| <!DOCTYPE html> |
| <html lang="zh-CN"> |
| <head> |
| <meta charset="utf-8"> |
| <meta name="viewport" content="width=device-width,initial-scale=1"> |
| <title> </title> |
| <meta name="generator" content="VuePress 1.8.2"> |
| <link rel="icon" href="/favicon.ico"> |
| <meta name="description" content=" "> |
| <meta name="Description" content="Apache IoTDB: Time Series Database for IoT"> |
| <meta name="Keywords" content="TSDB, time series, time series database, IoTDB, IoT database, IoT data management,时序数据库, 时间序列管理, IoTDB, 物联网数据库, 实时数据库, 物联网数据管理, 物联网数据"> |
| <meta name="baidu-site-verification" content="wfKETzB3OT"> |
| <meta name="google-site-verification" content="mZWAoRY0yj_HAr-s47zHCGHzx5Ju-RVm5wDbPnwQYFo"> |
| |
| <link rel="preload" href="/assets/css/0.styles.ccadf850.css" as="style"><link rel="preload" href="/assets/js/app.9c03bb74.js" as="script"><link rel="preload" href="/assets/js/3.e95317f3.js" as="script"><link rel="preload" href="/assets/js/380.413183d4.js" as="script"><link rel="prefetch" href="/assets/js/10.77e7d27b.js"><link rel="prefetch" href="/assets/js/100.ce37c53f.js"><link rel="prefetch" href="/assets/js/101.ab370749.js"><link rel="prefetch" href="/assets/js/102.4db55384.js"><link rel="prefetch" href="/assets/js/103.28a00d56.js"><link rel="prefetch" href="/assets/js/104.aaf85214.js"><link rel="prefetch" href="/assets/js/105.eb973f15.js"><link rel="prefetch" href="/assets/js/106.007d9ae6.js"><link rel="prefetch" href="/assets/js/107.35199171.js"><link rel="prefetch" href="/assets/js/108.2f080778.js"><link rel="prefetch" href="/assets/js/109.4a3db7c3.js"><link rel="prefetch" href="/assets/js/11.242ea813.js"><link rel="prefetch" href="/assets/js/110.121c12b0.js"><link rel="prefetch" href="/assets/js/111.2d907f27.js"><link rel="prefetch" href="/assets/js/112.cd3fc3c6.js"><link rel="prefetch" href="/assets/js/113.60360e14.js"><link rel="prefetch" href="/assets/js/114.b1977cbf.js"><link rel="prefetch" href="/assets/js/115.71389e78.js"><link rel="prefetch" href="/assets/js/116.c495c800.js"><link rel="prefetch" href="/assets/js/117.f6a4a5d4.js"><link rel="prefetch" href="/assets/js/118.986551b6.js"><link rel="prefetch" href="/assets/js/119.ccf52dd9.js"><link rel="prefetch" href="/assets/js/12.643b0fb0.js"><link rel="prefetch" href="/assets/js/120.c21aafd0.js"><link rel="prefetch" href="/assets/js/121.448ace52.js"><link rel="prefetch" href="/assets/js/122.37b6650b.js"><link rel="prefetch" href="/assets/js/123.096531cd.js"><link rel="prefetch" href="/assets/js/124.6d8ba356.js"><link rel="prefetch" href="/assets/js/125.b053a479.js"><link rel="prefetch" href="/assets/js/126.32856698.js"><link rel="prefetch" href="/assets/js/127.211c2b9f.js"><link rel="prefetch" href="/assets/js/128.f7cd241a.js"><link rel="prefetch" href="/assets/js/129.8983f959.js"><link rel="prefetch" href="/assets/js/13.c58bffc8.js"><link rel="prefetch" href="/assets/js/130.27448489.js"><link rel="prefetch" href="/assets/js/131.f74784eb.js"><link rel="prefetch" href="/assets/js/132.9553fdd5.js"><link rel="prefetch" href="/assets/js/133.128c722a.js"><link rel="prefetch" href="/assets/js/134.3e480989.js"><link rel="prefetch" href="/assets/js/135.06b43884.js"><link rel="prefetch" href="/assets/js/136.6a6503c4.js"><link rel="prefetch" href="/assets/js/137.f79fb732.js"><link rel="prefetch" href="/assets/js/138.c519ee60.js"><link rel="prefetch" href="/assets/js/139.269b4122.js"><link rel="prefetch" href="/assets/js/14.939be0f9.js"><link rel="prefetch" href="/assets/js/140.8acac491.js"><link rel="prefetch" href="/assets/js/141.5739ba5c.js"><link rel="prefetch" href="/assets/js/142.0a0bb60d.js"><link rel="prefetch" href="/assets/js/143.2849d1b8.js"><link rel="prefetch" href="/assets/js/144.40806d0f.js"><link rel="prefetch" href="/assets/js/145.f396d071.js"><link rel="prefetch" href="/assets/js/146.3f935af5.js"><link rel="prefetch" href="/assets/js/147.6ab3b033.js"><link rel="prefetch" href="/assets/js/148.1e9ba5bb.js"><link rel="prefetch" href="/assets/js/149.be7d35fd.js"><link rel="prefetch" href="/assets/js/15.843fe861.js"><link rel="prefetch" href="/assets/js/150.4553bfe1.js"><link rel="prefetch" href="/assets/js/151.4df7c29e.js"><link rel="prefetch" href="/assets/js/152.7fbfa55b.js"><link rel="prefetch" href="/assets/js/153.b307a91f.js"><link rel="prefetch" href="/assets/js/154.61a099b6.js"><link rel="prefetch" href="/assets/js/155.42bd11f4.js"><link rel="prefetch" href="/assets/js/156.5e14d94b.js"><link rel="prefetch" href="/assets/js/157.a82e8d14.js"><link rel="prefetch" href="/assets/js/158.4ca4cf76.js"><link rel="prefetch" href="/assets/js/159.96ad00f0.js"><link rel="prefetch" href="/assets/js/16.17c1f643.js"><link rel="prefetch" href="/assets/js/160.d27a9f8e.js"><link rel="prefetch" href="/assets/js/161.f69489a3.js"><link rel="prefetch" href="/assets/js/162.d6297e81.js"><link rel="prefetch" href="/assets/js/163.8c7d6f48.js"><link rel="prefetch" href="/assets/js/164.844ec167.js"><link rel="prefetch" href="/assets/js/165.e4109536.js"><link rel="prefetch" href="/assets/js/166.6f922175.js"><link rel="prefetch" href="/assets/js/167.27cb7956.js"><link rel="prefetch" href="/assets/js/168.66d50e2f.js"><link rel="prefetch" href="/assets/js/169.db6a9c1e.js"><link rel="prefetch" href="/assets/js/17.a4028525.js"><link rel="prefetch" href="/assets/js/170.f09f4ab5.js"><link rel="prefetch" href="/assets/js/171.03b885f5.js"><link rel="prefetch" href="/assets/js/172.712c6bac.js"><link rel="prefetch" href="/assets/js/173.72a81752.js"><link rel="prefetch" href="/assets/js/174.80e57cad.js"><link rel="prefetch" href="/assets/js/175.96ef1cbc.js"><link rel="prefetch" href="/assets/js/176.975567d0.js"><link rel="prefetch" href="/assets/js/177.e46b5dad.js"><link rel="prefetch" href="/assets/js/178.277a4463.js"><link rel="prefetch" href="/assets/js/179.a8370836.js"><link rel="prefetch" href="/assets/js/18.122d5826.js"><link rel="prefetch" href="/assets/js/180.66ebf02a.js"><link rel="prefetch" href="/assets/js/181.b5488f9b.js"><link rel="prefetch" href="/assets/js/182.d354a8c6.js"><link rel="prefetch" href="/assets/js/183.87f069d1.js"><link rel="prefetch" href="/assets/js/184.47c2f6fb.js"><link rel="prefetch" href="/assets/js/185.b6a632b5.js"><link rel="prefetch" href="/assets/js/186.9f9a7452.js"><link rel="prefetch" href="/assets/js/187.aadc1931.js"><link rel="prefetch" href="/assets/js/188.90cc251e.js"><link rel="prefetch" href="/assets/js/189.01c9ecc3.js"><link rel="prefetch" href="/assets/js/19.9187dec1.js"><link rel="prefetch" href="/assets/js/190.ff15e49f.js"><link rel="prefetch" href="/assets/js/191.a47f90cd.js"><link rel="prefetch" href="/assets/js/192.1d1eb36e.js"><link rel="prefetch" href="/assets/js/193.39fab29d.js"><link rel="prefetch" href="/assets/js/194.f1cbfa0a.js"><link rel="prefetch" href="/assets/js/195.c40239c9.js"><link rel="prefetch" href="/assets/js/196.0388c356.js"><link rel="prefetch" href="/assets/js/197.55863e11.js"><link rel="prefetch" href="/assets/js/198.a48cc095.js"><link rel="prefetch" href="/assets/js/199.dae24824.js"><link rel="prefetch" href="/assets/js/20.c8df4732.js"><link rel="prefetch" href="/assets/js/200.5b971052.js"><link rel="prefetch" href="/assets/js/201.c6d6883b.js"><link rel="prefetch" href="/assets/js/202.56b1c573.js"><link rel="prefetch" href="/assets/js/203.cacf8999.js"><link rel="prefetch" href="/assets/js/204.899538ec.js"><link rel="prefetch" href="/assets/js/205.fd2fe361.js"><link rel="prefetch" href="/assets/js/206.ea246089.js"><link rel="prefetch" href="/assets/js/207.4dd0bdf9.js"><link rel="prefetch" href="/assets/js/208.30c94a7c.js"><link rel="prefetch" href="/assets/js/209.8d20aa77.js"><link rel="prefetch" href="/assets/js/21.acbfa763.js"><link rel="prefetch" href="/assets/js/210.ad8beb10.js"><link rel="prefetch" href="/assets/js/211.87928df0.js"><link rel="prefetch" href="/assets/js/212.552b3f7c.js"><link rel="prefetch" href="/assets/js/213.2b0a5283.js"><link rel="prefetch" href="/assets/js/214.8cf08cfc.js"><link rel="prefetch" href="/assets/js/215.d3564dd7.js"><link rel="prefetch" href="/assets/js/216.736e26f0.js"><link rel="prefetch" href="/assets/js/217.f9370757.js"><link rel="prefetch" href="/assets/js/218.3205fb4a.js"><link rel="prefetch" href="/assets/js/219.fd6ed6fa.js"><link rel="prefetch" href="/assets/js/22.1e7200c8.js"><link rel="prefetch" href="/assets/js/220.d72b3bb1.js"><link rel="prefetch" href="/assets/js/221.7e1fb00c.js"><link rel="prefetch" href="/assets/js/222.f520de95.js"><link rel="prefetch" href="/assets/js/223.494442ca.js"><link rel="prefetch" href="/assets/js/224.642062b0.js"><link rel="prefetch" href="/assets/js/225.9b6f0752.js"><link rel="prefetch" href="/assets/js/226.4868d0a5.js"><link rel="prefetch" href="/assets/js/227.6ba50795.js"><link rel="prefetch" href="/assets/js/228.96c32a84.js"><link rel="prefetch" href="/assets/js/229.79ec0103.js"><link rel="prefetch" href="/assets/js/23.91ba0b88.js"><link rel="prefetch" href="/assets/js/230.eb3c9a16.js"><link rel="prefetch" href="/assets/js/231.dc2fe2df.js"><link rel="prefetch" href="/assets/js/232.5a6632a5.js"><link rel="prefetch" href="/assets/js/233.f79fadcf.js"><link rel="prefetch" href="/assets/js/234.bd229dea.js"><link rel="prefetch" href="/assets/js/235.b9343eea.js"><link rel="prefetch" href="/assets/js/236.39a58653.js"><link rel="prefetch" href="/assets/js/237.d795e1ce.js"><link rel="prefetch" href="/assets/js/238.0357593a.js"><link rel="prefetch" href="/assets/js/239.a96f58b0.js"><link rel="prefetch" href="/assets/js/24.de37758e.js"><link rel="prefetch" href="/assets/js/240.5023ae7f.js"><link rel="prefetch" href="/assets/js/241.b8bfff76.js"><link rel="prefetch" href="/assets/js/242.1006f57d.js"><link rel="prefetch" href="/assets/js/243.177605aa.js"><link rel="prefetch" href="/assets/js/244.49b5cc23.js"><link rel="prefetch" href="/assets/js/245.26270fbd.js"><link rel="prefetch" href="/assets/js/246.5ddc708b.js"><link rel="prefetch" href="/assets/js/247.adc9b00e.js"><link rel="prefetch" href="/assets/js/248.0dddc45e.js"><link rel="prefetch" href="/assets/js/249.86245d4b.js"><link rel="prefetch" href="/assets/js/25.77e4633a.js"><link rel="prefetch" href="/assets/js/250.ca664993.js"><link rel="prefetch" href="/assets/js/251.4110130e.js"><link rel="prefetch" href="/assets/js/252.69e52586.js"><link rel="prefetch" href="/assets/js/253.6a0b34fb.js"><link rel="prefetch" href="/assets/js/254.6d43bbe7.js"><link rel="prefetch" href="/assets/js/255.ef51c14f.js"><link rel="prefetch" href="/assets/js/256.e30632ae.js"><link rel="prefetch" href="/assets/js/257.8474f813.js"><link rel="prefetch" href="/assets/js/258.f4b72fd8.js"><link rel="prefetch" href="/assets/js/259.f9b80571.js"><link rel="prefetch" href="/assets/js/26.bc913725.js"><link rel="prefetch" href="/assets/js/260.890c3824.js"><link rel="prefetch" href="/assets/js/261.7a0e64a4.js"><link rel="prefetch" href="/assets/js/262.f1795204.js"><link rel="prefetch" href="/assets/js/263.4645793a.js"><link rel="prefetch" href="/assets/js/264.cedced53.js"><link rel="prefetch" href="/assets/js/265.f5999224.js"><link rel="prefetch" href="/assets/js/266.796b7845.js"><link rel="prefetch" href="/assets/js/267.6a6e0b45.js"><link rel="prefetch" href="/assets/js/268.e31ccc5d.js"><link rel="prefetch" href="/assets/js/269.87ec3c50.js"><link rel="prefetch" href="/assets/js/27.353617df.js"><link rel="prefetch" href="/assets/js/270.10c1f626.js"><link rel="prefetch" href="/assets/js/271.951311af.js"><link rel="prefetch" href="/assets/js/272.b88b9e6e.js"><link rel="prefetch" href="/assets/js/273.60491e24.js"><link rel="prefetch" href="/assets/js/274.256ac066.js"><link rel="prefetch" href="/assets/js/275.bc626957.js"><link rel="prefetch" href="/assets/js/276.bf42d85f.js"><link rel="prefetch" href="/assets/js/277.195beb55.js"><link rel="prefetch" href="/assets/js/278.f7da5f89.js"><link rel="prefetch" href="/assets/js/279.6238db1e.js"><link rel="prefetch" href="/assets/js/28.0a801078.js"><link rel="prefetch" href="/assets/js/280.4a586292.js"><link rel="prefetch" href="/assets/js/281.2b5d75c2.js"><link rel="prefetch" href="/assets/js/282.d71dd9d3.js"><link rel="prefetch" href="/assets/js/283.39b9ec0e.js"><link rel="prefetch" href="/assets/js/284.306b0a13.js"><link rel="prefetch" href="/assets/js/285.8e9ec7da.js"><link rel="prefetch" href="/assets/js/286.4c15caa2.js"><link rel="prefetch" href="/assets/js/287.4b071b23.js"><link rel="prefetch" href="/assets/js/288.8b780706.js"><link rel="prefetch" href="/assets/js/289.789f44e7.js"><link rel="prefetch" href="/assets/js/29.015a0cef.js"><link rel="prefetch" href="/assets/js/290.faf33e36.js"><link rel="prefetch" href="/assets/js/291.7fe43457.js"><link rel="prefetch" href="/assets/js/292.e00b421d.js"><link rel="prefetch" href="/assets/js/293.010cbc8b.js"><link rel="prefetch" href="/assets/js/294.dbc158e3.js"><link rel="prefetch" href="/assets/js/295.1e94dacc.js"><link rel="prefetch" href="/assets/js/296.77ae03d2.js"><link rel="prefetch" href="/assets/js/297.e548ba7e.js"><link rel="prefetch" href="/assets/js/298.9e64d086.js"><link rel="prefetch" href="/assets/js/299.a9495179.js"><link rel="prefetch" href="/assets/js/30.03cf4852.js"><link rel="prefetch" href="/assets/js/300.4a34e85e.js"><link rel="prefetch" href="/assets/js/301.646c292f.js"><link rel="prefetch" href="/assets/js/302.992ba1a4.js"><link rel="prefetch" href="/assets/js/303.2fa1659c.js"><link rel="prefetch" href="/assets/js/304.45ec5f49.js"><link rel="prefetch" href="/assets/js/305.c920feb8.js"><link rel="prefetch" href="/assets/js/306.9adbbd88.js"><link rel="prefetch" href="/assets/js/307.9236e6dd.js"><link rel="prefetch" href="/assets/js/308.f1153048.js"><link rel="prefetch" href="/assets/js/309.160e8998.js"><link rel="prefetch" href="/assets/js/31.9af92350.js"><link rel="prefetch" href="/assets/js/310.264c84d3.js"><link rel="prefetch" href="/assets/js/311.b0722a23.js"><link rel="prefetch" href="/assets/js/312.d6db71aa.js"><link rel="prefetch" href="/assets/js/313.56c40b4a.js"><link rel="prefetch" href="/assets/js/314.4430b382.js"><link rel="prefetch" href="/assets/js/315.c70120b9.js"><link rel="prefetch" href="/assets/js/316.f8399289.js"><link rel="prefetch" href="/assets/js/317.1de6d257.js"><link rel="prefetch" href="/assets/js/318.91c96271.js"><link rel="prefetch" href="/assets/js/319.eb7b75c1.js"><link rel="prefetch" href="/assets/js/32.e5e702b0.js"><link rel="prefetch" href="/assets/js/320.cc4206e7.js"><link rel="prefetch" href="/assets/js/321.a4b9d736.js"><link rel="prefetch" href="/assets/js/322.5aae6989.js"><link rel="prefetch" href="/assets/js/323.e4fd51b3.js"><link rel="prefetch" href="/assets/js/324.1ba3ee32.js"><link rel="prefetch" href="/assets/js/325.d92a5a32.js"><link rel="prefetch" href="/assets/js/326.176dd708.js"><link rel="prefetch" href="/assets/js/327.974ddc21.js"><link rel="prefetch" href="/assets/js/328.7be0fd73.js"><link rel="prefetch" href="/assets/js/329.c7ddf3b9.js"><link rel="prefetch" href="/assets/js/33.d0eafbb9.js"><link rel="prefetch" href="/assets/js/330.bd9e4aaa.js"><link rel="prefetch" href="/assets/js/331.0930a354.js"><link rel="prefetch" href="/assets/js/332.fb2e17c5.js"><link rel="prefetch" href="/assets/js/333.6a30384d.js"><link rel="prefetch" href="/assets/js/334.c3a65c90.js"><link rel="prefetch" href="/assets/js/335.925d4e40.js"><link rel="prefetch" href="/assets/js/336.d57e25c2.js"><link rel="prefetch" href="/assets/js/337.0231a5b2.js"><link rel="prefetch" href="/assets/js/338.6cda9f6a.js"><link rel="prefetch" href="/assets/js/339.bbf73c4f.js"><link rel="prefetch" href="/assets/js/34.85849ed4.js"><link rel="prefetch" href="/assets/js/340.f50cc5bc.js"><link rel="prefetch" href="/assets/js/341.bb11443e.js"><link rel="prefetch" href="/assets/js/342.0657d637.js"><link rel="prefetch" href="/assets/js/343.6757b598.js"><link rel="prefetch" href="/assets/js/344.eb356eae.js"><link rel="prefetch" href="/assets/js/345.e61fd7a0.js"><link rel="prefetch" href="/assets/js/346.cbfb04f4.js"><link rel="prefetch" href="/assets/js/347.38bbefab.js"><link rel="prefetch" href="/assets/js/348.53daceee.js"><link rel="prefetch" href="/assets/js/349.cf4bf014.js"><link rel="prefetch" href="/assets/js/35.5612ab6a.js"><link rel="prefetch" href="/assets/js/350.1066134b.js"><link rel="prefetch" href="/assets/js/351.70c60d7d.js"><link rel="prefetch" href="/assets/js/352.38c78131.js"><link rel="prefetch" href="/assets/js/353.8c271a83.js"><link rel="prefetch" href="/assets/js/354.f07fe232.js"><link rel="prefetch" href="/assets/js/355.75b97cf0.js"><link rel="prefetch" href="/assets/js/356.7e54a7f7.js"><link rel="prefetch" href="/assets/js/357.186ba021.js"><link rel="prefetch" href="/assets/js/358.239bc6cd.js"><link rel="prefetch" href="/assets/js/359.5b5efbc0.js"><link rel="prefetch" href="/assets/js/36.5a401e9f.js"><link rel="prefetch" href="/assets/js/360.dc8c37e4.js"><link rel="prefetch" href="/assets/js/361.0ffc00b2.js"><link rel="prefetch" href="/assets/js/362.0b44b216.js"><link rel="prefetch" href="/assets/js/363.957ae19e.js"><link rel="prefetch" href="/assets/js/364.f744f1cf.js"><link rel="prefetch" href="/assets/js/365.228a2005.js"><link rel="prefetch" href="/assets/js/366.6dc37394.js"><link rel="prefetch" href="/assets/js/367.56ff065b.js"><link rel="prefetch" href="/assets/js/368.9689ca0c.js"><link rel="prefetch" href="/assets/js/369.ed6d9c14.js"><link rel="prefetch" href="/assets/js/37.692720e1.js"><link rel="prefetch" href="/assets/js/370.584442b6.js"><link rel="prefetch" href="/assets/js/371.770d40de.js"><link rel="prefetch" href="/assets/js/372.6b44d26d.js"><link rel="prefetch" href="/assets/js/373.4548d4c0.js"><link rel="prefetch" href="/assets/js/374.e347ead4.js"><link rel="prefetch" href="/assets/js/375.774420c2.js"><link rel="prefetch" href="/assets/js/376.4b504e94.js"><link rel="prefetch" href="/assets/js/377.e3d4af2c.js"><link rel="prefetch" href="/assets/js/378.8265e3af.js"><link rel="prefetch" href="/assets/js/379.06514b26.js"><link rel="prefetch" href="/assets/js/38.eebc30e0.js"><link rel="prefetch" href="/assets/js/381.570e7c14.js"><link rel="prefetch" href="/assets/js/382.6e94a17d.js"><link rel="prefetch" href="/assets/js/383.ab06426d.js"><link rel="prefetch" href="/assets/js/384.8cde732c.js"><link rel="prefetch" href="/assets/js/385.edbe545d.js"><link rel="prefetch" href="/assets/js/386.5edbd64b.js"><link rel="prefetch" href="/assets/js/387.d08b9da1.js"><link rel="prefetch" href="/assets/js/388.3cafa76f.js"><link rel="prefetch" href="/assets/js/389.ac1c71b5.js"><link rel="prefetch" href="/assets/js/39.9ccd0236.js"><link rel="prefetch" href="/assets/js/390.e3c6dc5b.js"><link rel="prefetch" href="/assets/js/391.097ce5d5.js"><link rel="prefetch" href="/assets/js/392.6c36a3c8.js"><link rel="prefetch" href="/assets/js/393.cc10c814.js"><link rel="prefetch" href="/assets/js/394.0f496e89.js"><link rel="prefetch" href="/assets/js/395.829eba9f.js"><link rel="prefetch" href="/assets/js/396.3ff26d83.js"><link rel="prefetch" href="/assets/js/397.bee7fd8b.js"><link rel="prefetch" href="/assets/js/398.812712cf.js"><link rel="prefetch" href="/assets/js/399.359fa7fe.js"><link rel="prefetch" href="/assets/js/4.9c4b1c6d.js"><link rel="prefetch" href="/assets/js/40.78497aeb.js"><link rel="prefetch" href="/assets/js/400.39779156.js"><link rel="prefetch" href="/assets/js/401.df776005.js"><link rel="prefetch" href="/assets/js/402.be1f5783.js"><link rel="prefetch" href="/assets/js/403.8856d7b1.js"><link rel="prefetch" href="/assets/js/404.562089b0.js"><link rel="prefetch" href="/assets/js/405.93f42baf.js"><link rel="prefetch" href="/assets/js/406.8dbc7179.js"><link rel="prefetch" href="/assets/js/407.ab430854.js"><link rel="prefetch" href="/assets/js/408.78190c9f.js"><link rel="prefetch" href="/assets/js/409.5885c231.js"><link rel="prefetch" href="/assets/js/41.f483212d.js"><link rel="prefetch" href="/assets/js/410.b081220a.js"><link rel="prefetch" href="/assets/js/411.a36444c4.js"><link rel="prefetch" href="/assets/js/412.ceb1c2f9.js"><link rel="prefetch" href="/assets/js/413.9a587755.js"><link rel="prefetch" href="/assets/js/414.76fbf607.js"><link rel="prefetch" href="/assets/js/415.4dcc07c7.js"><link rel="prefetch" href="/assets/js/416.67a151b4.js"><link rel="prefetch" href="/assets/js/417.8f1f6147.js"><link rel="prefetch" href="/assets/js/418.d5fc9d05.js"><link rel="prefetch" href="/assets/js/419.540dcd2a.js"><link rel="prefetch" href="/assets/js/42.ffb032af.js"><link rel="prefetch" href="/assets/js/420.6e0a10f2.js"><link rel="prefetch" href="/assets/js/421.a6c3c8af.js"><link rel="prefetch" href="/assets/js/422.47653244.js"><link rel="prefetch" href="/assets/js/423.cb7eba6d.js"><link rel="prefetch" href="/assets/js/424.9d5aa304.js"><link rel="prefetch" href="/assets/js/425.d2f6e40e.js"><link rel="prefetch" href="/assets/js/426.d6deb76a.js"><link rel="prefetch" href="/assets/js/427.d39d619c.js"><link rel="prefetch" href="/assets/js/428.6e4e5abb.js"><link rel="prefetch" href="/assets/js/429.0f2edacf.js"><link rel="prefetch" href="/assets/js/43.7406f914.js"><link rel="prefetch" href="/assets/js/430.ddcfba32.js"><link rel="prefetch" href="/assets/js/431.5ecf6e5d.js"><link rel="prefetch" href="/assets/js/432.b578015e.js"><link rel="prefetch" href="/assets/js/433.90540732.js"><link rel="prefetch" href="/assets/js/434.04a8d2c6.js"><link rel="prefetch" href="/assets/js/435.959e7362.js"><link rel="prefetch" href="/assets/js/436.891b6ce7.js"><link rel="prefetch" href="/assets/js/437.7c983dad.js"><link rel="prefetch" href="/assets/js/438.f7e133f1.js"><link rel="prefetch" href="/assets/js/439.692da598.js"><link rel="prefetch" href="/assets/js/44.3bea749e.js"><link rel="prefetch" href="/assets/js/440.2971f4ef.js"><link rel="prefetch" href="/assets/js/441.e12292fb.js"><link rel="prefetch" href="/assets/js/442.08f60114.js"><link rel="prefetch" href="/assets/js/443.9f684f2a.js"><link rel="prefetch" href="/assets/js/444.d100eb74.js"><link rel="prefetch" href="/assets/js/445.733e07b3.js"><link rel="prefetch" href="/assets/js/446.b1a5daaf.js"><link rel="prefetch" href="/assets/js/447.b565b8e7.js"><link rel="prefetch" href="/assets/js/448.c4d1c15e.js"><link rel="prefetch" href="/assets/js/449.f9f855be.js"><link rel="prefetch" href="/assets/js/45.4f6dc502.js"><link rel="prefetch" href="/assets/js/450.3ff3ce7b.js"><link rel="prefetch" href="/assets/js/451.f43857ff.js"><link rel="prefetch" href="/assets/js/452.3a8bb15a.js"><link rel="prefetch" href="/assets/js/453.4d5d4319.js"><link rel="prefetch" href="/assets/js/454.e0838804.js"><link rel="prefetch" href="/assets/js/455.86256c6f.js"><link rel="prefetch" href="/assets/js/456.98d95ce5.js"><link rel="prefetch" href="/assets/js/457.27f821d2.js"><link rel="prefetch" href="/assets/js/458.0e11d249.js"><link rel="prefetch" href="/assets/js/459.6b8af96a.js"><link rel="prefetch" href="/assets/js/46.e460983d.js"><link rel="prefetch" href="/assets/js/460.5294a47f.js"><link rel="prefetch" href="/assets/js/461.5cb7cfb1.js"><link rel="prefetch" href="/assets/js/462.214e91ce.js"><link rel="prefetch" href="/assets/js/463.54494074.js"><link rel="prefetch" href="/assets/js/464.0e1615f7.js"><link rel="prefetch" href="/assets/js/465.c61d57fa.js"><link rel="prefetch" href="/assets/js/466.88c375a9.js"><link rel="prefetch" href="/assets/js/467.b3f00de3.js"><link rel="prefetch" href="/assets/js/468.8f2561ff.js"><link rel="prefetch" href="/assets/js/469.741b348f.js"><link rel="prefetch" href="/assets/js/47.e56ee397.js"><link rel="prefetch" href="/assets/js/470.ba1d5a08.js"><link rel="prefetch" href="/assets/js/471.9842c3d9.js"><link rel="prefetch" href="/assets/js/472.887667b1.js"><link rel="prefetch" href="/assets/js/473.ac9f4dc8.js"><link rel="prefetch" href="/assets/js/474.7ab2ad2f.js"><link rel="prefetch" href="/assets/js/475.04c8df23.js"><link rel="prefetch" href="/assets/js/476.369e6ad4.js"><link rel="prefetch" href="/assets/js/477.cd44b6c4.js"><link rel="prefetch" href="/assets/js/478.1c4e292d.js"><link rel="prefetch" href="/assets/js/479.18311c46.js"><link rel="prefetch" href="/assets/js/48.bec9faeb.js"><link rel="prefetch" href="/assets/js/480.6a119ed5.js"><link rel="prefetch" href="/assets/js/481.6504abc3.js"><link rel="prefetch" href="/assets/js/482.a0850ad4.js"><link rel="prefetch" href="/assets/js/483.11c430e0.js"><link rel="prefetch" href="/assets/js/484.cb6bc4a3.js"><link rel="prefetch" href="/assets/js/485.fef6bd3e.js"><link rel="prefetch" href="/assets/js/486.9cbb009e.js"><link rel="prefetch" href="/assets/js/487.bf3ac79b.js"><link rel="prefetch" href="/assets/js/488.cdeb35a5.js"><link rel="prefetch" href="/assets/js/489.dad79eab.js"><link rel="prefetch" href="/assets/js/49.f271ac34.js"><link rel="prefetch" href="/assets/js/490.61225193.js"><link rel="prefetch" href="/assets/js/491.862665a1.js"><link rel="prefetch" href="/assets/js/492.e16d11e1.js"><link rel="prefetch" href="/assets/js/493.83997cf9.js"><link rel="prefetch" href="/assets/js/494.607eaccf.js"><link rel="prefetch" href="/assets/js/495.47d53a9a.js"><link rel="prefetch" href="/assets/js/496.166c88c4.js"><link rel="prefetch" href="/assets/js/497.3b9635e2.js"><link rel="prefetch" href="/assets/js/498.8e8025ec.js"><link rel="prefetch" href="/assets/js/499.22f6be18.js"><link rel="prefetch" href="/assets/js/5.2a4451ec.js"><link rel="prefetch" href="/assets/js/50.e60dabfc.js"><link rel="prefetch" href="/assets/js/500.517d8628.js"><link rel="prefetch" href="/assets/js/501.c5ae8bda.js"><link rel="prefetch" href="/assets/js/502.3dc27869.js"><link rel="prefetch" href="/assets/js/503.d6cc184c.js"><link rel="prefetch" href="/assets/js/504.203d7395.js"><link rel="prefetch" href="/assets/js/505.6cf56773.js"><link rel="prefetch" href="/assets/js/506.ccaa022c.js"><link rel="prefetch" href="/assets/js/507.1fc56592.js"><link rel="prefetch" href="/assets/js/508.1250eed8.js"><link rel="prefetch" href="/assets/js/509.a1a7285a.js"><link rel="prefetch" href="/assets/js/51.fd01b1a1.js"><link rel="prefetch" href="/assets/js/510.de535a70.js"><link rel="prefetch" href="/assets/js/511.c6a7f5d8.js"><link rel="prefetch" href="/assets/js/512.dca82ab9.js"><link rel="prefetch" href="/assets/js/513.8d501ad4.js"><link rel="prefetch" href="/assets/js/514.b07be8d6.js"><link rel="prefetch" href="/assets/js/515.9ea728dd.js"><link rel="prefetch" href="/assets/js/516.3cccca96.js"><link rel="prefetch" href="/assets/js/517.1d7ee046.js"><link rel="prefetch" href="/assets/js/518.05cb30e8.js"><link rel="prefetch" href="/assets/js/519.f838c1ca.js"><link rel="prefetch" href="/assets/js/52.c17bb00d.js"><link rel="prefetch" href="/assets/js/520.e41e66ce.js"><link rel="prefetch" href="/assets/js/521.4726d233.js"><link rel="prefetch" href="/assets/js/522.045aff30.js"><link rel="prefetch" href="/assets/js/523.9d9b45b5.js"><link rel="prefetch" href="/assets/js/524.9ff01ede.js"><link rel="prefetch" href="/assets/js/525.ba766db5.js"><link rel="prefetch" href="/assets/js/526.9f70e3c0.js"><link rel="prefetch" href="/assets/js/527.1af75ed9.js"><link rel="prefetch" href="/assets/js/528.85194f33.js"><link rel="prefetch" href="/assets/js/529.7f05b847.js"><link rel="prefetch" href="/assets/js/53.f69e6824.js"><link rel="prefetch" href="/assets/js/530.4f9b779c.js"><link rel="prefetch" href="/assets/js/531.54b0ee66.js"><link rel="prefetch" href="/assets/js/532.7107ab4b.js"><link rel="prefetch" href="/assets/js/54.29e4a381.js"><link rel="prefetch" href="/assets/js/55.9d4b8667.js"><link rel="prefetch" href="/assets/js/56.00691552.js"><link rel="prefetch" href="/assets/js/57.c942381a.js"><link rel="prefetch" href="/assets/js/58.89130d49.js"><link rel="prefetch" href="/assets/js/59.f0da0bf3.js"><link rel="prefetch" href="/assets/js/6.3450075a.js"><link rel="prefetch" href="/assets/js/60.53b7d88b.js"><link rel="prefetch" href="/assets/js/61.b70ccd57.js"><link rel="prefetch" href="/assets/js/62.ca60798b.js"><link rel="prefetch" href="/assets/js/63.ba337fc9.js"><link rel="prefetch" href="/assets/js/64.ed6b77b6.js"><link rel="prefetch" href="/assets/js/65.1dbdb0ee.js"><link rel="prefetch" href="/assets/js/66.aa4ead2c.js"><link rel="prefetch" href="/assets/js/67.29edf638.js"><link rel="prefetch" href="/assets/js/68.b614ca3d.js"><link rel="prefetch" href="/assets/js/69.8f65fe0a.js"><link rel="prefetch" href="/assets/js/7.c5c54fb4.js"><link rel="prefetch" href="/assets/js/70.dade9939.js"><link rel="prefetch" href="/assets/js/71.dbdc4216.js"><link rel="prefetch" href="/assets/js/72.37c2db55.js"><link rel="prefetch" href="/assets/js/73.40fb8290.js"><link rel="prefetch" href="/assets/js/74.6fb3093b.js"><link rel="prefetch" href="/assets/js/75.d96505fe.js"><link rel="prefetch" href="/assets/js/76.9c4f055c.js"><link rel="prefetch" href="/assets/js/77.3c1e294c.js"><link rel="prefetch" href="/assets/js/78.202bcf6c.js"><link rel="prefetch" href="/assets/js/79.4e6d41b0.js"><link rel="prefetch" href="/assets/js/8.68d2fe5c.js"><link rel="prefetch" href="/assets/js/80.8358bd99.js"><link rel="prefetch" href="/assets/js/81.b603dd42.js"><link rel="prefetch" href="/assets/js/82.bebbea34.js"><link rel="prefetch" href="/assets/js/83.764d566c.js"><link rel="prefetch" href="/assets/js/84.4867883c.js"><link rel="prefetch" href="/assets/js/85.bfe2dffd.js"><link rel="prefetch" href="/assets/js/86.0d9031f6.js"><link rel="prefetch" href="/assets/js/87.88112820.js"><link rel="prefetch" href="/assets/js/88.208d123f.js"><link rel="prefetch" href="/assets/js/89.75ed1194.js"><link rel="prefetch" href="/assets/js/9.e94d434b.js"><link rel="prefetch" href="/assets/js/90.7f184d9a.js"><link rel="prefetch" href="/assets/js/91.6595997c.js"><link rel="prefetch" href="/assets/js/92.791938c3.js"><link rel="prefetch" href="/assets/js/93.8bd8d987.js"><link rel="prefetch" href="/assets/js/94.0e7734d3.js"><link rel="prefetch" href="/assets/js/95.45187f8f.js"><link rel="prefetch" href="/assets/js/96.6b29372c.js"><link rel="prefetch" href="/assets/js/97.7eaeb339.js"><link rel="prefetch" href="/assets/js/98.391d8ef3.js"><link rel="prefetch" href="/assets/js/99.8e370fea.js"><link rel="prefetch" href="/assets/js/vendors~docsearch.eff714eb.js"> |
| <link rel="stylesheet" href="/assets/css/0.styles.ccadf850.css"> |
| </head> |
| <body> |
| <div id="app" data-server-rendered="true"><div class="theme-container"><header class="navbar"><div class="sidebar-button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" role="img" viewBox="0 0 448 512" class="icon"><path fill="currentColor" d="M436 124H12c-6.627 0-12-5.373-12-12V80c0-6.627 5.373-12 12-12h424c6.627 0 12 5.373 12 12v32c0 6.627-5.373 12-12 12zm0 160H12c-6.627 0-12-5.373-12-12v-32c0-6.627 5.373-12 12-12h424c6.627 0 12 5.373 12 12v32c0 6.627-5.373 12-12 12zm0 160H12c-6.627 0-12-5.373-12-12v-32c0-6.627 5.373-12 12-12h424c6.627 0 12 5.373 12 12v32c0 6.627-5.373 12-12 12z"></path></svg></div> <a href="/zh/" class="home-link router-link-active"><img src="/img/logo.png" alt=" " class="logo"></a> <div class="links"><div class="search-box"><input aria-label="Search" autocomplete="off" spellcheck="false" value=""> <!----></div> <nav class="nav-links can-hide"><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">文档</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="/zh/UserGuide/Master/Get Started/QuickStart.html" class="nav-link">In progress</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.11.x/Get Started/QuickStart.html" class="nav-link">V0.11.x</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.10.x/Get Started/QuickStart.html" class="nav-link">V0.10.x</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.9.x/0-Get Started/1-QuickStart.html" class="nav-link">V0.9.x</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.8.x/0-Get Started/1-QuickStart.html" class="nav-link">V0.8.x</a></li></ul></div></div><div class="nav-item"><a href="/zh/SystemDesign/Architecture/Architecture.html" class="nav-link">系统设计</a></div><div class="nav-item"><a href="/zh/Download/" class="nav-link">下载</a></div><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">社区</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="https://cwiki.apache.org/confluence/display/iotdb" class="nav-link external"> |
| Wiki |
| <!----></a></li><li class="dropdown-item"><!----> <a href="/zh/Community/Community-Project Committers.html" class="nav-link">开发人员</a></li><li class="dropdown-item"><!----> <a href="/zh/Community/Community-Powered By.html" class="nav-link">技术支持</a></li><li class="dropdown-item"><!----> <a href="/Community/Materials.html" class="nav-link">活动与报告</a></li><li class="dropdown-item"><!----> <a href="/zh/Community/Feedback.html" class="nav-link">交流与反馈</a></li></ul></div></div><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">开发</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="/zh/Development/VoteRelease.html" class="nav-link">如何投票</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/HowToCommit.html" class="nav-link">如何提交代码</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/Committer.html" class="nav-link">成为Committer</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/ContributeGuide.html" class="nav-link">项目开发指南</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/format-changelist.html" class="nav-link">TsFile的更改列表</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/rpc-changelist.html" class="nav-link">RPC变更清单</a></li></ul></div></div><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">ASF</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="http://www.apache.org/" class="nav-link external"> |
| 基金会 |
| <!----></a></li><li class="dropdown-item"><!----> <a href="http://www.apache.org/licenses/" class="nav-link external"> |
| 许可证 |
| <!----></a></li><li class="dropdown-item"><!----> <a href="http://www.apache.org/security/" class="nav-link external"> |
| 安全 |
| <!----></a></li><li class="dropdown-item"><!----> <a href="http://www.apache.org/foundation/sponsorship.html" class="nav-link external"> |
| 赞助 |
| <!----></a></li><li class="dropdown-item"><!----> <a href="http://www.apache.org/foundation/thanks.html" class="nav-link external"> |
| 致谢 |
| <!----></a></li><li class="dropdown-item"><!----> <a href="http://www.apache.org/events/current-event" class="nav-link external"> |
| 活动 |
| <!----></a></li></ul></div></div><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">语言</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="/UserGuide/V0.10.x/Client/Programming - TsFile API.html" class="nav-link">English</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.10.x/Client/Programming - TsFile API.html" class="nav-link">简体中文</a></li></ul></div></div> <a href="https://github.com/apache/iotdb.git" target="_blank" rel="noopener noreferrer" class="repo-link"> |
| gitHub |
| <span><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" focusable="false" x="0px" y="0px" viewBox="0 0 100 100" width="15" height="15" class="icon outbound"><path fill="currentColor" d="M18.8,85.1h56l0,0c2.2,0,4-1.8,4-4v-32h-8v28h-48v-48h28v-8h-32l0,0c-2.2,0-4,1.8-4,4v56C14.8,83.3,16.6,85.1,18.8,85.1z"></path> <polygon fill="currentColor" points="45.7,48.7 51.3,54.3 77.2,28.5 77.2,37.2 85.2,37.2 85.2,14.9 62.8,14.9 62.8,22.9 71.5,22.9"></polygon></svg> <span class="sr-only">(opens new window)</span></span></a></nav></div></header> <div class="sidebar-mask"></div> <aside class="sidebar"><nav class="nav-links"><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">文档</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="/zh/UserGuide/Master/Get Started/QuickStart.html" class="nav-link">In progress</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.11.x/Get Started/QuickStart.html" class="nav-link">V0.11.x</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.10.x/Get Started/QuickStart.html" class="nav-link">V0.10.x</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.9.x/0-Get Started/1-QuickStart.html" class="nav-link">V0.9.x</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.8.x/0-Get Started/1-QuickStart.html" class="nav-link">V0.8.x</a></li></ul></div></div><div class="nav-item"><a href="/zh/SystemDesign/Architecture/Architecture.html" class="nav-link">系统设计</a></div><div class="nav-item"><a href="/zh/Download/" class="nav-link">下载</a></div><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">社区</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="https://cwiki.apache.org/confluence/display/iotdb" class="nav-link external"> |
| Wiki |
| <!----></a></li><li class="dropdown-item"><!----> <a href="/zh/Community/Community-Project Committers.html" class="nav-link">开发人员</a></li><li class="dropdown-item"><!----> <a href="/zh/Community/Community-Powered By.html" class="nav-link">技术支持</a></li><li class="dropdown-item"><!----> <a href="/Community/Materials.html" class="nav-link">活动与报告</a></li><li class="dropdown-item"><!----> <a href="/zh/Community/Feedback.html" class="nav-link">交流与反馈</a></li></ul></div></div><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">开发</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="/zh/Development/VoteRelease.html" class="nav-link">如何投票</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/HowToCommit.html" class="nav-link">如何提交代码</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/Committer.html" class="nav-link">成为Committer</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/ContributeGuide.html" class="nav-link">项目开发指南</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/format-changelist.html" class="nav-link">TsFile的更改列表</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/rpc-changelist.html" class="nav-link">RPC变更清单</a></li></ul></div></div><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">ASF</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="http://www.apache.org/" class="nav-link external"> |
| 基金会 |
| <!----></a></li><li class="dropdown-item"><!----> <a href="http://www.apache.org/licenses/" class="nav-link external"> |
| 许可证 |
| <!----></a></li><li class="dropdown-item"><!----> <a href="http://www.apache.org/security/" class="nav-link external"> |
| 安全 |
| <!----></a></li><li class="dropdown-item"><!----> <a href="http://www.apache.org/foundation/sponsorship.html" class="nav-link external"> |
| 赞助 |
| <!----></a></li><li class="dropdown-item"><!----> <a href="http://www.apache.org/foundation/thanks.html" class="nav-link external"> |
| 致谢 |
| <!----></a></li><li class="dropdown-item"><!----> <a href="http://www.apache.org/events/current-event" class="nav-link external"> |
| 活动 |
| <!----></a></li></ul></div></div><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">语言</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="/UserGuide/V0.10.x/Client/Programming - TsFile API.html" class="nav-link">English</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.10.x/Client/Programming - TsFile API.html" class="nav-link">简体中文</a></li></ul></div></div> <a href="https://github.com/apache/iotdb.git" target="_blank" rel="noopener noreferrer" class="repo-link"> |
| gitHub |
| <span><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" focusable="false" x="0px" y="0px" viewBox="0 0 100 100" width="15" height="15" class="icon outbound"><path fill="currentColor" d="M18.8,85.1h56l0,0c2.2,0,4-1.8,4-4v-32h-8v28h-48v-48h28v-8h-32l0,0c-2.2,0-4,1.8-4,4v56C14.8,83.3,16.6,85.1,18.8,85.1z"></path> <polygon fill="currentColor" points="45.7,48.7 51.3,54.3 77.2,28.5 77.2,37.2 85.2,37.2 85.2,14.9 62.8,14.9 62.8,22.9 71.5,22.9"></polygon></svg> <span class="sr-only">(opens new window)</span></span></a></nav> <ul class="sidebar-links"><li><section class="sidebar-group depth-0"><p class="sidebar-heading"><span>IoTDB用户手册 (v0.10.x)</span> <!----></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>开始</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>概述</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>概念</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>服务器端</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading open"><span>客户端</span> <span class="arrow down"></span></p> <ul class="sidebar-links sidebar-group-items"><li><a href="/zh/UserGuide/V0.10.x/Client/Command Line Interface.html" class="sidebar-link">命令行接口(CLI)</a></li><li><a href="/zh/UserGuide/V0.10.x/Client/Programming - Native API.html" class="sidebar-link">原生接口</a></li><li><a href="/zh/UserGuide/V0.10.x/Client/Programming - JDBC.html" class="sidebar-link">JDBC</a></li><li><a href="/zh/UserGuide/V0.10.x/Client/Programming - Other Languages.html" class="sidebar-link">其他语言</a></li><li><a href="/zh/UserGuide/V0.10.x/Client/Programming - TsFile API.html" class="active sidebar-link">TsFile API</a></li><li><a href="/zh/UserGuide/V0.10.x/Client/Programming - MQTT.html" class="sidebar-link">MQTT</a></li><li><a href="/zh/UserGuide/V0.10.x/Client/Status Codes.html" class="sidebar-link">状态码</a></li></ul></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>操作指南</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>系统工具</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>生态集成</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>系统设计</span> <span class="arrow right"></span></p> <!----></section></li></ul> </aside> <main class="page"> <div class="content content__default"><h1 id="tsfile-api"><a href="#tsfile-api" class="header-anchor">#</a> TsFile API</h1> <p>TsFile 是在 IoTDB 中使用的时间序列的文件格式。在这个章节中，我们将介绍这种文件格式的用法。</p> <h2 id="安装-tsfile-libaray"><a href="#安装-tsfile-libaray" class="header-anchor">#</a> 安装 TsFile libaray</h2> <p>在您自己的项目中有两种方法使用 TsFile .</p> <ul><li><p>使用 jar 包:</p> <ul><li><p>编译源码生成 jar 包</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>git clone https://github.com/apache/incubator-iotdb.git |
| cd tsfile/ |
| mvn clean package -Dmaven.test.skip=true |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br></div></div><p>命令执行完成之后，所有的 jar 包都可以从 <code>target/</code> 目录下找到。之后您可以在自己的工程中倒入 <code>target/tsfile-0.10.1-jar-with-dependencies.jar</code>.</p></li></ul></li> <li><p>使用 Maven 依赖:</p> <p>编译源码并且部署到您的本地仓库中需要 3 步:</p> <ul><li><p>下载源码</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>git clone https://github.com/apache/incubator-iotdb.git |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div></li> <li><p>编译源码和部署到本地仓库</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>cd tsfile/ |
| mvn clean install -Dmaven.test.skip=true |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div></li> <li><p>在您自己的工程中增加依赖:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code> <dependency> |
| <groupId>org.apache.iotdb</groupId> |
| <artifactId>tsfile</artifactId> |
| <version>0.10.1</version> |
| </dependency> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br></div></div></li></ul> <p>或者，您可以直接使用官方的 Maven 仓库:</p> <ul><li><p>首先，在<code>${username}\.m2\settings.xml</code>目录下的<code>settings.xml</code>文件中<code><profiles></code> |
| 节中增加<code><profile></code>，内容如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code> <profile> |
| <id>allow-snapshots</id> |
| <activation><activeByDefault>true</activeByDefault></activation> |
| <repositories> |
| <repository> |
| <id>apache.snapshots</id> |
| <name>Apache Development Snapshot Repository</name> |
| <url>https://repository.apache.org/content/repositories/snapshots/</url> |
| <releases> |
| <enabled>false</enabled> |
| </releases> |
| <snapshots> |
| <enabled>true</enabled> |
| </snapshots> |
| </repository> |
| </repositories> |
| </profile> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br><span class="line-number">6</span><br><span class="line-number">7</span><br><span class="line-number">8</span><br><span class="line-number">9</span><br><span class="line-number">10</span><br><span class="line-number">11</span><br><span class="line-number">12</span><br><span class="line-number">13</span><br><span class="line-number">14</span><br><span class="line-number">15</span><br><span class="line-number">16</span><br><span class="line-number">17</span><br></div></div></li> <li><p>之后您可以在您的工程中增加如下依赖:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code> <dependency> |
| <groupId>org.apache.iotdb</groupId> |
| <artifactId>tsfile</artifactId> |
| <version>0.10.1</version> |
| </dependency> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br></div></div></li></ul></li></ul> <h2 id="tsfile-的使用"><a href="#tsfile-的使用" class="header-anchor">#</a> TSFile 的使用</h2> <p>本章节演示TsFile的详细用法。</p> <h3 id="时序数据-time-series-data"><a href="#时序数据-time-series-data" class="header-anchor">#</a> 时序数据(Time-series Data)</h3> <p>一个时序是由4个序列组成，分别是 device, measurement, time, value。</p> <ul><li><p><strong>measurement</strong>: 时间序列描述的是一个物理或者形式的测量(measurement)，比如：城市的温度，一些商品的销售数量或者是火车在不同时间的速度。 |
| 传统的传感器(如温度计)也采用单次测量(measurement)并产生时间序列，我们将在下面交替使用测量(measurement)和传感器。</p></li> <li><p><strong>device</strong>: 一个设备指的是一个正在进行多次测量(产生多个时间序列)的实体，例如， |
| 一列正在运行的火车监控它的速度、油表、它已经运行的英里数，当前的乘客每个都被传送到一个时间序列。</p></li></ul> <p>表1描述了一组时间序列数据。下表中显示的集合包含一个名为 "device_1" 的设备，它有三个测量值(measurement)分别是 |
| "sensor_1", "sensor_2" 和 "sensor_3".</p> <center><table style="text-align:center;"><tr><th colspan="6">device_1</th></tr> <tr><th colspan="2">sensor_1</th><th colspan="2">sensor_2</th><th colspan="2">sensor_3</th></tr> <tr><th>time</th><th>value</th><th>time</th><th>value</th><th>time</th><th>value</th></tr> <tr><td>1</td><td>1.2</td><td>1</td><td>20</td><td>2</td><td>50</td></tr> <tr><td>3</td><td>1.4</td><td>2</td><td>20</td><td>4</td><td>51</td></tr> <tr><td>5</td><td>1.1</td><td>3</td><td>21</td><td>6</td><td>52</td></tr> <tr><td>7</td><td>1.8</td><td>4</td><td>20</td><td>8</td><td>53</td></tr></table> <span>一组时间序列数据</span></center> <p><strong>单行数据</strong>: 在许多工业应用程序中，一个设备通常包含多个传感器，这些传感器可能同时具有多个值，这称为一行数据。</p> <p>在形式上，一行数据包含一个<code>device_id</code>，它是一个时间戳，表示从 1970年1月1日 00:00:00 开始的毫秒数, |
| 以及由<code>measurement_id</code>和相应的<code>value</code>组成的几个数据对。一行中的所有数据对都属于这个<code>device_id</code>，并且具有相同的时间戳。 |
| 如果其中一个度量值<code>measurements</code>在某个时间戳<code>timestamp</code>没有值<code>value</code>，将使用一个空格表示(实际上 TsFile 并不存储 null 值)。 |
| 其格式如下：</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>device_id, timestamp, <measurement_id, value>... |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>示例数据如下所示。在本例中，两个度量值(measurement)的数据类型分别是<code>INT32</code>和<code>FLOAT</code>。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>device_1, 1490860659000, m1, 10, m2, 12.12 |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><h3 id="写入-tsfile"><a href="#写入-tsfile" class="header-anchor">#</a> 写入 TsFile</h3> <h4 id="生成一个-tsfile-文件"><a href="#生成一个-tsfile-文件" class="header-anchor">#</a> 生成一个 TsFile 文件</h4> <p>TsFile可以通过以下三个步骤生成，完整的代码参见"写入 TsFile 示例"章节。</p> <ul><li><p>首先，构造一个<code>TsFileWriter</code>实例。</p> <p>以下是可用的构造函数:</p> <ul><li>没有预定义 schema</li></ul> <div class="language- line-numbers-mode"><pre class="language-text"><code>public TsFileWriter(File file) throws IOException |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><ul><li>预定义 schema</li></ul> <div class="language- line-numbers-mode"><pre class="language-text"><code>public TsFileWriter(File file, Schema schema) throws IOException |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>这个是用于使用 HDFS 文件系统的。<code>TsFileOutput</code>可以是<code>HDFSOutput</code>类的一个实例。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>public TsFileWriter(TsFileOutput output, Schema schema) throws IOException |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>如果你想自己设置一些 TSFile 的配置，你可以使用<code>config</code>参数。比如:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>TSFileConfig conf = new TSFileConfig(); |
| conf.setTSFileStorageFs("HDFS"); |
| TsFileWriter tsFileWriter = new TsFileWriter(file, schema, conf); |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br></div></div><p>在上面的例子中，数据文件将存储在 HDFS 中，而不是本地文件系统中。如果你想在本地文件系统中存储数据文件，你可以使用<code>conf.setTSFileStorageFs("LOCAL")</code>，这也是默认的配置。</p> <p>您还可以通过<code>config.setHdfsIp(...)</code>和<code>config.setHdfsPort(...)</code>来配置 HDFS 的 IP 和端口。默认的 IP是<code>localhost</code>，默认的端口是<code>9000</code>.</p> <p><strong>参数:</strong></p> <ul><li><p>file : 写入 TsFile 数据的文件</p></li> <li><p>schema : 文件的 schemas，将在下章进行介绍</p></li> <li><p>config : TsFile 的一些配置项</p></li></ul></li> <li><p>第二步，添加测量值(measurement)</p> <p>你也可以先创建一个<code>Schema</code>类的实例然后把它传递给<code>TsFileWriter</code>类的构造函数</p> <p><code>Schema</code>类保存的是一个映射关系，key 是一个 measurement 的名字，value 是 measurement schema.</p> <p>下面是一系列接口:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>// Create an empty Schema or from an existing map |
| public Schema() |
| public Schema(Map<String, MeasurementSchema> measurements) |
| // Use this two interfaces to add measurements |
| public void registerMeasurement(MeasurementSchema descriptor) |
| public void registerMeasurements(Map<String, MeasurementSchema> measurements) |
| // Some useful getter and checker |
| public TSDataType getMeasurementDataType(String measurementId) |
| public MeasurementSchema getMeasurementSchema(String measurementId) |
| public Map<String, MeasurementSchema> getAllMeasurementSchema() |
| public boolean hasMeasurement(String measurementId) |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br><span class="line-number">6</span><br><span class="line-number">7</span><br><span class="line-number">8</span><br><span class="line-number">9</span><br><span class="line-number">10</span><br><span class="line-number">11</span><br></div></div><p>你可以在<code>TsFileWriter</code>类中使用以下接口来添加额外的测量(measurement): |
| </p> <div class="language- line-numbers-mode"><pre class="language-text"><code>public void addMeasurement(MeasurementSchema measurementSchema) throws WriteProcessException |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p><code>MeasurementSchema</code>类保存了一个测量(measurement)的信息，有几个构造函数:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>public MeasurementSchema(String measurementId, TSDataType type, TSEncoding encoding) |
| public MeasurementSchema(String measurementId, TSDataType type, TSEncoding encoding, CompressionType compressionType) |
| public MeasurementSchema(String measurementId, TSDataType type, TSEncoding encoding, CompressionType compressionType, |
| Map<String, String> props) |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br></div></div><p><strong>参数:</strong> |
| </p> <ul><li><p>measurementID: 测量的名称，通常是传感器的名称。</p></li> <li><p>type: 数据类型，现在支持六种类型: <code>BOOLEAN</code>, <code>INT32</code>, <code>INT64</code>, <code>FLOAT</code>, <code>DOUBLE</code>, <code>TEXT</code>;</p></li> <li><p>encoding: 编码类型. 参见 <a href="/zh/UserGuide/V0.10.x/Concept/Encoding.html">Chapter 2-3</a>.</p></li> <li><p>compression: 压缩方式. 现在支持 <code>UNCOMPRESSED</code> 和 <code>SNAPPY</code>.</p></li> <li><p>props: 特殊数据类型的属性。比如说<code>FLOAT</code>和<code>DOUBLE</code>可以设置<code>max_point_number</code>，<code>TEXT</code>可以设置<code>max_string_length</code>。 |
| 可以使用Map来保存键值对，比如("max_point_number", "3")。</p></li></ul> <blockquote><p><strong>注意:</strong> 虽然一个测量(measurement)的名字可以被用在多个deltaObjects中, 但是它的参数是不允许被修改的。比如: |
| 不允许多次为同一个测量(measurement)名添加不同类型的编码。下面是一个错误示例:</p></blockquote> <div class="language- extra-class"><pre><code> // The measurement "sensor_1" is float type |
| addMeasurement(new MeasurementSchema("sensor_1", TSDataType.FLOAT, TSEncoding.RLE)); |
| |
| // This call will throw a WriteProcessException exception |
| addMeasurement(new MeasurementSchema("sensor_1", TSDataType.INT32, TSEncoding.RLE)); |
| </code></pre></div></li> <li><p>第三，插入和写入数据。</p> <p>使用这个接口创建一个新的<code>TSRecord</code>(时间戳和设备对)。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>public TSRecord(long timestamp, String deviceId) |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>然后创建一个<code>DataPoint</code>(度量(measurement)和值的对应)，并使用 addTuple 方法将数据 DataPoint 添加正确的值到 TsRecord。</p> <p>用下面这种方法写</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>public void write(TSRecord record) throws IOException, WriteProcessException |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div></li> <li><p>最后，调用<code>close</code>方法来完成写入过程。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>public void close() throws IOException |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div></li></ul> <p>我们也支持将数据写入已关闭的 TsFile 文件中。</p> <ul><li>使用<code>ForceAppendTsFileWriter</code>打开已经关闭的文件。</li></ul> <div class="language- line-numbers-mode"><pre class="language-text"><code>public ForceAppendTsFileWriter(File file) throws IOException |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><ul><li><p>调用 <code>doTruncate</code> 去掉文件的Metadata部分</p></li> <li><p>然后使用 <code>ForceAppendTsFileWriter</code> 构造另一个<code>TsFileWriter</code></p></li></ul> <div class="language- line-numbers-mode"><pre class="language-text"><code>public TsFileWriter(TsFileIOWriter fileWriter) throws IOException |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>请注意 此时需要重新添加测量值(measurement) 再进行上述写入操作。</p> <h4 id="写入-tsfile-示例"><a href="#写入-tsfile-示例" class="header-anchor">#</a> 写入 TsFile 示例</h4> <p>您需要安装 TsFile 到本地的 Maven 仓库中。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>mvn clean install -pl tsfile -am -DskipTests |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>如果存在<strong>非对齐</strong>的时序数据(比如：不是所有的传感器都有值)，您可以通过构造<strong>TSRecord</strong>来写入。</p> <p>更详细的例子可以在<code>/example/tsfile/src/main/java/org/apache/iotdb/tsfile/TsFileWriteWithTSRecord.java</code>中查看</p> <p>如果所有时序数据都是<strong>对齐</strong>的，您可以通过构造<strong>Tablet</strong>来写入数据。</p> <p>更详细的例子可以在<code>/example/tsfile/src/main/java/org/apache/iotdb/tsfile/TsFileWriteWithTablet.java</code>中查看</p> <p>在已关闭的TsFile 文件中写入新数据的详细例子可以在<code>/example/tsfile/src/main/java/org/apache/iotdb/tsfile/TsFileForceAppendWrite.java</code>中查看</p> <h3 id="读取-tsfile-接口"><a href="#读取-tsfile-接口" class="header-anchor">#</a> 读取 TsFile 接口</h3> <h4 id="开始之前"><a href="#开始之前" class="header-anchor">#</a> 开始之前</h4> <p>"时序数据"章节中的数据集在本章节做具体的介绍。下表中显示的集合包含一个名为"device_1"的 deltaObject，包含了 3 个名为"sensor_1","sensor_2"和"sensor_3"的测量(measurement)。 |
| 测量值被简化成一个简单的例子，每条数据只包含 4 条时间和值的对应数据。</p> <center><table style="text-align:center;"><tr><th colspan="6">device_1</th></tr> <tr><th colspan="2">sensor_1</th><th colspan="2">sensor_2</th><th colspan="2">sensor_3</th></tr> <tr><th>time</th><th>value</th><th>time</th><th>value</th><th>time</th><th>value</th></tr> <tr><td>1</td><td>1.2</td><td>1</td><td>20</td><td>2</td><td>50</td></tr> <tr><td>3</td><td>1.4</td><td>2</td><td>20</td><td>4</td><td>51</td></tr> <tr><td>5</td><td>1.1</td><td>3</td><td>21</td><td>6</td><td>52</td></tr> <tr><td>7</td><td>1.8</td><td>4</td><td>20</td><td>8</td><td>53</td></tr></table> <span>一组时间序列数据</span></center> <h4 id="路径的定义"><a href="#路径的定义" class="header-anchor">#</a> 路径的定义</h4> <p>路径是一个点(.)分隔的字符串，它唯一地标识 TsFile 中的时间序列，例如："root.area_1.device_1.sensor_1"。 |
| 最后一部分"sensor_1"称为"measurementId"，其余部分"root.area_1.device_1"称为deviceId。 |
| 正如之前提到的，不同设备中的相同测量(measurement)具有相同的数据类型和编码，设备也是唯一的。</p> <p>在read接口中，参数<code>paths</code>表示要选择的测量值(measurement)。 |
| Path实例可以很容易地通过类<code>Path</code>来构造。例如:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>Path p = new Path("device_1.sensor_1"); |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>我们可以为查询传递一个 ArrayList 路径，以支持多个路径查询。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>List<Path> paths = new ArrayList<Path>(); |
| paths.add(new Path("device_1.sensor_1")); |
| paths.add(new Path("device_1.sensor_3")); |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br></div></div><blockquote><p><strong>注意:</strong> 在构造路径时，参数的格式应该是一个点(.)分隔的字符串，最后一部分是measurement，其余部分确认为deviceId。</p></blockquote> <h4 id="定义-filter"><a href="#定义-filter" class="header-anchor">#</a> 定义 Filter</h4> <h5 id="使用条件过滤"><a href="#使用条件过滤" class="header-anchor">#</a> 使用条件过滤</h5> <p>在 TsFile 读取过程中使用 Filter 来选择满足一个或多个给定条件的数据。</p> <h4 id="iexpression"><a href="#iexpression" class="header-anchor">#</a> IExpression</h4> <p><code>IExpression</code>是一个过滤器表达式接口，它将被传递给系统查询时调用。 |
| 我们创建一个或多个筛选器表达式，并且可以使用<code>Binary Filter Operators</code>将它们连接形成最终表达式。</p> <ul><li><p><strong>创建一个Filter表达式</strong></p> <p>有两种类型的过滤器。</p> <ul><li><p>TimeFilter: 使用时序数据中的<code>time</code>过滤。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IExpression timeFilterExpr = new GlobalTimeExpression(TimeFilter); |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>使用以下关系获得一个<code>TimeFilter</code>对象(值是一个 long 型变量)。 |
| <center><table style="text-align:center;"><tr><th>Relationship</th><th>Description</th></tr> <tr><td>TimeFilter.eq(value)</td><td>选择时间等于值的数据</td></tr> <tr><td>TimeFilter.lt(value)</td><td>选择时间小于值的数据</td></tr> <tr><td>TimeFilter.gt(value)</td><td>选择时间大于值的数据</td></tr> <tr><td>TimeFilter.ltEq(value)</td><td>选择时间小于等于值的数据</td></tr> <tr><td>TimeFilter.gtEq(value)</td><td>选择时间大于等于值的数据</td></tr> <tr><td>TimeFilter.notEq(value)</td><td>选择时间不等于值的数据</td></tr> <tr><td>TimeFilter.not(TimeFilter)</td><td>选择时间不满足另一个时间过滤器的数据</td></tr></table></center></p></li> <li><p>ValueFilter: 使用时序数据中的<code>value</code>过滤。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IExpression valueFilterExpr = new SingleSeriesExpression(Path, ValueFilter); |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p><code>ValueFilter</code>的用法与<code>TimeFilter</code>相同，只是需要确保值的类型等于measurement(在路径中定义)的类型。</p></li></ul></li> <li><p><strong>Binary Filter Operators</strong></p> <p>Binary filter operators 可以用来连接两个单独的表达式。</p> <ul><li>BinaryExpression.and(Expression, Expression): 选择同时满足两个表达式的数据。</li> <li>BinaryExpression.or(Expression, Expression): 选择满足任意一个表达式值的数据。</li></ul></li></ul> <h5 id="filter-expression-示例"><a href="#filter-expression-示例" class="header-anchor">#</a> Filter Expression 示例</h5> <ul><li><p><strong>TimeFilterExpression 示例</strong></p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IExpression timeFilterExpr = new GlobalTimeExpression(TimeFilter.eq(15)); // series time = 15 |
| |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><div class="language- line-numbers-mode"><pre class="language-text"><code>IExpression timeFilterExpr = new GlobalTimeExpression(TimeFilter.ltEq(15)); // series time <= 15 |
| |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><div class="language- line-numbers-mode"><pre class="language-text"><code>IExpression timeFilterExpr = new GlobalTimeExpression(TimeFilter.lt(15)); // series time < 15 |
| |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><div class="language- line-numbers-mode"><pre class="language-text"><code>IExpression timeFilterExpr = new GlobalTimeExpression(TimeFilter.gtEq(15)); // series time >= 15 |
| |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><div class="language- line-numbers-mode"><pre class="language-text"><code>IExpression timeFilterExpr = new GlobalTimeExpression(TimeFilter.notEq(15)); // series time != 15 |
| |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><div class="language- line-numbers-mode"><pre class="language-text"><code>IExpression timeFilterExpr = BinaryExpression.and(new GlobalTimeExpression(TimeFilter.gtEq(15L)), |
| new GlobalTimeExpression(TimeFilter.lt(25L))); // 15 <= series time < 25 |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><div class="language- line-numbers-mode"><pre class="language-text"><code>IExpression timeFilterExpr = BinaryExpression.or(new GlobalTimeExpression(TimeFilter.gtEq(15L)), |
| new GlobalTimeExpression(TimeFilter.lt(25L))); // series time >= 15 or series time < 25 |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div></li></ul> <h4 id="读取接口"><a href="#读取接口" class="header-anchor">#</a> 读取接口</h4> <p>首先，我们打开 TsFile 并从文件路径<code>path</code>中获取一个<code>ReadOnlyTsFile</code>实例。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>TsFileSequenceReader reader = new TsFileSequenceReader(path); |
| |
| ReadOnlyTsFile readTsFile = new ReadOnlyTsFile(reader); |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br></div></div><p>接下来，我们准备路径数组和查询表达式，然后通过这个接口得到最终的<code>QueryExpression</code>对象:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>QueryExpression queryExpression = QueryExpression.create(paths, statement); |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>ReadOnlyTsFile类有两个<code>query</code>方法来执行查询。</p> <ul><li><p><strong>Method 1</strong></p> <div class="language- line-numbers-mode"><pre class="language-text"><code>public QueryDataSet query(QueryExpression queryExpression) throws IOException |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div></li> <li><p><strong>Method 2</strong></p> <div class="language- line-numbers-mode"><pre class="language-text"><code>public QueryDataSet query(QueryExpression queryExpression, long partitionStartOffset, long partitionEndOffset) throws IOException |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>此方法是为高级应用(如 TsFile-Spark 连接器)设计的。</p> <ul><li><strong>参数</strong> : 对于 method 2，添加了两个额外的参数来支持部分查询(Partial Query): |
| <ul><li><code>partitionStartOffset</code>: TsFile 的开始偏移量</li> <li><code>partitionEndOffset</code>: TsFile 的结束偏移量 |
| </li></ul> <blockquote><p><strong>什么是部分查询?</strong></p> <p>在一些分布式文件系统中(比如：HDFS), 文件被分成几个部分，这些部分被称为"Blocks"并存储在不同的节点中。在涉及的每个节点上并行执行查询可以提高效率。因此需要部分查询(Partial Query)。部分查询(Partial Query)仅支持查询 TsFile 中被<code>QueryConstant.PARTITION_START_OFFSET</code>和<code>QueryConstant.PARTITION_END_OFFSET</code>分割的部分。</p></blockquote></li></ul></li></ul> <h3 id="querydataset-接口"><a href="#querydataset-接口" class="header-anchor">#</a> QueryDataset 接口</h3> <p>上面执行的查询将返回一个<code>QueryDataset</code>对象。</p> <p>下面是一些用户常用的接口：</p> <ul><li><p><code>bool hasNext();</code></p> <p>如果该数据集仍然有数据，则返回true。</p></li> <li><p><code>List<Path> getPaths()</code></p> <p>获取这个数据集中的路径。</p></li> <li><p><code>List<TSDataType> getDataTypes();</code></p> <p>获取数据类型。TSDataType 是一个 enum 类，其值如下:</p> <div class="language- extra-class"><pre><code> BOOLEAN, |
| INT32, |
| INT64, |
| FLOAT, |
| DOUBLE, |
| TEXT; |
| </code></pre></div></li> <li><p><code>RowRecord next() throws IOException;</code></p> <p>获取下一条记录。</p> <p><code>RowRecord</code>类包含一个<code>long</code>类型的时间戳和一个<code>List<Field></code>，用于不同传感器中的数据，我们可以使用两个getter方法来获取它们。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>long getTimestamp(); |
| List<Field> getFields(); |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><p>要从一个字段获取数据，请使用以下方法:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>TSDataType getDataType(); |
| Object getObjectValue(); |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div></li></ul> <h4 id="读取现有-tsfile-示例"><a href="#读取现有-tsfile-示例" class="header-anchor">#</a> 读取现有 TsFile 示例</h4> <p>您需要安装 TsFile 到本地的 Maven 仓库中。</p> <p>有关查询语句的更详细示例，请参见 |
| <code>/tsfile/example/src/main/java/org/apache/iotdb/tsfile/TsFileRead.java</code></p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">package</span> <span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token namespace">java<span class="token punctuation">.</span>io<span class="token punctuation">.</span></span><span class="token class-name">IOException</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token namespace">java<span class="token punctuation">.</span>util<span class="token punctuation">.</span></span><span class="token class-name">ArrayList</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span></span><span class="token class-name">ReadOnlyTsFile</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span></span><span class="token class-name">TsFileSequenceReader</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>common<span class="token punctuation">.</span></span><span class="token class-name">Path</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>expression<span class="token punctuation">.</span></span><span class="token class-name">IExpression</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>expression<span class="token punctuation">.</span></span><span class="token class-name">QueryExpression</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>expression<span class="token punctuation">.</span>impl<span class="token punctuation">.</span></span><span class="token class-name">BinaryExpression</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>expression<span class="token punctuation">.</span>impl<span class="token punctuation">.</span></span><span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>expression<span class="token punctuation">.</span>impl<span class="token punctuation">.</span></span><span class="token class-name">SingleSeriesExpression</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>filter<span class="token punctuation">.</span></span><span class="token class-name">TimeFilter</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>filter<span class="token punctuation">.</span></span><span class="token class-name">ValueFilter</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>query<span class="token punctuation">.</span>dataset<span class="token punctuation">.</span></span><span class="token class-name">QueryDataSet</span><span class="token punctuation">;</span> |
| |
| <span class="token comment">/** |
| * The class is to show how to read TsFile file named "test.tsfile". |
| * The TsFile file "test.tsfile" is generated from class TsFileWrite. |
| * Run TsFileWrite to generate the test.tsfile first |
| */</span> |
| <span class="token keyword">public</span> <span class="token keyword">class</span> <span class="token class-name">TsFileRead</span> <span class="token punctuation">{</span> |
| <span class="token keyword">private</span> <span class="token keyword">static</span> <span class="token keyword">void</span> <span class="token function">queryAndPrint</span><span class="token punctuation">(</span><span class="token class-name">ArrayList</span><span class="token generics"><span class="token punctuation"><</span><span class="token class-name">Path</span><span class="token punctuation">></span></span> paths<span class="token punctuation">,</span> <span class="token class-name">ReadOnlyTsFile</span> readTsFile<span class="token punctuation">,</span> <span class="token class-name">IExpression</span> statement<span class="token punctuation">)</span> |
| <span class="token keyword">throws</span> <span class="token class-name">IOException</span> <span class="token punctuation">{</span> |
| <span class="token class-name">QueryExpression</span> queryExpression <span class="token operator">=</span> <span class="token class-name">QueryExpression</span><span class="token punctuation">.</span><span class="token function">create</span><span class="token punctuation">(</span>paths<span class="token punctuation">,</span> statement<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token class-name">QueryDataSet</span> queryDataSet <span class="token operator">=</span> readTsFile<span class="token punctuation">.</span><span class="token function">query</span><span class="token punctuation">(</span>queryExpression<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token keyword">while</span> <span class="token punctuation">(</span>queryDataSet<span class="token punctuation">.</span><span class="token function">hasNext</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">)</span> <span class="token punctuation">{</span> |
| <span class="token class-name">System</span><span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">println</span><span class="token punctuation">(</span>queryDataSet<span class="token punctuation">.</span><span class="token function">next</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token punctuation">}</span> |
| <span class="token class-name">System</span><span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">println</span><span class="token punctuation">(</span><span class="token string">"------------"</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token punctuation">}</span> |
| |
| <span class="token keyword">public</span> <span class="token keyword">static</span> <span class="token keyword">void</span> <span class="token function">main</span><span class="token punctuation">(</span><span class="token class-name">String</span><span class="token punctuation">[</span><span class="token punctuation">]</span> args<span class="token punctuation">)</span> <span class="token keyword">throws</span> <span class="token class-name">IOException</span> <span class="token punctuation">{</span> |
| |
| <span class="token comment">// file path</span> |
| <span class="token class-name">String</span> path <span class="token operator">=</span> <span class="token string">"test.tsfile"</span><span class="token punctuation">;</span> |
| |
| <span class="token comment">// create reader and get the readTsFile interface</span> |
| <span class="token class-name">TsFileSequenceReader</span> reader <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">TsFileSequenceReader</span><span class="token punctuation">(</span>path<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token class-name">ReadOnlyTsFile</span> readTsFile <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">ReadOnlyTsFile</span><span class="token punctuation">(</span>reader<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token comment">// use these paths(all sensors) for all the queries</span> |
| <span class="token class-name">ArrayList</span><span class="token generics"><span class="token punctuation"><</span><span class="token class-name">Path</span><span class="token punctuation">></span></span> paths <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">ArrayList</span><span class="token generics"><span class="token punctuation"><</span><span class="token punctuation">></span></span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| paths<span class="token punctuation">.</span><span class="token function">add</span><span class="token punctuation">(</span><span class="token keyword">new</span> <span class="token class-name">Path</span><span class="token punctuation">(</span><span class="token string">"device_1.sensor_1"</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| paths<span class="token punctuation">.</span><span class="token function">add</span><span class="token punctuation">(</span><span class="token keyword">new</span> <span class="token class-name">Path</span><span class="token punctuation">(</span><span class="token string">"device_1.sensor_2"</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| paths<span class="token punctuation">.</span><span class="token function">add</span><span class="token punctuation">(</span><span class="token keyword">new</span> <span class="token class-name">Path</span><span class="token punctuation">(</span><span class="token string">"device_1.sensor_3"</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| |
| <span class="token comment">// no query statement</span> |
| <span class="token function">queryAndPrint</span><span class="token punctuation">(</span>paths<span class="token punctuation">,</span> readTsFile<span class="token punctuation">,</span> <span class="token keyword">null</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| |
| <span class="token comment">//close the reader when you left</span> |
| reader<span class="token punctuation">.</span><span class="token function">close</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token punctuation">}</span> |
| <span class="token punctuation">}</span> |
| |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br><span class="line-number">6</span><br><span class="line-number">7</span><br><span class="line-number">8</span><br><span class="line-number">9</span><br><span class="line-number">10</span><br><span class="line-number">11</span><br><span class="line-number">12</span><br><span class="line-number">13</span><br><span class="line-number">14</span><br><span class="line-number">15</span><br><span class="line-number">16</span><br><span class="line-number">17</span><br><span class="line-number">18</span><br><span class="line-number">19</span><br><span class="line-number">20</span><br><span class="line-number">21</span><br><span class="line-number">22</span><br><span class="line-number">23</span><br><span class="line-number">24</span><br><span class="line-number">25</span><br><span class="line-number">26</span><br><span class="line-number">27</span><br><span class="line-number">28</span><br><span class="line-number">29</span><br><span class="line-number">30</span><br><span class="line-number">31</span><br><span class="line-number">32</span><br><span class="line-number">33</span><br><span class="line-number">34</span><br><span class="line-number">35</span><br><span class="line-number">36</span><br><span class="line-number">37</span><br><span class="line-number">38</span><br><span class="line-number">39</span><br><span class="line-number">40</span><br><span class="line-number">41</span><br><span class="line-number">42</span><br><span class="line-number">43</span><br><span class="line-number">44</span><br><span class="line-number">45</span><br><span class="line-number">46</span><br><span class="line-number">47</span><br><span class="line-number">48</span><br><span class="line-number">49</span><br><span class="line-number">50</span><br><span class="line-number">51</span><br><span class="line-number">52</span><br><span class="line-number">53</span><br></div></div><h2 id="修改-tsfile-配置项"><a href="#修改-tsfile-配置项" class="header-anchor">#</a> 修改 TsFile 配置项</h2> <div class="language- line-numbers-mode"><pre class="language-text"><code>TSFileConfig config = TSFileDescriptor.getInstance().getConfig(); |
| config.setXXX(); |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div></div> <div class="page-nav"><p class="inner"><span class="prev"> |
| ← |
| <a href="/zh/UserGuide/V0.10.x/Client/Programming - Other Languages.html" class="prev"> |
| 其他语言 |
| </a></span> <span class="next"><a href="/zh/UserGuide/V0.10.x/Client/Programming - MQTT.html"> |
| MQTT |
| </a> |
| → |
| </span></p></div> <p style="text-align: center;">Copyright © 2021 The Apache Software Foundation.<br> |
| Apache and the Apache feather logo are trademarks of The Apache Software Foundation</p> <p style="text-align: center; margin-top: 10px; color: #444"> |
| Contact us: Join QQ Group 659990460 | Add friend <i>tietouqiao</i> and be invited to Wechat Group<br> |
| see <a href="https://github.com/apache/iotdb/issues/1995">Join the community</a> for more</p></main></div><div class="global-ui"></div></div> |
| <script src="/assets/js/app.9c03bb74.js" defer></script><script src="/assets/js/3.e95317f3.js" defer></script><script src="/assets/js/380.413183d4.js" defer></script> |
| </body> |
| </html> |
