | val_loss: 0.0298484 | Time: 2225.15 ms [2022-03-12 05:26:24 main:574] : INFO : Epoch 1943 | loss: 0.0297709 | val_loss: 0.0294075 | Time: 2195.44 ms [2022-03-12 05:26:26 main:574] : INFO : Epoch 1944 | loss: 0.0293026 | val_loss: 0.029212 | Time: 2170.79 ms [2022-03-12 05:26:28 main:574] : INFO : Epoch 1945 | loss: 0.0291718 | val_loss: 0.0290786 | Time: 2166.54 ms [2022-03-12 05:26:30 main:574] : INFO : Epoch 1946 | loss: 0.0291318 | val_loss: 0.0289765 | Time: 2253.54 ms [2022-03-12 05:26:32 main:574] : INFO : Epoch 1947 | loss: 0.0289608 | val_loss: 0.0288382 | Time: 2240.12 ms [2022-03-12 05:26:35 main:574] : INFO : Epoch 1948 | loss: 0.0287865 | val_loss: 0.0286747 | Time: 2247.26 ms [2022-03-12 05:26:37 main:574] : INFO : Epoch 1949 | loss: 0.0287246 | val_loss: 0.02872 | Time: 2185.81 ms [2022-03-12 05:26:39 main:574] : INFO : Epoch 1950 | loss: 0.0286521 | val_loss: 0.0285461 | Time: 2185.22 ms [2022-03-12 05:26:41 main:574] : INFO : Epoch 1951 | loss: 0.0285462 | val_loss: 0.0284223 | Time: 2213.47 ms [2022-03-12 05:26:44 main:574] : INFO : Epoch 1952 | loss: 0.0283908 | val_loss: 0.0282113 | Time: 2267.48 ms [2022-03-12 05:26:46 main:574] : INFO : Epoch 1953 | loss: 0.0281126 | val_loss: 0.0280146 | Time: 2193.51 ms [2022-03-12 05:26:48 main:574] : INFO : Epoch 1954 | loss: 0.0279889 | val_loss: 0.0277197 | Time: 2229.64 ms [2022-03-12 05:26:50 main:574] : INFO : Epoch 1955 | loss: 0.0281419 | val_loss: 0.028455 | Time: 2183.43 ms [2022-03-12 05:26:52 main:574] : INFO : Epoch 1956 | loss: 0.0285516 | val_loss: 0.0284302 | Time: 2249.39 ms [2022-03-12 05:26:55 main:574] : INFO : Epoch 1957 | loss: 0.0284315 | val_loss: 0.0283372 | Time: 2209.19 ms [2022-03-12 05:26:57 main:574] : INFO : Epoch 1958 | loss: 0.0282928 | val_loss: 0.0281527 | Time: 2214.44 ms [2022-03-12 05:26:59 main:574] : INFO : Epoch 1959 | loss: 0.0281957 | val_loss: 0.0280309 | Time: 2226.56 ms [2022-03-12 05:27:01 main:574] : INFO : Epoch 1960 | loss: 0.02816 | val_loss: 0.0281368 | Time: 2222.91 ms [2022-03-12 05:27:04 main:574] : INFO : Epoch 1961 | loss: 0.0282598 | val_loss: 0.0281649 | Time: 2234.31 ms [2022-03-12 05:27:06 main:574] : INFO : Epoch 1962 | loss: 0.0281916 | val_loss: 0.0280631 | Time: 2173.28 ms [2022-03-12 05:27:08 main:574] : INFO : Epoch 1963 | loss: 0.0280666 | val_loss: 0.0279578 | Time: 2211.84 ms [2022-03-12 05:27:10 main:574] : INFO : Epoch 1964 | loss: 0.0280035 | val_loss: 0.0279053 | Time: 2233.91 ms [2022-03-12 05:27:12 main:574] : INFO : Epoch 1965 | loss: 0.0279635 | val_loss: 0.0278629 | Time: 2180.42 ms [2022-03-12 05:27:15 main:574] : INFO : Epoch 1966 | loss: 0.0279204 | val_loss: 0.0278185 | Time: 2226.8 ms [2022-03-12 05:27:17 main:574] : INFO : Epoch 1967 | loss: 0.0278486 | val_loss: 0.0277498 | Time: 2239.28 ms [2022-03-12 05:27:19 main:574] : INFO : Epoch 1968 | loss: 0.0277479 | val_loss: 0.0276052 | Time: 2251.86 ms [2022-03-12 05:27:21 main:574] : INFO : Epoch 1969 | loss: 0.0276191 | val_loss: 0.0274853 | Time: 2200.8 ms [2022-03-12 05:27:24 main:574] : INFO : Epoch 1970 | loss: 0.027528 | val_loss: 0.0273926 | Time: 2177.24 ms [2022-03-12 05:27:26 main:574] : INFO : Epoch 1971 | loss: 0.0274375 | val_loss: 0.0273239 | Time: 2215.6 ms [2022-03-12 05:27:28 main:574] : INFO : Epoch 1972 | loss: 0.0273965 | val_loss: 0.027282 | Time: 2206.25 ms [2022-03-12 05:27:30 main:574] : INFO : Epoch 1973 | loss: 0.0273625 | val_loss: 0.0272406 | Time: 2202.41 ms [2022-03-12 05:27:32 main:574] : INFO : Epoch 1974 | loss: 0.0273024 | val_loss: 0.0271967 | Time: 2258.83 ms [2022-03-12 05:27:35 main:574] : INFO : Epoch 1975 | loss: 0.0272427 | val_loss: 0.0271314 | Time: 2228.2 ms [2022-03-12 05:27:37 main:574] : INFO : Epoch 1976 | loss: 0.0271967 | val_loss: 0.0270847 | Time: 2274.9 ms [2022-03-12 05:27:39 main:574] : INFO : Epoch 1977 | loss: 0.0274813 | val_loss: 0.0277129 | Time: 2166.68 ms [2022-03-12 05:27:41 main:574] : INFO : Epoch 1978 | loss: 0.0275994 | val_loss: 0.0273041 | Time: 2252.74 ms [2022-03-12 05:27:44 main:574] : INFO : Epoch 1979 | loss: 0.0273979 | val_loss: 0.0273774 | Time: 2220.2 ms [2022-03-12 05:27:46 main:574] : INFO : Epoch 1980 | loss: 0.0275083 | val_loss: 0.0280727 | Time: 2188.37 ms [2022-03-12 05:27:48 main:574] : INFO : Epoch 1981 | loss: 0.0285459 | val_loss: 0.0287336 | Time: 2181.73 ms [2022-03-12 05:27:50 main:574] : INFO : Epoch 1982 | loss: 0.0286674 | val_loss: 0.0285571 | Time: 2188.53 ms [2022-03-12 05:27:52 main:574] : INFO : Epoch 1983 | loss: 0.0284574 | val_loss: 0.0281304 | Time: 2221.08 ms [2022-03-12 05:27:55 main:574] : INFO : Epoch 1984 | loss: 0.0278967 | val_loss: 0.0273909 | Time: 2222.39 ms [2022-03-12 05:27:57 main:574] : INFO : Epoch 1985 | loss: 0.0272547 | val_loss: 0.0269229 | Time: 2293.1 ms [2022-03-12 05:27:59 main:574] : INFO : Epoch 1986 | loss: 0.0269486 | val_loss: 0.0268053 | Time: 2254.26 ms [2022-03-12 05:28:01 main:574] : INFO : Epoch 1987 | loss: 0.0268578 | val_loss: 0.0267313 | Time: 2219.95 ms [2022-03-12 05:28:04 main:574] : INFO : Epoch 1988 | loss: 0.0268069 | val_loss: 0.0266992 | Time: 2168.9 ms [2022-03-12 05:28:06 main:574] : INFO : Epoch 1989 | loss: 0.0267647 | val_loss: 0.026645 | Time: 2176.96 ms [2022-03-12 05:28:08 main:574] : INFO : Epoch 1990 | loss: 0.0267646 | val_loss: 0.0266443 | Time: 2239.6 ms [2022-03-12 05:28:10 main:574] : INFO : Epoch 1991 | loss: 0.0267183 | val_loss: 0.0265962 | Time: 2193.55 ms [2022-03-12 05:28:12 main:574] : INFO : Epoch 1992 | loss: 0.0266538 | val_loss: 0.0265406 | Time: 2192.26 ms [2022-03-12 05:28:15 main:574] : INFO : Epoch 1993 | loss: 0.0266277 | val_loss: 0.0264969 | Time: 2207 ms [2022-03-12 05:28:17 main:574] : INFO : Epoch 1994 | loss: 0.0265744 | val_loss: 0.0264355 | Time: 2198.65 ms [2022-03-12 05:28:19 main:574] : INFO : Epoch 1995 | loss: 0.0265163 | val_loss: 0.0263638 | Time: 2290.14 ms [2022-03-12 05:28:21 main:574] : INFO : Epoch 1996 | loss: 0.026423 | val_loss: 0.0264838 | Time: 2226.94 ms [2022-03-12 05:28:24 main:574] : INFO : Epoch 1997 | loss: 0.0263053 | val_loss: 0.0261621 | Time: 2188.94 ms [2022-03-12 05:28:26 main:574] : INFO : Epoch 1998 | loss: 0.0259559 | val_loss: 0.0255666 | Time: 2218.88 ms [2022-03-12 05:28:28 main:574] : INFO : Epoch 1999 | loss: 0.0252922 | val_loss: 0.0250601 | Time: 2222.79 ms [2022-03-12 05:28:30 main:574] : INFO : Epoch 2000 | loss: 0.0249838 | val_loss: 0.0247716 | Time: 2240.92 ms [2022-03-12 05:28:32 main:574] : INFO : Epoch 2001 | loss: 0.0244709 | val_loss: 0.0238633 | Time: 2156.98 ms [2022-03-12 05:28:35 main:574] : INFO : Epoch 2002 | loss: 0.0238303 | val_loss: 0.0239518 | Time: 2244.93 ms [2022-03-12 05:28:37 main:574] : INFO : Epoch 2003 | loss: 0.023902 | val_loss: 0.0239865 | Time: 2214.74 ms [2022-03-12 05:28:39 main:574] : INFO : Epoch 2004 | loss: 0.0239983 | val_loss: 0.0234896 | Time: 2155.37 ms [2022-03-12 05:28:41 main:574] : INFO : Epoch 2005 | loss: 0.0220826 | val_loss: 0.0219088 | Time: 2217.4 ms [2022-03-12 05:28:44 main:574] : INFO : Epoch 2006 | loss: 0.0219799 | val_loss: 0.0217245 | Time: 2267.11 ms [2022-03-12 05:28:46 main:574] : INFO : Epoch 2007 | loss: 0.0215179 | val_loss: 0.0212587 | Time: 2221.12 ms [2022-03-12 05:28:48 main:574] : INFO : Epoch 2008 | loss: 0.0212308 | val_loss: 0.0209852 | Time: 2198.75 ms [2022-03-12 05:28:50 main:574] : INFO : Epoch 2009 | loss: 0.0208974 | val_loss: 0.0204902 | Time: 2201.21 ms [2022-03-12 05:28:52 main:574] : INFO : Epoch 2010 | loss: 0.0206588 | val_loss: 0.0202762 | Time: 2228.85 ms [2022-03-12 05:28:55 main:574] : INFO : Epoch 2011 | loss: 0.0199713 | val_loss: 0.0194604 | Time: 2213.31 ms [2022-03-12 05:28:57 main:574] : INFO : Epoch 2012 | loss: 0.0195974 | val_loss: 0.0192195 | Time: 2240.07 ms [2022-03-12 05:28:59 main:574] : INFO : Epoch 2013 | loss: 0.0189761 | val_loss: 0.0186963 | Time: 2185.64 ms [2022-03-12 05:29:01 main:574] : INFO : Epoch 2014 | loss: 0.0186658 | val_loss: 0.0184734 | Time: 2259.02 ms [2022-03-12 05:29:04 main:574] : INFO : Epoch 2015 | loss: 0.0183695 | val_loss: 0.0181922 | Time: 2182.42 ms [2022-03-12 05:29:06 main:574] : INFO : Epoch 2016 | loss: 0.0181812 | val_loss: 0.0180398 | Time: 2228.57 ms [2022-03-12 05:29:08 main:574] : INFO : Epoch 2017 | loss: 0.0180072 | val_loss: 0.0179192 | Time: 2247.6 ms [2022-03-12 05:29:10 main:574] : INFO : Epoch 2018 | loss: 0.0179349 | val_loss: 0.0177999 | Time: 2215.77 ms [2022-03-12 05:29:12 main:574] : INFO : Epoch 2019 | loss: 0.0177887 | val_loss: 0.0176166 | Time: 2167.57 ms [2022-03-12 05:29:15 main:574] : INFO : Epoch 2020 | loss: 0.0176803 | val_loss: 0.017481 | Time: 2194.52 ms [2022-03-12 05:29:17 main:574] : INFO : Epoch 2021 | loss: 0.0175578 | val_loss: 0.0174352 | Time: 2214.77 ms [2022-03-12 05:29:19 main:574] : INFO : Epoch 2022 | loss: 0.0175005 | val_loss: 0.0173138 | Time: 2260.06 ms [2022-03-12 05:29:21 main:574] : INFO : Epoch 2023 | loss: 0.0188879 | val_loss: 0.0193611 | Time: 2161.2 ms [2022-03-12 05:29:24 main:574] : INFO : Epoch 2024 | loss: 0.0190599 | val_loss: 0.0183422 | Time: 2231.98 ms [2022-03-12 05:29:26 main:574] : INFO : Epoch 2025 | loss: 0.0180899 | val_loss: 0.0176847 | Time: 2241.35 ms [2022-03-12 05:29:28 main:574] : INFO : Epoch 2026 | loss: 0.0176755 | val_loss: 0.0174803 | Time: 2240.86 ms [2022-03-12 05:29:30 main:574] : INFO : Epoch 2027 | loss: 0.0174905 | val_loss: 0.017316 | Time: 2254.82 ms [2022-03-12 05:29:32 main:574] : INFO : Epoch 2028 | loss: 0.0173804 | val_loss: 0.017237 | Time: 2197.37 ms [2022-03-12 05:29:35 main:574] : INFO : Epoch 2029 | loss: 0.0173236 | val_loss: 0.0171689 | Time: 2251.78 ms [2022-03-12 05:29:37 main:574] : INFO : Epoch 2030 | loss: 0.0172653 | val_loss: 0.0171607 | Time: 2206.56 ms [2022-03-12 05:29:39 main:574] : INFO : Epoch 2031 | loss: 0.0172341 | val_loss: 0.0171121 | Time: 2201.35 ms [2022-03-12 05:29:41 main:574] : INFO : Epoch 2032 | loss: 0.0173074 | val_loss: 0.0172838 | Time: 2223.87 ms [2022-03-12 05:29:44 main:574] : INFO : Epoch 2033 | loss: 0.0173361 | val_loss: 0.0171953 | Time: 2180.44 ms [2022-03-12 05:29:46 main:574] : INFO : Epoch 2034 | loss: 0.0172766 | val_loss: 0.0171093 | Time: 2228.73 ms [2022-03-12 05:29:48 main:574] : INFO : Epoch 2035 | loss: 0.0171817 | val_loss: 0.017022 | Time: 2243.93 ms [2022-03-12 05:29:50 main:574] : INFO : Epoch 2036 | loss: 0.0171157 | val_loss: 0.0169923 | Time: 2176.35 ms [2022-03-12 05:29:52 main:574] : INFO : Epoch 2037 | loss: 0.0170999 | val_loss: 0.0169571 | Time: 2187.04 ms [2022-03-12 05:29:55 main:574] : INFO : Epoch 2038 | loss: 0.0170399 | val_loss: 0.0168833 | Time: 2248.7 ms [2022-03-12 05:29:57 main:574] : INFO : Epoch 2039 | loss: 0.0170087 | val_loss: 0.0169039 | Time: 2182.86 ms [2022-03-12 05:29:59 main:574] : INFO : Epoch 2040 | loss: 0.0170982 | val_loss: 0.0172438 | Time: 2215.05 ms [2022-03-12 05:30:01 main:574] : INFO : Epoch 2041 | loss: 0.0172265 | val_loss: 0.0170294 | Time: 2213.98 ms [2022-03-12 05:30:04 main:574] : INFO : Epoch 2042 | loss: 0.0170903 | val_loss: 0.0174018 | Time: 2220.43 ms [2022-03-12 05:30:06 main:574] : INFO : Epoch 2043 | loss: 0.0173297 | val_loss: 0.0169622 | Time: 2243.22 ms [2022-03-12 05:30:08 main:574] : INFO : Epoch 2044 | loss: 0.0170179 | val_loss: 0.0167885 | Time: 2309.42 ms [2022-03-12 05:30:10 main:574] : INFO : Epoch 2045 | loss: 0.0169056 | val_loss: 0.016709 | Time: 2240.63 ms [2022-03-12 05:30:13 main:574] : INFO : Epoch 2046 | loss: 0.0168246 | val_loss: 0.0166475 | Time: 2218.07 ms [2022-03-12 05:30:15 main:574] : INFO : Epoch 2047 | loss: 0.016786 | val_loss: 0.0166482 | Time: 2185.85 ms [2022-03-12 05:30:17 main:574] : INFO : Epoch 2048 | loss: 0.0169087 | val_loss: 0.0167683 | Time: 2214.03 ms [2022-03-12 05:30:17 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0167683 [2022-03-12 05:30:17 main:603] : INFO : Saving end state to config to file [2022-03-12 05:30:17 main:608] : INFO : Success, exiting.. 05:30:17 (76460): 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)