blob: 183dadea9ac8f21a0a9ad99f86f52425de4cb4a4 [file] [log] [blame]
<!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 1.9.7">
<link rel="icon" href="/favicon.ico">
<script async="true" src="https://www.googletagmanager.com/gtag/js?id=G-5MM3J6X84E"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'G-5MM3J6X84E');</script>
<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.ec12723d.css" as="style"><link rel="preload" href="/assets/js/app.7d7ecfc5.js" as="script"><link rel="preload" href="/assets/js/3.c8384d0b.js" as="script"><link rel="preload" href="/assets/js/684.7ecfdad3.js" as="script"><link rel="prefetch" href="/assets/js/10.f6d34243.js"><link rel="prefetch" href="/assets/js/100.47228076.js"><link rel="prefetch" href="/assets/js/101.ff0ca28c.js"><link rel="prefetch" href="/assets/js/102.62857654.js"><link rel="prefetch" href="/assets/js/103.f385436b.js"><link rel="prefetch" href="/assets/js/104.e7b6c03e.js"><link rel="prefetch" href="/assets/js/105.807b79b0.js"><link rel="prefetch" href="/assets/js/106.f7bc6077.js"><link rel="prefetch" href="/assets/js/107.5b1282be.js"><link rel="prefetch" href="/assets/js/108.583e1672.js"><link rel="prefetch" href="/assets/js/109.d899f396.js"><link rel="prefetch" href="/assets/js/11.6822495c.js"><link rel="prefetch" href="/assets/js/110.dbc2534e.js"><link rel="prefetch" href="/assets/js/111.bd0dd776.js"><link rel="prefetch" href="/assets/js/112.80af0380.js"><link rel="prefetch" href="/assets/js/113.0eb1ab25.js"><link rel="prefetch" href="/assets/js/114.98d9a96e.js"><link rel="prefetch" href="/assets/js/115.4552f7dd.js"><link rel="prefetch" href="/assets/js/116.7280c5f7.js"><link rel="prefetch" href="/assets/js/117.cd636ecb.js"><link rel="prefetch" href="/assets/js/118.1026a6a4.js"><link rel="prefetch" href="/assets/js/119.5f287db6.js"><link rel="prefetch" href="/assets/js/12.fb727765.js"><link rel="prefetch" href="/assets/js/120.60365a25.js"><link rel="prefetch" href="/assets/js/121.d1a80a3c.js"><link rel="prefetch" href="/assets/js/122.112e9231.js"><link rel="prefetch" href="/assets/js/123.832051ec.js"><link rel="prefetch" href="/assets/js/124.44dfe7c7.js"><link rel="prefetch" href="/assets/js/125.7e0694aa.js"><link rel="prefetch" href="/assets/js/126.82789520.js"><link rel="prefetch" href="/assets/js/127.bb7603b0.js"><link rel="prefetch" href="/assets/js/128.6fdb1396.js"><link rel="prefetch" href="/assets/js/129.60d6acdc.js"><link rel="prefetch" href="/assets/js/13.b479ecf7.js"><link rel="prefetch" href="/assets/js/130.fae7c193.js"><link rel="prefetch" href="/assets/js/131.c8c7a648.js"><link rel="prefetch" href="/assets/js/132.ee57e9ad.js"><link rel="prefetch" href="/assets/js/133.2f0e4471.js"><link rel="prefetch" href="/assets/js/134.52380bf3.js"><link rel="prefetch" href="/assets/js/135.c624a0fe.js"><link rel="prefetch" href="/assets/js/136.a30c34f9.js"><link rel="prefetch" href="/assets/js/137.7b13dac2.js"><link rel="prefetch" href="/assets/js/138.d9757a76.js"><link rel="prefetch" href="/assets/js/139.b4567d44.js"><link rel="prefetch" href="/assets/js/14.6a1981a9.js"><link rel="prefetch" href="/assets/js/140.31fc98a2.js"><link rel="prefetch" href="/assets/js/141.1ea34f03.js"><link rel="prefetch" href="/assets/js/142.e07d82b8.js"><link rel="prefetch" href="/assets/js/143.2c4f01e0.js"><link rel="prefetch" href="/assets/js/144.4ddff033.js"><link rel="prefetch" href="/assets/js/145.97337384.js"><link rel="prefetch" href="/assets/js/146.b28ca534.js"><link rel="prefetch" href="/assets/js/147.76c7b797.js"><link rel="prefetch" href="/assets/js/148.315f8944.js"><link rel="prefetch" href="/assets/js/149.bac96923.js"><link rel="prefetch" href="/assets/js/15.be85ff3b.js"><link rel="prefetch" href="/assets/js/150.350fcb84.js"><link rel="prefetch" href="/assets/js/151.aa68bb90.js"><link rel="prefetch" href="/assets/js/152.4da27e71.js"><link rel="prefetch" href="/assets/js/153.ef1e9f29.js"><link rel="prefetch" href="/assets/js/154.07834238.js"><link rel="prefetch" href="/assets/js/155.fe267b96.js"><link rel="prefetch" href="/assets/js/156.9f6b4315.js"><link rel="prefetch" href="/assets/js/157.1f76e540.js"><link rel="prefetch" href="/assets/js/158.a26f02e3.js"><link rel="prefetch" href="/assets/js/159.49e35a31.js"><link rel="prefetch" href="/assets/js/16.02a62f04.js"><link rel="prefetch" href="/assets/js/160.23cd430d.js"><link rel="prefetch" href="/assets/js/161.d32fb1a9.js"><link rel="prefetch" href="/assets/js/162.315d3f24.js"><link rel="prefetch" href="/assets/js/163.33c66fce.js"><link rel="prefetch" href="/assets/js/164.4c126946.js"><link rel="prefetch" href="/assets/js/165.c77d88c7.js"><link rel="prefetch" href="/assets/js/166.56911d9b.js"><link rel="prefetch" href="/assets/js/167.39d5970a.js"><link rel="prefetch" href="/assets/js/168.8226b583.js"><link rel="prefetch" href="/assets/js/169.ff129de3.js"><link rel="prefetch" href="/assets/js/17.baf993e5.js"><link rel="prefetch" href="/assets/js/170.429551c5.js"><link rel="prefetch" href="/assets/js/171.700cb12a.js"><link rel="prefetch" href="/assets/js/172.f575fc77.js"><link rel="prefetch" href="/assets/js/173.1a4a4797.js"><link rel="prefetch" href="/assets/js/174.f0bba8c1.js"><link rel="prefetch" href="/assets/js/175.c03036de.js"><link rel="prefetch" href="/assets/js/176.0e8f4ee4.js"><link rel="prefetch" href="/assets/js/177.a43f449a.js"><link rel="prefetch" href="/assets/js/178.a632ad2f.js"><link rel="prefetch" href="/assets/js/179.7f3dd2c5.js"><link rel="prefetch" href="/assets/js/18.a080980b.js"><link rel="prefetch" href="/assets/js/180.a021c58d.js"><link rel="prefetch" href="/assets/js/181.533a2faf.js"><link rel="prefetch" href="/assets/js/182.e432a4eb.js"><link rel="prefetch" href="/assets/js/183.763f57b7.js"><link rel="prefetch" href="/assets/js/184.cd568025.js"><link rel="prefetch" href="/assets/js/185.8721890b.js"><link rel="prefetch" href="/assets/js/186.5d577464.js"><link rel="prefetch" href="/assets/js/187.f2d43a4e.js"><link rel="prefetch" href="/assets/js/188.f6be4c6b.js"><link rel="prefetch" href="/assets/js/189.5996bf42.js"><link rel="prefetch" href="/assets/js/19.4c729058.js"><link rel="prefetch" href="/assets/js/190.98a1ba11.js"><link rel="prefetch" href="/assets/js/191.a977a41b.js"><link rel="prefetch" href="/assets/js/192.5d90c504.js"><link rel="prefetch" href="/assets/js/193.83839b48.js"><link rel="prefetch" href="/assets/js/194.0be5d7e5.js"><link rel="prefetch" href="/assets/js/195.149a3000.js"><link rel="prefetch" href="/assets/js/196.f5f08910.js"><link rel="prefetch" href="/assets/js/197.6ac1900c.js"><link rel="prefetch" href="/assets/js/198.24526dc1.js"><link rel="prefetch" href="/assets/js/199.b848322b.js"><link rel="prefetch" href="/assets/js/20.3f86736a.js"><link rel="prefetch" href="/assets/js/200.bd7a786b.js"><link rel="prefetch" href="/assets/js/201.0f0d2a71.js"><link rel="prefetch" href="/assets/js/202.b6a245e1.js"><link rel="prefetch" href="/assets/js/203.060d0ba8.js"><link rel="prefetch" href="/assets/js/204.64770e74.js"><link rel="prefetch" href="/assets/js/205.5397e609.js"><link rel="prefetch" href="/assets/js/206.ddc65281.js"><link rel="prefetch" href="/assets/js/207.bfc0e7ad.js"><link rel="prefetch" href="/assets/js/208.8971abbc.js"><link rel="prefetch" href="/assets/js/209.c0175d6e.js"><link rel="prefetch" href="/assets/js/21.bb471f44.js"><link rel="prefetch" href="/assets/js/210.8c37510f.js"><link rel="prefetch" href="/assets/js/211.600b6ed6.js"><link rel="prefetch" href="/assets/js/212.ec3365db.js"><link rel="prefetch" href="/assets/js/213.b8dc45c7.js"><link rel="prefetch" href="/assets/js/214.c105fbf1.js"><link rel="prefetch" href="/assets/js/215.d413f177.js"><link rel="prefetch" href="/assets/js/216.c9d15dbb.js"><link rel="prefetch" href="/assets/js/217.4fff6103.js"><link rel="prefetch" href="/assets/js/218.ff7eca46.js"><link rel="prefetch" href="/assets/js/219.644ffbee.js"><link rel="prefetch" href="/assets/js/22.7f318012.js"><link rel="prefetch" href="/assets/js/220.9efdd4f9.js"><link rel="prefetch" href="/assets/js/221.eb48f62a.js"><link rel="prefetch" href="/assets/js/222.6645e391.js"><link rel="prefetch" href="/assets/js/223.f2eb8250.js"><link rel="prefetch" href="/assets/js/224.f30fa935.js"><link rel="prefetch" href="/assets/js/225.d0425bcb.js"><link rel="prefetch" href="/assets/js/226.506cfa4f.js"><link rel="prefetch" href="/assets/js/227.db31995a.js"><link rel="prefetch" href="/assets/js/228.444c3c79.js"><link rel="prefetch" href="/assets/js/229.42ed2895.js"><link rel="prefetch" href="/assets/js/23.d74b8322.js"><link rel="prefetch" href="/assets/js/230.8b208359.js"><link rel="prefetch" href="/assets/js/231.377c449c.js"><link rel="prefetch" href="/assets/js/232.ad3f6534.js"><link rel="prefetch" href="/assets/js/233.623c98ee.js"><link rel="prefetch" href="/assets/js/234.4662936a.js"><link rel="prefetch" href="/assets/js/235.019bafa2.js"><link rel="prefetch" href="/assets/js/236.84ed57f7.js"><link rel="prefetch" href="/assets/js/237.4b2b39e9.js"><link rel="prefetch" href="/assets/js/238.20e11c25.js"><link rel="prefetch" href="/assets/js/239.5aecddea.js"><link rel="prefetch" href="/assets/js/24.ca51ce8d.js"><link rel="prefetch" href="/assets/js/240.8bf372d8.js"><link rel="prefetch" href="/assets/js/241.d0a1f94d.js"><link rel="prefetch" href="/assets/js/242.37f686da.js"><link rel="prefetch" href="/assets/js/243.e50f7e7b.js"><link rel="prefetch" href="/assets/js/244.188c95ed.js"><link rel="prefetch" href="/assets/js/245.1a0910ff.js"><link rel="prefetch" href="/assets/js/246.7d7567cd.js"><link rel="prefetch" href="/assets/js/247.68eb91f8.js"><link rel="prefetch" href="/assets/js/248.563ad6d9.js"><link rel="prefetch" href="/assets/js/249.86fe9ec4.js"><link rel="prefetch" href="/assets/js/25.2983d3ae.js"><link rel="prefetch" href="/assets/js/250.6fc09585.js"><link rel="prefetch" href="/assets/js/251.36dec6c6.js"><link rel="prefetch" href="/assets/js/252.85af8cf8.js"><link rel="prefetch" href="/assets/js/253.6cc8cf57.js"><link rel="prefetch" href="/assets/js/254.47a57334.js"><link rel="prefetch" href="/assets/js/255.0393d2b7.js"><link rel="prefetch" href="/assets/js/256.c4125510.js"><link rel="prefetch" href="/assets/js/257.688f6d04.js"><link rel="prefetch" href="/assets/js/258.fad3623f.js"><link rel="prefetch" href="/assets/js/259.da0e4344.js"><link rel="prefetch" href="/assets/js/26.be736c27.js"><link rel="prefetch" href="/assets/js/260.27f72726.js"><link rel="prefetch" href="/assets/js/261.3b3eb21f.js"><link rel="prefetch" href="/assets/js/262.3b095fc8.js"><link rel="prefetch" href="/assets/js/263.c8a3116c.js"><link rel="prefetch" href="/assets/js/264.80d6a647.js"><link rel="prefetch" href="/assets/js/265.d759ac6e.js"><link rel="prefetch" href="/assets/js/266.520a5d78.js"><link rel="prefetch" href="/assets/js/267.a264e555.js"><link rel="prefetch" href="/assets/js/268.6340a101.js"><link rel="prefetch" href="/assets/js/269.ad8cc7dc.js"><link rel="prefetch" href="/assets/js/27.43f17d48.js"><link rel="prefetch" href="/assets/js/270.c6b146b2.js"><link rel="prefetch" href="/assets/js/271.bb2e728e.js"><link rel="prefetch" href="/assets/js/272.fe9de88f.js"><link rel="prefetch" href="/assets/js/273.1e60f5b3.js"><link rel="prefetch" href="/assets/js/274.f0702d03.js"><link rel="prefetch" href="/assets/js/275.0631862d.js"><link rel="prefetch" href="/assets/js/276.5eefcef2.js"><link rel="prefetch" href="/assets/js/277.b8adec8d.js"><link rel="prefetch" href="/assets/js/278.08e58504.js"><link rel="prefetch" href="/assets/js/279.2bacde23.js"><link rel="prefetch" href="/assets/js/28.0b0d4693.js"><link rel="prefetch" href="/assets/js/280.8b8284b0.js"><link rel="prefetch" href="/assets/js/281.5ca266f8.js"><link rel="prefetch" href="/assets/js/282.51a6f1be.js"><link rel="prefetch" href="/assets/js/283.69e2a6ed.js"><link rel="prefetch" href="/assets/js/284.2a61b6af.js"><link rel="prefetch" href="/assets/js/285.c7f63f59.js"><link rel="prefetch" href="/assets/js/286.fa57c015.js"><link rel="prefetch" href="/assets/js/287.de3db409.js"><link rel="prefetch" href="/assets/js/288.c34551bd.js"><link rel="prefetch" href="/assets/js/289.e170be6b.js"><link rel="prefetch" href="/assets/js/29.6145e339.js"><link rel="prefetch" href="/assets/js/290.c0addf30.js"><link rel="prefetch" href="/assets/js/291.79de6009.js"><link rel="prefetch" href="/assets/js/292.3d8fdb88.js"><link rel="prefetch" href="/assets/js/293.97b66332.js"><link rel="prefetch" href="/assets/js/294.d7ae7dd8.js"><link rel="prefetch" href="/assets/js/295.0daa11b0.js"><link rel="prefetch" href="/assets/js/296.884c1e6a.js"><link rel="prefetch" href="/assets/js/297.528cc140.js"><link rel="prefetch" href="/assets/js/298.f9eddc7d.js"><link rel="prefetch" href="/assets/js/299.e0bbf54b.js"><link rel="prefetch" href="/assets/js/30.04487d03.js"><link rel="prefetch" href="/assets/js/300.00197c4f.js"><link rel="prefetch" href="/assets/js/301.daab7904.js"><link rel="prefetch" href="/assets/js/302.bee5c5d4.js"><link rel="prefetch" href="/assets/js/303.4e904921.js"><link rel="prefetch" href="/assets/js/304.078ecd5e.js"><link rel="prefetch" href="/assets/js/305.8f1e46f2.js"><link rel="prefetch" href="/assets/js/306.fcd62b34.js"><link rel="prefetch" href="/assets/js/307.99b3d275.js"><link rel="prefetch" href="/assets/js/308.b894acd8.js"><link rel="prefetch" href="/assets/js/309.4eeacaa7.js"><link rel="prefetch" href="/assets/js/31.e4237a87.js"><link rel="prefetch" href="/assets/js/310.b3455794.js"><link rel="prefetch" href="/assets/js/311.968e93e5.js"><link rel="prefetch" href="/assets/js/312.ac77edd8.js"><link rel="prefetch" href="/assets/js/313.206980b8.js"><link rel="prefetch" href="/assets/js/314.ea49466f.js"><link rel="prefetch" href="/assets/js/315.9238e79b.js"><link rel="prefetch" href="/assets/js/316.28c0f28d.js"><link rel="prefetch" href="/assets/js/317.ba9c680b.js"><link rel="prefetch" href="/assets/js/318.2a3fe7fa.js"><link rel="prefetch" href="/assets/js/319.982eadb7.js"><link rel="prefetch" href="/assets/js/32.03cfe1f3.js"><link rel="prefetch" href="/assets/js/320.f4eeda8a.js"><link rel="prefetch" href="/assets/js/321.adfb342d.js"><link rel="prefetch" href="/assets/js/322.3e3bc48b.js"><link rel="prefetch" href="/assets/js/323.cb2a0797.js"><link rel="prefetch" href="/assets/js/324.cda8663b.js"><link rel="prefetch" href="/assets/js/325.5eccf99c.js"><link rel="prefetch" href="/assets/js/326.568f5a58.js"><link rel="prefetch" href="/assets/js/327.871f7958.js"><link rel="prefetch" href="/assets/js/328.71135cef.js"><link rel="prefetch" href="/assets/js/329.8c2bfe14.js"><link rel="prefetch" href="/assets/js/33.90366dab.js"><link rel="prefetch" href="/assets/js/330.a9eafb8c.js"><link rel="prefetch" href="/assets/js/331.52596033.js"><link rel="prefetch" href="/assets/js/332.fd5e735f.js"><link rel="prefetch" href="/assets/js/333.dc6a1161.js"><link rel="prefetch" href="/assets/js/334.fed82a64.js"><link rel="prefetch" href="/assets/js/335.3b1923ad.js"><link rel="prefetch" href="/assets/js/336.088124cd.js"><link rel="prefetch" href="/assets/js/337.6926200c.js"><link rel="prefetch" href="/assets/js/338.4501a138.js"><link rel="prefetch" href="/assets/js/339.1a34b4ac.js"><link rel="prefetch" href="/assets/js/34.d1e5a9c9.js"><link rel="prefetch" href="/assets/js/340.e178a52d.js"><link rel="prefetch" href="/assets/js/341.d7d3fb40.js"><link rel="prefetch" href="/assets/js/342.88fff5af.js"><link rel="prefetch" href="/assets/js/343.8c82288c.js"><link rel="prefetch" href="/assets/js/344.e93d5f7f.js"><link rel="prefetch" href="/assets/js/345.83f663fe.js"><link rel="prefetch" href="/assets/js/346.e10c5f57.js"><link rel="prefetch" href="/assets/js/347.d23b2c99.js"><link rel="prefetch" href="/assets/js/348.29893257.js"><link rel="prefetch" href="/assets/js/349.4b727dca.js"><link rel="prefetch" href="/assets/js/35.deb93a9e.js"><link rel="prefetch" href="/assets/js/350.bb92c6e6.js"><link rel="prefetch" href="/assets/js/351.0692312d.js"><link rel="prefetch" href="/assets/js/352.1bbee628.js"><link rel="prefetch" href="/assets/js/353.3ad30036.js"><link rel="prefetch" href="/assets/js/354.eb41e5d4.js"><link rel="prefetch" href="/assets/js/355.93194d26.js"><link rel="prefetch" href="/assets/js/356.bfe980ba.js"><link rel="prefetch" href="/assets/js/357.bb5833bc.js"><link rel="prefetch" href="/assets/js/358.e7bb374d.js"><link rel="prefetch" href="/assets/js/359.1094f794.js"><link rel="prefetch" href="/assets/js/36.7e29e738.js"><link rel="prefetch" href="/assets/js/360.c4c825fb.js"><link rel="prefetch" href="/assets/js/361.d2a22c33.js"><link rel="prefetch" href="/assets/js/362.72ebefb8.js"><link rel="prefetch" href="/assets/js/363.86de5861.js"><link rel="prefetch" href="/assets/js/364.8aa8ed1a.js"><link rel="prefetch" href="/assets/js/365.19e96417.js"><link rel="prefetch" href="/assets/js/366.cf759d2b.js"><link rel="prefetch" href="/assets/js/367.01cc5a85.js"><link rel="prefetch" href="/assets/js/368.adc2aa69.js"><link rel="prefetch" href="/assets/js/369.546fb83c.js"><link rel="prefetch" href="/assets/js/37.455f5746.js"><link rel="prefetch" href="/assets/js/370.2da0b02f.js"><link rel="prefetch" href="/assets/js/371.7a930c83.js"><link rel="prefetch" href="/assets/js/372.9ed88970.js"><link rel="prefetch" href="/assets/js/373.8f3cad7d.js"><link rel="prefetch" href="/assets/js/374.ebfae391.js"><link rel="prefetch" href="/assets/js/375.fb4c6772.js"><link rel="prefetch" href="/assets/js/376.bd5f65ca.js"><link rel="prefetch" href="/assets/js/377.9c26ae1a.js"><link rel="prefetch" href="/assets/js/378.a49c895a.js"><link rel="prefetch" href="/assets/js/379.737f63de.js"><link rel="prefetch" href="/assets/js/38.aebd5c49.js"><link rel="prefetch" href="/assets/js/380.b62dead8.js"><link rel="prefetch" href="/assets/js/381.c462d499.js"><link rel="prefetch" href="/assets/js/382.98cab5fd.js"><link rel="prefetch" href="/assets/js/383.62753fd8.js"><link rel="prefetch" href="/assets/js/384.6efa89b8.js"><link rel="prefetch" href="/assets/js/385.1fd0d256.js"><link rel="prefetch" href="/assets/js/386.9543c4eb.js"><link rel="prefetch" href="/assets/js/387.44ba930f.js"><link rel="prefetch" href="/assets/js/388.8b375a1a.js"><link rel="prefetch" href="/assets/js/389.eb8bab2e.js"><link rel="prefetch" href="/assets/js/39.e562cb4b.js"><link rel="prefetch" href="/assets/js/390.eddcde18.js"><link rel="prefetch" href="/assets/js/391.31d4eb40.js"><link rel="prefetch" href="/assets/js/392.0a221682.js"><link rel="prefetch" href="/assets/js/393.5d1922b8.js"><link rel="prefetch" href="/assets/js/394.3ae38226.js"><link rel="prefetch" href="/assets/js/395.0b29c3fc.js"><link rel="prefetch" href="/assets/js/396.2263ed53.js"><link rel="prefetch" href="/assets/js/397.87c6a54f.js"><link rel="prefetch" href="/assets/js/398.066ae079.js"><link rel="prefetch" href="/assets/js/399.73b9d1fa.js"><link rel="prefetch" href="/assets/js/4.cf169c04.js"><link rel="prefetch" href="/assets/js/40.8a7d5bbb.js"><link rel="prefetch" href="/assets/js/400.3fe1a1aa.js"><link rel="prefetch" href="/assets/js/401.841e01b6.js"><link rel="prefetch" href="/assets/js/402.43814e2c.js"><link rel="prefetch" href="/assets/js/403.275ba0e3.js"><link rel="prefetch" href="/assets/js/404.ee41899d.js"><link rel="prefetch" href="/assets/js/405.ad03ab99.js"><link rel="prefetch" href="/assets/js/406.1931f7d3.js"><link rel="prefetch" href="/assets/js/407.246b7960.js"><link rel="prefetch" href="/assets/js/408.12fe8965.js"><link rel="prefetch" href="/assets/js/409.53066350.js"><link rel="prefetch" href="/assets/js/41.8e27becf.js"><link rel="prefetch" href="/assets/js/410.14f1eb08.js"><link rel="prefetch" href="/assets/js/411.a8779cfa.js"><link rel="prefetch" href="/assets/js/412.17519eb0.js"><link rel="prefetch" href="/assets/js/413.c1b8c1c3.js"><link rel="prefetch" href="/assets/js/414.d7c74bab.js"><link rel="prefetch" href="/assets/js/415.fb2ee091.js"><link rel="prefetch" href="/assets/js/416.ccedfdb8.js"><link rel="prefetch" href="/assets/js/417.aea9242b.js"><link rel="prefetch" href="/assets/js/418.a29b6713.js"><link rel="prefetch" href="/assets/js/419.a05f1421.js"><link rel="prefetch" href="/assets/js/42.8887a710.js"><link rel="prefetch" href="/assets/js/420.ec44944f.js"><link rel="prefetch" href="/assets/js/421.01fc8375.js"><link rel="prefetch" href="/assets/js/422.1d36fd7e.js"><link rel="prefetch" href="/assets/js/423.c288571a.js"><link rel="prefetch" href="/assets/js/424.c88dfede.js"><link rel="prefetch" href="/assets/js/425.5450a6ad.js"><link rel="prefetch" href="/assets/js/426.2bebe0f5.js"><link rel="prefetch" href="/assets/js/427.9b61c324.js"><link rel="prefetch" href="/assets/js/428.7b898718.js"><link rel="prefetch" href="/assets/js/429.66063099.js"><link rel="prefetch" href="/assets/js/43.a700504b.js"><link rel="prefetch" href="/assets/js/430.39d54d90.js"><link rel="prefetch" href="/assets/js/431.58e8e1c5.js"><link rel="prefetch" href="/assets/js/432.92bb98fc.js"><link rel="prefetch" href="/assets/js/433.4f3f1510.js"><link rel="prefetch" href="/assets/js/434.727622fb.js"><link rel="prefetch" href="/assets/js/435.20ba1d1f.js"><link rel="prefetch" href="/assets/js/436.c1e2b378.js"><link rel="prefetch" href="/assets/js/437.b8a1c0c7.js"><link rel="prefetch" href="/assets/js/438.8e9531c0.js"><link rel="prefetch" href="/assets/js/439.d6a98956.js"><link rel="prefetch" href="/assets/js/44.12989a0c.js"><link rel="prefetch" href="/assets/js/440.70a6cfdc.js"><link rel="prefetch" href="/assets/js/441.a829cc30.js"><link rel="prefetch" href="/assets/js/442.4a33647e.js"><link rel="prefetch" href="/assets/js/443.b3ef069e.js"><link rel="prefetch" href="/assets/js/444.c4e0cf1d.js"><link rel="prefetch" href="/assets/js/445.b9bf4917.js"><link rel="prefetch" href="/assets/js/446.8053d341.js"><link rel="prefetch" href="/assets/js/447.b63ce1c8.js"><link rel="prefetch" href="/assets/js/448.b6652a18.js"><link rel="prefetch" href="/assets/js/449.89e3ad71.js"><link rel="prefetch" href="/assets/js/45.22f5c179.js"><link rel="prefetch" href="/assets/js/450.6aa413c6.js"><link rel="prefetch" href="/assets/js/451.6c5629dc.js"><link rel="prefetch" href="/assets/js/452.3a79ad83.js"><link rel="prefetch" href="/assets/js/453.7615b105.js"><link rel="prefetch" href="/assets/js/454.f41c5421.js"><link rel="prefetch" href="/assets/js/455.45f5b677.js"><link rel="prefetch" href="/assets/js/456.8b2e7118.js"><link rel="prefetch" href="/assets/js/457.e006c81a.js"><link rel="prefetch" href="/assets/js/458.a95fdb46.js"><link rel="prefetch" href="/assets/js/459.c17116f9.js"><link rel="prefetch" href="/assets/js/46.6e15ec12.js"><link rel="prefetch" href="/assets/js/460.2ea8b1cb.js"><link rel="prefetch" href="/assets/js/461.183e5a28.js"><link rel="prefetch" href="/assets/js/462.bcb9e262.js"><link rel="prefetch" href="/assets/js/463.14819a58.js"><link rel="prefetch" href="/assets/js/464.05ebd9fc.js"><link rel="prefetch" href="/assets/js/465.35b8f7e8.js"><link rel="prefetch" href="/assets/js/466.153838b4.js"><link rel="prefetch" href="/assets/js/467.e8aa46ed.js"><link rel="prefetch" href="/assets/js/468.f31bde76.js"><link rel="prefetch" href="/assets/js/469.614f5a1f.js"><link rel="prefetch" href="/assets/js/47.86a9192e.js"><link rel="prefetch" href="/assets/js/470.b2d9bd35.js"><link rel="prefetch" href="/assets/js/471.96ccbdbe.js"><link rel="prefetch" href="/assets/js/472.a69f83b0.js"><link rel="prefetch" href="/assets/js/473.e7cff5c3.js"><link rel="prefetch" href="/assets/js/474.658adc2d.js"><link rel="prefetch" href="/assets/js/475.738bc8e7.js"><link rel="prefetch" href="/assets/js/476.64915e3b.js"><link rel="prefetch" href="/assets/js/477.b215cb20.js"><link rel="prefetch" href="/assets/js/478.cb6f7a42.js"><link rel="prefetch" href="/assets/js/479.9c17164c.js"><link rel="prefetch" href="/assets/js/48.43067bff.js"><link rel="prefetch" href="/assets/js/480.60940351.js"><link rel="prefetch" href="/assets/js/481.a3a92328.js"><link rel="prefetch" href="/assets/js/482.de11b357.js"><link rel="prefetch" href="/assets/js/483.7ca050c6.js"><link rel="prefetch" href="/assets/js/484.bb552ea0.js"><link rel="prefetch" href="/assets/js/485.d640d969.js"><link rel="prefetch" href="/assets/js/486.43094293.js"><link rel="prefetch" href="/assets/js/487.04c25239.js"><link rel="prefetch" href="/assets/js/488.fd004ce3.js"><link rel="prefetch" href="/assets/js/489.a197d6e0.js"><link rel="prefetch" href="/assets/js/49.d65be285.js"><link rel="prefetch" href="/assets/js/490.173dabaf.js"><link rel="prefetch" href="/assets/js/491.f28ad2e9.js"><link rel="prefetch" href="/assets/js/492.d0b25d65.js"><link rel="prefetch" href="/assets/js/493.c2b1f59f.js"><link rel="prefetch" href="/assets/js/494.dd516b19.js"><link rel="prefetch" href="/assets/js/495.7024c4bc.js"><link rel="prefetch" href="/assets/js/496.98d7141a.js"><link rel="prefetch" href="/assets/js/497.8af6e607.js"><link rel="prefetch" href="/assets/js/498.e4d57def.js"><link rel="prefetch" href="/assets/js/499.f1769735.js"><link rel="prefetch" href="/assets/js/5.3ba0c25b.js"><link rel="prefetch" href="/assets/js/50.9ce15669.js"><link rel="prefetch" href="/assets/js/500.a10948a0.js"><link rel="prefetch" href="/assets/js/501.f9d3f9cb.js"><link rel="prefetch" href="/assets/js/502.0e0a368b.js"><link rel="prefetch" href="/assets/js/503.4e10cd0c.js"><link rel="prefetch" href="/assets/js/504.47d41ae9.js"><link rel="prefetch" href="/assets/js/505.37990e62.js"><link rel="prefetch" href="/assets/js/506.a2eb4330.js"><link rel="prefetch" href="/assets/js/507.54a4171d.js"><link rel="prefetch" href="/assets/js/508.03c0d46c.js"><link rel="prefetch" href="/assets/js/509.4e4b0934.js"><link rel="prefetch" href="/assets/js/51.8832b2c5.js"><link rel="prefetch" href="/assets/js/510.c8dc868e.js"><link rel="prefetch" href="/assets/js/511.7bd427d8.js"><link rel="prefetch" href="/assets/js/512.836a5b80.js"><link rel="prefetch" href="/assets/js/513.0e94d37d.js"><link rel="prefetch" href="/assets/js/514.0911dc4f.js"><link rel="prefetch" href="/assets/js/515.fa42524b.js"><link rel="prefetch" href="/assets/js/516.30a73be0.js"><link rel="prefetch" href="/assets/js/517.054a013b.js"><link rel="prefetch" href="/assets/js/518.a87e33c7.js"><link rel="prefetch" href="/assets/js/519.5815a256.js"><link rel="prefetch" href="/assets/js/52.04cb62ae.js"><link rel="prefetch" href="/assets/js/520.2ec72284.js"><link rel="prefetch" href="/assets/js/521.abfe533a.js"><link rel="prefetch" href="/assets/js/522.11eeadf6.js"><link rel="prefetch" href="/assets/js/523.f46b1f65.js"><link rel="prefetch" href="/assets/js/524.8fc0dee1.js"><link rel="prefetch" href="/assets/js/525.24da487a.js"><link rel="prefetch" href="/assets/js/526.f28320b1.js"><link rel="prefetch" href="/assets/js/527.cd8e8bc3.js"><link rel="prefetch" href="/assets/js/528.3bc9411a.js"><link rel="prefetch" href="/assets/js/529.0d1ba1e8.js"><link rel="prefetch" href="/assets/js/53.7a744eef.js"><link rel="prefetch" href="/assets/js/530.3b6b1eb5.js"><link rel="prefetch" href="/assets/js/531.2c838e7c.js"><link rel="prefetch" href="/assets/js/532.9225ce8a.js"><link rel="prefetch" href="/assets/js/533.8ae825b9.js"><link rel="prefetch" href="/assets/js/534.2e37ae4b.js"><link rel="prefetch" href="/assets/js/535.6dffa674.js"><link rel="prefetch" href="/assets/js/536.5cfd3b85.js"><link rel="prefetch" href="/assets/js/537.bcd59155.js"><link rel="prefetch" href="/assets/js/538.2125c10b.js"><link rel="prefetch" href="/assets/js/539.bbe97be1.js"><link rel="prefetch" href="/assets/js/54.0857206e.js"><link rel="prefetch" href="/assets/js/540.48a10650.js"><link rel="prefetch" href="/assets/js/541.c72e31b0.js"><link rel="prefetch" href="/assets/js/542.d92f3469.js"><link rel="prefetch" href="/assets/js/543.6450ac68.js"><link rel="prefetch" href="/assets/js/544.1b40ce91.js"><link rel="prefetch" href="/assets/js/545.4c653fb9.js"><link rel="prefetch" href="/assets/js/546.d73c416b.js"><link rel="prefetch" href="/assets/js/547.4dc60694.js"><link rel="prefetch" href="/assets/js/548.e106d735.js"><link rel="prefetch" href="/assets/js/549.a0bf7015.js"><link rel="prefetch" href="/assets/js/55.b6aa165a.js"><link rel="prefetch" href="/assets/js/550.40793bae.js"><link rel="prefetch" href="/assets/js/551.04828b0a.js"><link rel="prefetch" href="/assets/js/552.0dc38792.js"><link rel="prefetch" href="/assets/js/553.b5f00977.js"><link rel="prefetch" href="/assets/js/554.4f06d467.js"><link rel="prefetch" href="/assets/js/555.82f479be.js"><link rel="prefetch" href="/assets/js/556.6ba3902d.js"><link rel="prefetch" href="/assets/js/557.37b791fd.js"><link rel="prefetch" href="/assets/js/558.83809ee6.js"><link rel="prefetch" href="/assets/js/559.f85a18e4.js"><link rel="prefetch" href="/assets/js/56.dd1c98ca.js"><link rel="prefetch" href="/assets/js/560.6ed45ea8.js"><link rel="prefetch" href="/assets/js/561.8eb48d51.js"><link rel="prefetch" href="/assets/js/562.60de19e3.js"><link rel="prefetch" href="/assets/js/563.880a27a9.js"><link rel="prefetch" href="/assets/js/564.d73c3071.js"><link rel="prefetch" href="/assets/js/565.c7100baf.js"><link rel="prefetch" href="/assets/js/566.d011f20f.js"><link rel="prefetch" href="/assets/js/567.c38623ac.js"><link rel="prefetch" href="/assets/js/568.8dd4680e.js"><link rel="prefetch" href="/assets/js/569.b2204ee0.js"><link rel="prefetch" href="/assets/js/57.a0916204.js"><link rel="prefetch" href="/assets/js/570.1d6e469e.js"><link rel="prefetch" href="/assets/js/571.fbbdae38.js"><link rel="prefetch" href="/assets/js/572.927b406d.js"><link rel="prefetch" href="/assets/js/573.7a9cc4b4.js"><link rel="prefetch" href="/assets/js/574.5f478418.js"><link rel="prefetch" href="/assets/js/575.347936e6.js"><link rel="prefetch" href="/assets/js/576.74374812.js"><link rel="prefetch" href="/assets/js/577.a1f4ffc1.js"><link rel="prefetch" href="/assets/js/578.2c431608.js"><link rel="prefetch" href="/assets/js/579.1499fe09.js"><link rel="prefetch" href="/assets/js/58.93c8cccb.js"><link rel="prefetch" href="/assets/js/580.e68e6782.js"><link rel="prefetch" href="/assets/js/581.889948e6.js"><link rel="prefetch" href="/assets/js/582.c8d73a9c.js"><link rel="prefetch" href="/assets/js/583.0095e951.js"><link rel="prefetch" href="/assets/js/584.d1017eef.js"><link rel="prefetch" href="/assets/js/585.3ef95f86.js"><link rel="prefetch" href="/assets/js/586.c9ce6341.js"><link rel="prefetch" href="/assets/js/587.55851b2d.js"><link rel="prefetch" href="/assets/js/588.b56cc7a8.js"><link rel="prefetch" href="/assets/js/589.e370892a.js"><link rel="prefetch" href="/assets/js/59.4e06056c.js"><link rel="prefetch" href="/assets/js/590.9a7cc45a.js"><link rel="prefetch" href="/assets/js/591.ddb9937e.js"><link rel="prefetch" href="/assets/js/592.635021f4.js"><link rel="prefetch" href="/assets/js/593.04a3f138.js"><link rel="prefetch" href="/assets/js/594.daeb3dce.js"><link rel="prefetch" href="/assets/js/595.5a6976c9.js"><link rel="prefetch" href="/assets/js/596.ad5b2d75.js"><link rel="prefetch" href="/assets/js/597.448bcf20.js"><link rel="prefetch" href="/assets/js/598.b326b455.js"><link rel="prefetch" href="/assets/js/599.b6200f93.js"><link rel="prefetch" href="/assets/js/6.204aeb38.js"><link rel="prefetch" href="/assets/js/60.9127ab1c.js"><link rel="prefetch" href="/assets/js/600.42a5c0b2.js"><link rel="prefetch" href="/assets/js/601.33f31b56.js"><link rel="prefetch" href="/assets/js/602.00544f81.js"><link rel="prefetch" href="/assets/js/603.a7f4bce9.js"><link rel="prefetch" href="/assets/js/604.9c490051.js"><link rel="prefetch" href="/assets/js/605.3344bae9.js"><link rel="prefetch" href="/assets/js/606.45985183.js"><link rel="prefetch" href="/assets/js/607.3b5f91d4.js"><link rel="prefetch" href="/assets/js/608.de66b682.js"><link rel="prefetch" href="/assets/js/609.9170ea1a.js"><link rel="prefetch" href="/assets/js/61.14190fcb.js"><link rel="prefetch" href="/assets/js/610.e27ae050.js"><link rel="prefetch" href="/assets/js/611.347a5433.js"><link rel="prefetch" href="/assets/js/612.e4b31dd6.js"><link rel="prefetch" href="/assets/js/613.e0d2f492.js"><link rel="prefetch" href="/assets/js/614.13028d66.js"><link rel="prefetch" href="/assets/js/615.aec6beb8.js"><link rel="prefetch" href="/assets/js/616.b9371458.js"><link rel="prefetch" href="/assets/js/617.e3e32c68.js"><link rel="prefetch" href="/assets/js/618.3d090113.js"><link rel="prefetch" href="/assets/js/619.5cf6479b.js"><link rel="prefetch" href="/assets/js/62.856f67f6.js"><link rel="prefetch" href="/assets/js/620.03c211d3.js"><link rel="prefetch" href="/assets/js/621.9c44e585.js"><link rel="prefetch" href="/assets/js/622.16a332bc.js"><link rel="prefetch" href="/assets/js/623.9438ab43.js"><link rel="prefetch" href="/assets/js/624.5e5be81d.js"><link rel="prefetch" href="/assets/js/625.a4f720dc.js"><link rel="prefetch" href="/assets/js/626.7d927ece.js"><link rel="prefetch" href="/assets/js/627.a1d0dd49.js"><link rel="prefetch" href="/assets/js/628.93435451.js"><link rel="prefetch" href="/assets/js/629.1fa16af5.js"><link rel="prefetch" href="/assets/js/63.be199098.js"><link rel="prefetch" href="/assets/js/630.b413a835.js"><link rel="prefetch" href="/assets/js/631.8530b0fe.js"><link rel="prefetch" href="/assets/js/632.eeefd05e.js"><link rel="prefetch" href="/assets/js/633.c354ea5d.js"><link rel="prefetch" href="/assets/js/634.81aedab2.js"><link rel="prefetch" href="/assets/js/635.7ff90db6.js"><link rel="prefetch" href="/assets/js/636.ed695c99.js"><link rel="prefetch" href="/assets/js/637.b962705f.js"><link rel="prefetch" href="/assets/js/638.555bde98.js"><link rel="prefetch" href="/assets/js/639.0d00729a.js"><link rel="prefetch" href="/assets/js/64.10c35136.js"><link rel="prefetch" href="/assets/js/640.4c496a1a.js"><link rel="prefetch" href="/assets/js/641.5e4b0962.js"><link rel="prefetch" href="/assets/js/642.413adc4d.js"><link rel="prefetch" href="/assets/js/643.15e660f8.js"><link rel="prefetch" href="/assets/js/644.536cfbeb.js"><link rel="prefetch" href="/assets/js/645.3e0a223b.js"><link rel="prefetch" href="/assets/js/646.3b6d641f.js"><link rel="prefetch" href="/assets/js/647.b681afaf.js"><link rel="prefetch" href="/assets/js/648.7ca470ae.js"><link rel="prefetch" href="/assets/js/649.52c8d67d.js"><link rel="prefetch" href="/assets/js/65.b75ca07f.js"><link rel="prefetch" href="/assets/js/650.235273f0.js"><link rel="prefetch" href="/assets/js/651.ef1a8960.js"><link rel="prefetch" href="/assets/js/652.3adafb5d.js"><link rel="prefetch" href="/assets/js/653.53255bc3.js"><link rel="prefetch" href="/assets/js/654.8d6516ef.js"><link rel="prefetch" href="/assets/js/655.1b4c66b5.js"><link rel="prefetch" href="/assets/js/656.1f8e9a3a.js"><link rel="prefetch" href="/assets/js/657.44610746.js"><link rel="prefetch" href="/assets/js/658.3d2421e0.js"><link rel="prefetch" href="/assets/js/659.03735157.js"><link rel="prefetch" href="/assets/js/66.6a4ce363.js"><link rel="prefetch" href="/assets/js/660.df1e7bdc.js"><link rel="prefetch" href="/assets/js/661.f36223b4.js"><link rel="prefetch" href="/assets/js/662.53252930.js"><link rel="prefetch" href="/assets/js/663.e671b659.js"><link rel="prefetch" href="/assets/js/664.ca20fe04.js"><link rel="prefetch" href="/assets/js/665.79737624.js"><link rel="prefetch" href="/assets/js/666.ef7cd383.js"><link rel="prefetch" href="/assets/js/667.acee3dcd.js"><link rel="prefetch" href="/assets/js/668.a3c12dbf.js"><link rel="prefetch" href="/assets/js/669.d99d2b71.js"><link rel="prefetch" href="/assets/js/67.c741527b.js"><link rel="prefetch" href="/assets/js/670.14b0062a.js"><link rel="prefetch" href="/assets/js/671.b41e5ec9.js"><link rel="prefetch" href="/assets/js/672.087d4f36.js"><link rel="prefetch" href="/assets/js/673.a89e342c.js"><link rel="prefetch" href="/assets/js/674.570d1833.js"><link rel="prefetch" href="/assets/js/675.7a2e4b9d.js"><link rel="prefetch" href="/assets/js/676.ea0bb7f7.js"><link rel="prefetch" href="/assets/js/677.a49ec4b3.js"><link rel="prefetch" href="/assets/js/678.f81be0e1.js"><link rel="prefetch" href="/assets/js/679.42832dd0.js"><link rel="prefetch" href="/assets/js/68.452b67cf.js"><link rel="prefetch" href="/assets/js/680.52dfb8df.js"><link rel="prefetch" href="/assets/js/681.4cb1231f.js"><link rel="prefetch" href="/assets/js/682.a67e7378.js"><link rel="prefetch" href="/assets/js/683.87efce0f.js"><link rel="prefetch" href="/assets/js/685.b5b2802a.js"><link rel="prefetch" href="/assets/js/686.7b67269e.js"><link rel="prefetch" href="/assets/js/687.8a099d36.js"><link rel="prefetch" href="/assets/js/688.1ae4fe33.js"><link rel="prefetch" href="/assets/js/689.fcd7cfc5.js"><link rel="prefetch" href="/assets/js/69.121a5c55.js"><link rel="prefetch" href="/assets/js/690.66624236.js"><link rel="prefetch" href="/assets/js/691.904b6fb9.js"><link rel="prefetch" href="/assets/js/692.1014b756.js"><link rel="prefetch" href="/assets/js/693.133df9fb.js"><link rel="prefetch" href="/assets/js/694.b5423544.js"><link rel="prefetch" href="/assets/js/695.27f8882a.js"><link rel="prefetch" href="/assets/js/696.1dac6062.js"><link rel="prefetch" href="/assets/js/697.cf57ae42.js"><link rel="prefetch" href="/assets/js/698.818409f0.js"><link rel="prefetch" href="/assets/js/699.3413ed1b.js"><link rel="prefetch" href="/assets/js/7.c348744b.js"><link rel="prefetch" href="/assets/js/70.cd796b3a.js"><link rel="prefetch" href="/assets/js/700.b9928e34.js"><link rel="prefetch" href="/assets/js/701.8d8f381c.js"><link rel="prefetch" href="/assets/js/702.b6ed5cba.js"><link rel="prefetch" href="/assets/js/703.91b2d728.js"><link rel="prefetch" href="/assets/js/704.b90d52a0.js"><link rel="prefetch" href="/assets/js/705.b1b5f9d8.js"><link rel="prefetch" href="/assets/js/706.36895685.js"><link rel="prefetch" href="/assets/js/707.e99a4a00.js"><link rel="prefetch" href="/assets/js/708.0c3b4f42.js"><link rel="prefetch" href="/assets/js/709.aca6396f.js"><link rel="prefetch" href="/assets/js/71.97680ecf.js"><link rel="prefetch" href="/assets/js/710.96d54893.js"><link rel="prefetch" href="/assets/js/711.44df1b8b.js"><link rel="prefetch" href="/assets/js/712.6e5fd789.js"><link rel="prefetch" href="/assets/js/713.469a3e19.js"><link rel="prefetch" href="/assets/js/714.572f57f1.js"><link rel="prefetch" href="/assets/js/715.641a5b2f.js"><link rel="prefetch" href="/assets/js/716.f98fc603.js"><link rel="prefetch" href="/assets/js/717.4d6adc52.js"><link rel="prefetch" href="/assets/js/718.b8927131.js"><link rel="prefetch" href="/assets/js/719.5cfdf783.js"><link rel="prefetch" href="/assets/js/72.7bcb918a.js"><link rel="prefetch" href="/assets/js/720.ef282597.js"><link rel="prefetch" href="/assets/js/721.2d408028.js"><link rel="prefetch" href="/assets/js/722.1223603c.js"><link rel="prefetch" href="/assets/js/723.94a84436.js"><link rel="prefetch" href="/assets/js/724.3c4c4f76.js"><link rel="prefetch" href="/assets/js/725.c68ef57d.js"><link rel="prefetch" href="/assets/js/726.207ab082.js"><link rel="prefetch" href="/assets/js/727.53ef9555.js"><link rel="prefetch" href="/assets/js/728.7cc54449.js"><link rel="prefetch" href="/assets/js/729.bf6f9efb.js"><link rel="prefetch" href="/assets/js/73.e711ec3f.js"><link rel="prefetch" href="/assets/js/730.65c409c4.js"><link rel="prefetch" href="/assets/js/731.db72c004.js"><link rel="prefetch" href="/assets/js/732.9ca94652.js"><link rel="prefetch" href="/assets/js/733.22fdbcd9.js"><link rel="prefetch" href="/assets/js/734.8b6d71d9.js"><link rel="prefetch" href="/assets/js/735.d630cbd5.js"><link rel="prefetch" href="/assets/js/736.31e974c0.js"><link rel="prefetch" href="/assets/js/737.31ad527b.js"><link rel="prefetch" href="/assets/js/738.0afacc5d.js"><link rel="prefetch" href="/assets/js/739.ff877a5c.js"><link rel="prefetch" href="/assets/js/74.06f3af3d.js"><link rel="prefetch" href="/assets/js/740.7be23806.js"><link rel="prefetch" href="/assets/js/741.2204cba5.js"><link rel="prefetch" href="/assets/js/742.eb3e5501.js"><link rel="prefetch" href="/assets/js/743.2b12b9cb.js"><link rel="prefetch" href="/assets/js/744.50b6b636.js"><link rel="prefetch" href="/assets/js/745.51866a7b.js"><link rel="prefetch" href="/assets/js/746.e954bf2d.js"><link rel="prefetch" href="/assets/js/747.94f71ac6.js"><link rel="prefetch" href="/assets/js/748.c3873972.js"><link rel="prefetch" href="/assets/js/749.7224a37d.js"><link rel="prefetch" href="/assets/js/75.7d39aea5.js"><link rel="prefetch" href="/assets/js/750.52e0e4c4.js"><link rel="prefetch" href="/assets/js/751.64553c84.js"><link rel="prefetch" href="/assets/js/752.c2b913ae.js"><link rel="prefetch" href="/assets/js/753.b751dc84.js"><link rel="prefetch" href="/assets/js/754.fa354dc9.js"><link rel="prefetch" href="/assets/js/755.3b91828b.js"><link rel="prefetch" href="/assets/js/756.83b76ba4.js"><link rel="prefetch" href="/assets/js/757.25199328.js"><link rel="prefetch" href="/assets/js/758.7cad0e4a.js"><link rel="prefetch" href="/assets/js/759.c37960c7.js"><link rel="prefetch" href="/assets/js/76.054cc879.js"><link rel="prefetch" href="/assets/js/760.ef27af56.js"><link rel="prefetch" href="/assets/js/761.04412ee6.js"><link rel="prefetch" href="/assets/js/762.68f80ff6.js"><link rel="prefetch" href="/assets/js/763.0cf34b48.js"><link rel="prefetch" href="/assets/js/764.62d12936.js"><link rel="prefetch" href="/assets/js/765.502d825f.js"><link rel="prefetch" href="/assets/js/766.c2c36889.js"><link rel="prefetch" href="/assets/js/767.75db3541.js"><link rel="prefetch" href="/assets/js/768.dd5e2443.js"><link rel="prefetch" href="/assets/js/769.c5e9c8a8.js"><link rel="prefetch" href="/assets/js/77.5326ed2b.js"><link rel="prefetch" href="/assets/js/770.d129ec63.js"><link rel="prefetch" href="/assets/js/771.6213995d.js"><link rel="prefetch" href="/assets/js/772.b63b9f9b.js"><link rel="prefetch" href="/assets/js/773.7782840c.js"><link rel="prefetch" href="/assets/js/774.f4656a51.js"><link rel="prefetch" href="/assets/js/775.ac411b88.js"><link rel="prefetch" href="/assets/js/776.7fc22aa2.js"><link rel="prefetch" href="/assets/js/777.517356dd.js"><link rel="prefetch" href="/assets/js/778.862bb38a.js"><link rel="prefetch" href="/assets/js/779.3f1c99db.js"><link rel="prefetch" href="/assets/js/78.eab4b5de.js"><link rel="prefetch" href="/assets/js/780.4454a5b8.js"><link rel="prefetch" href="/assets/js/781.39e833f4.js"><link rel="prefetch" href="/assets/js/782.65188e78.js"><link rel="prefetch" href="/assets/js/783.3f7cc2b5.js"><link rel="prefetch" href="/assets/js/784.9a4418bc.js"><link rel="prefetch" href="/assets/js/785.5b7feeb8.js"><link rel="prefetch" href="/assets/js/786.ac753b83.js"><link rel="prefetch" href="/assets/js/787.75a96fd8.js"><link rel="prefetch" href="/assets/js/788.97adc88d.js"><link rel="prefetch" href="/assets/js/789.75f11911.js"><link rel="prefetch" href="/assets/js/79.3d0e3c15.js"><link rel="prefetch" href="/assets/js/790.87ea5651.js"><link rel="prefetch" href="/assets/js/791.9231c128.js"><link rel="prefetch" href="/assets/js/792.742f7c6a.js"><link rel="prefetch" href="/assets/js/793.6865b834.js"><link rel="prefetch" href="/assets/js/794.273ab70a.js"><link rel="prefetch" href="/assets/js/795.0a49d4e6.js"><link rel="prefetch" href="/assets/js/796.3bbc103c.js"><link rel="prefetch" href="/assets/js/797.0e538138.js"><link rel="prefetch" href="/assets/js/798.a82abed3.js"><link rel="prefetch" href="/assets/js/799.98d1e53f.js"><link rel="prefetch" href="/assets/js/8.d5679e1b.js"><link rel="prefetch" href="/assets/js/80.59b7e368.js"><link rel="prefetch" href="/assets/js/800.df48de37.js"><link rel="prefetch" href="/assets/js/801.c484d3c6.js"><link rel="prefetch" href="/assets/js/802.3ca34b4f.js"><link rel="prefetch" href="/assets/js/803.7f662145.js"><link rel="prefetch" href="/assets/js/804.59d75fd9.js"><link rel="prefetch" href="/assets/js/805.b247586f.js"><link rel="prefetch" href="/assets/js/806.0819968e.js"><link rel="prefetch" href="/assets/js/807.4ba57a3d.js"><link rel="prefetch" href="/assets/js/808.5196740d.js"><link rel="prefetch" href="/assets/js/809.e3ef1fe9.js"><link rel="prefetch" href="/assets/js/81.ee13b0b2.js"><link rel="prefetch" href="/assets/js/810.2743ae3b.js"><link rel="prefetch" href="/assets/js/811.98de65be.js"><link rel="prefetch" href="/assets/js/812.68d0fe37.js"><link rel="prefetch" href="/assets/js/813.c1332a95.js"><link rel="prefetch" href="/assets/js/814.d66e90e3.js"><link rel="prefetch" href="/assets/js/815.414e00ef.js"><link rel="prefetch" href="/assets/js/816.902c3c0e.js"><link rel="prefetch" href="/assets/js/817.6232f542.js"><link rel="prefetch" href="/assets/js/818.91b216b9.js"><link rel="prefetch" href="/assets/js/819.ec5fb71d.js"><link rel="prefetch" href="/assets/js/82.fd07ee47.js"><link rel="prefetch" href="/assets/js/820.8d35dad9.js"><link rel="prefetch" href="/assets/js/821.ec0cf68a.js"><link rel="prefetch" href="/assets/js/822.d5fcb5b3.js"><link rel="prefetch" href="/assets/js/823.d3564c3b.js"><link rel="prefetch" href="/assets/js/824.393c2fec.js"><link rel="prefetch" href="/assets/js/825.7242e22e.js"><link rel="prefetch" href="/assets/js/826.5ab104e0.js"><link rel="prefetch" href="/assets/js/827.50c5de75.js"><link rel="prefetch" href="/assets/js/828.9f96e8af.js"><link rel="prefetch" href="/assets/js/829.e69e4712.js"><link rel="prefetch" href="/assets/js/83.fbadea1b.js"><link rel="prefetch" href="/assets/js/830.18d9f516.js"><link rel="prefetch" href="/assets/js/831.083c61c5.js"><link rel="prefetch" href="/assets/js/832.65e18730.js"><link rel="prefetch" href="/assets/js/833.c6ecd12e.js"><link rel="prefetch" href="/assets/js/834.4aeaef68.js"><link rel="prefetch" href="/assets/js/835.0687d3e0.js"><link rel="prefetch" href="/assets/js/836.90f429be.js"><link rel="prefetch" href="/assets/js/837.d7d3cec3.js"><link rel="prefetch" href="/assets/js/838.e31629c5.js"><link rel="prefetch" href="/assets/js/839.29609b20.js"><link rel="prefetch" href="/assets/js/84.4423a868.js"><link rel="prefetch" href="/assets/js/840.1026f396.js"><link rel="prefetch" href="/assets/js/841.04cb532f.js"><link rel="prefetch" href="/assets/js/842.aaa59b94.js"><link rel="prefetch" href="/assets/js/843.a4940eb9.js"><link rel="prefetch" href="/assets/js/844.9474f593.js"><link rel="prefetch" href="/assets/js/845.78df05c5.js"><link rel="prefetch" href="/assets/js/846.97ce8d95.js"><link rel="prefetch" href="/assets/js/847.f403c29c.js"><link rel="prefetch" href="/assets/js/848.6d0a5b16.js"><link rel="prefetch" href="/assets/js/849.594d83c7.js"><link rel="prefetch" href="/assets/js/85.0ce58b9e.js"><link rel="prefetch" href="/assets/js/850.db352aba.js"><link rel="prefetch" href="/assets/js/851.a3533581.js"><link rel="prefetch" href="/assets/js/852.8a3fe036.js"><link rel="prefetch" href="/assets/js/853.af5edf44.js"><link rel="prefetch" href="/assets/js/854.f78ab7da.js"><link rel="prefetch" href="/assets/js/855.7f92d8aa.js"><link rel="prefetch" href="/assets/js/856.ba6e327b.js"><link rel="prefetch" href="/assets/js/857.10fcfa47.js"><link rel="prefetch" href="/assets/js/858.e44d5782.js"><link rel="prefetch" href="/assets/js/859.e8c23f67.js"><link rel="prefetch" href="/assets/js/86.e5ae183e.js"><link rel="prefetch" href="/assets/js/860.42828406.js"><link rel="prefetch" href="/assets/js/861.b9737486.js"><link rel="prefetch" href="/assets/js/862.35972369.js"><link rel="prefetch" href="/assets/js/863.6f77d66b.js"><link rel="prefetch" href="/assets/js/864.e99681ea.js"><link rel="prefetch" href="/assets/js/865.97d60ca7.js"><link rel="prefetch" href="/assets/js/866.ef872cbf.js"><link rel="prefetch" href="/assets/js/867.eaa62bff.js"><link rel="prefetch" href="/assets/js/868.59ee0abe.js"><link rel="prefetch" href="/assets/js/869.988123f1.js"><link rel="prefetch" href="/assets/js/87.2373c7c0.js"><link rel="prefetch" href="/assets/js/870.3f7145fc.js"><link rel="prefetch" href="/assets/js/871.dc1cc01f.js"><link rel="prefetch" href="/assets/js/872.6696ccf5.js"><link rel="prefetch" href="/assets/js/88.4d71bce5.js"><link rel="prefetch" href="/assets/js/89.787f9168.js"><link rel="prefetch" href="/assets/js/9.b2578393.js"><link rel="prefetch" href="/assets/js/90.f0436a61.js"><link rel="prefetch" href="/assets/js/91.3495a285.js"><link rel="prefetch" href="/assets/js/92.a0f2524e.js"><link rel="prefetch" href="/assets/js/93.d090ab15.js"><link rel="prefetch" href="/assets/js/94.dc48f30a.js"><link rel="prefetch" href="/assets/js/95.50ef82e2.js"><link rel="prefetch" href="/assets/js/96.e1cc38d5.js"><link rel="prefetch" href="/assets/js/97.24be13fd.js"><link rel="prefetch" href="/assets/js/98.399d2d1f.js"><link rel="prefetch" href="/assets/js/99.b6546e65.js"><link rel="prefetch" href="/assets/js/vendors~docsearch.51ef31dd.js">
<link rel="stylesheet" href="/assets/css/0.styles.ec12723d.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/QuickStart/QuickStart.html" class="nav-link">latest</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.13.x/QuickStart/QuickStart.html" class="nav-link">v0.13.x</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.12.x/QuickStart/QuickStart.html" class="nav-link">v0.12.x</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="https://cwiki.apache.org/confluence/pages/viewpage.action?pageId=177051872" class="nav-link external">
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="/zh/Community/About.html" class="nav-link">关于社区</a></li><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/HowToJoin.html" class="nav-link">成为Contributor</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/HowtoContributeCode.html" class="nav-link">技术贡献指南</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/V0.12.x/IoTDB-SQL-Language/DML-Data-Manipulation-Language.html" class="nav-link">English</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.12.x/IoTDB-SQL-Language/DML-Data-Manipulation-Language.html" aria-current="page" class="nav-link router-link-exact-active router-link-active">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/QuickStart/QuickStart.html" class="nav-link">latest</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.13.x/QuickStart/QuickStart.html" class="nav-link">v0.13.x</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.12.x/QuickStart/QuickStart.html" class="nav-link">v0.12.x</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="https://cwiki.apache.org/confluence/pages/viewpage.action?pageId=177051872" class="nav-link external">
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="/zh/Community/About.html" class="nav-link">关于社区</a></li><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/HowToJoin.html" class="nav-link">成为Contributor</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/HowtoContributeCode.html" class="nav-link">技术贡献指南</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/V0.12.x/IoTDB-SQL-Language/DML-Data-Manipulation-Language.html" class="nav-link">English</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.12.x/IoTDB-SQL-Language/DML-Data-Manipulation-Language.html" aria-current="page" class="nav-link router-link-exact-active router-link-active">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 (V0.12.x)</span> <!----></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>IoTDB简介</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>快速上手</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>数据模式与概念</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>SQL命令行终端(CLI)</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>权限管理</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading open"><span>IoTDB-SQL 语言</span> <span class="arrow down"></span></p> <ul class="sidebar-links sidebar-group-items"><li><a href="/zh/UserGuide/V0.12.x/IoTDB-SQL-Language/DDL-Data-Definition-Language.html" class="sidebar-link">数据定义语言(DDL)</a></li><li><a href="/zh/UserGuide/V0.12.x/IoTDB-SQL-Language/DML-Data-Manipulation-Language.html" aria-current="page" class="active sidebar-link">数据操作语言(DML)</a></li><li><a href="/zh/UserGuide/V0.12.x/IoTDB-SQL-Language/Maintenance-Command.html" class="sidebar-link">运维命令</a></li></ul></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>应用编程接口</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>用户定义函数(UDF)</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>通信服务协议</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>端云协同</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>系统集成</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>集群搭建</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>常见问题</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>附录</span> <span class="arrow right"></span></p> <!----></section></li></ul> </aside> <main class="page"> <div class="content content__default"><h2 id="数据操作语言-dml"><a href="#数据操作语言-dml" class="header-anchor">#</a> 数据操作语言(DML)</h2> <h3 id="数据写入"><a href="#数据写入" class="header-anchor">#</a> 数据写入</h3> <p>IoTDB为用户提供多种插入实时数据的方式,例如在<a href="/zh/UserGuide/V0.12.x/CLI/Command-Line-Interface.html">Cli/Shell工具</a>中直接输入插入数据的INSERT语句,或使用Java API(标准<a href="/zh/UserGuide/V0.12.x/API/Programming-JDBC.html">Java JDBC</a>接口)单条或批量执行插入数据的INSERT语句。</p> <p>本节主要为您介绍实时数据接入的INSERT语句在场景中的实际使用示例,有关INSERT SQL语句的详细语法请参见本文<a href="/zh/UserGuide/V0.12.x/Appendix/SQL-Reference.html">INSERT语句</a>节。</p> <h4 id="使用insert语句"><a href="#使用insert语句" class="header-anchor">#</a> 使用INSERT语句</h4> <p>使用INSERT语句可以向指定的已经创建的一条或多条时间序列中插入数据。对于每一条数据,均由一个时间戳类型的时间戳和一个数值或布尔值、字符串类型的传感器采集值组成。</p> <p>在本节的场景实例下,以其中的两个时间序列<code>root.ln.wf02.wt02.status</code><code>root.ln.wf02.wt02.hardware</code>为例 ,它们的数据类型分别为BOOLEAN和TEXT。</p> <p>单列数据插入示例代码如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IoTDB &gt; insert into root.ln.wf02.wt02(timestamp,status) values(1,true)
IoTDB &gt; insert into root.ln.wf02.wt02(timestamp,hardware) values(1, &quot;v1&quot;)
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><p>以上示例代码将长整型的timestamp以及值为true的数据插入到时间序列<code>root.ln.wf02.wt02.status</code>中和将长整型的timestamp以及值为”v1”的数据插入到时间序列<code>root.ln.wf02.wt02.hardware</code>中。执行成功后会返回执行时间,代表数据插入已完成。</p> <blockquote><p>注意:在IoTDB中,TEXT类型的数据单双引号都可以来表示,上面的插入语句是用的是双引号表示TEXT类型数据,下面的示例将使用单引号表示TEXT类型数据。</p></blockquote> <p>INSERT语句还可以支持在同一个时间点下多列数据的插入,同时向2时间点插入上述两个时间序列的值,多列数据插入示例代码如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IoTDB &gt; insert into root.ln.wf02.wt02(timestamp, status, hardware) VALUES (2, false, 'v2')
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>插入数据后我们可以使用SELECT语句简单查询已插入的数据。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IoTDB &gt; select * from root.ln.wf02 where time &lt; 3
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>结果如图所示。由查询结果可以看出,单列、多列数据的插入操作正确执行。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+--------------------------+------------------------+
| Time|root.ln.wf02.wt02.hardware|root.ln.wf02.wt02.status|
+-----------------------------+--------------------------+------------------------+
|1970-01-01T08:00:00.001+08:00| v1| true|
|1970-01-01T08:00:00.002+08:00| v2| false|
+-----------------------------+--------------------------+------------------------+
Total line number = 2
It costs 0.170s
</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></div></div><h3 id="数据查询"><a href="#数据查询" class="header-anchor">#</a> 数据查询</h3> <h4 id="时间条件过滤查询"><a href="#时间条件过滤查询" class="header-anchor">#</a> 时间条件过滤查询</h4> <p>本节主要介绍时间切片查询的相关示例,主要使用的是<a href="/zh/UserGuide/V0.12.x/Appendix/SQL-Reference.html">IoTDB SELECT语句</a>。同时,您也可以使用<a href="/zh/UserGuide/V0.12.x/API/Programming-JDBC.html">Java JDBC</a>标准接口来执行相关的查询语句。</p> <ul><li>根据一个时间区间选择一列数据</li></ul> <p>SQL语句为:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select temperature from root.ln.wf01.wt01 where time &lt; 2017-11-01T00:08:00.000
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>其含义为:</p> <p>被选择的设备为ln集团wf01子站wt01设备;被选择的时间序列为温度传感器(temperature);该语句要求选择出该设备在“2017-11-01T00:08:00.000”(此处可以使用多种时间格式,详情可参看<a href="/zh/UserGuide/V0.12.x/Data-Concept/Data-Model-and-Terminology.html">2.1节</a>)时间点以前的所有温度传感器的值。</p> <p>该SQL语句的执行结果如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-----------------------------+
| Time|root.ln.wf01.wt01.temperature|
+-----------------------------+-----------------------------+
|2017-11-01T00:00:00.000+08:00| 25.96|
|2017-11-01T00:01:00.000+08:00| 24.36|
|2017-11-01T00:02:00.000+08:00| 20.09|
|2017-11-01T00:03:00.000+08:00| 20.18|
|2017-11-01T00:04:00.000+08:00| 21.13|
|2017-11-01T00:05:00.000+08:00| 22.72|
|2017-11-01T00:06:00.000+08:00| 20.71|
|2017-11-01T00:07:00.000+08:00| 21.45|
+-----------------------------+-----------------------------+
Total line number = 8
It costs 0.026s
</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></div></div><ul><li>根据一个时间区间选择多列数据</li></ul> <p>SQL语句为:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select status, temperature from root.ln.wf01.wt01 where time &gt; 2017-11-01T00:05:00.000 and time &lt; 2017-11-01T00:12:00.000;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>其含义为:</p> <p>被选择的设备为ln集团wf01子站wt01设备;被选择的时间序列为供电状态(status)和温度传感器(temperature);该语句要求选择出“2017-11-01T00:05:00.000”至“2017-11-01T00:12:00.000”之间的所选时间序列的值。</p> <p>该SQL语句的执行结果如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+------------------------+-----------------------------+
| Time|root.ln.wf01.wt01.status|root.ln.wf01.wt01.temperature|
+-----------------------------+------------------------+-----------------------------+
|2017-11-01T00:06:00.000+08:00| false| 20.71|
|2017-11-01T00:07:00.000+08:00| false| 21.45|
|2017-11-01T00:08:00.000+08:00| false| 22.58|
|2017-11-01T00:09:00.000+08:00| false| 20.98|
|2017-11-01T00:10:00.000+08:00| true| 25.52|
|2017-11-01T00:11:00.000+08:00| false| 22.91|
+-----------------------------+------------------------+-----------------------------+
Total line number = 6
It costs 0.018s
</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></div></div><ul><li>按照多个时间区间选择同一设备的多列数据</li></ul> <p>IoTDB支持在一次查询中指定多个时间区间条件,用户可以根据需求随意组合时间区间条件。例如,</p> <p>SQL语句为:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select status,temperature from root.ln.wf01.wt01 where (time &gt; 2017-11-01T00:05:00.000 and time &lt; 2017-11-01T00:12:00.000) or (time &gt;= 2017-11-01T16:35:00.000 and time &lt;= 2017-11-01T16:37:00.000);
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>其含义为:</p> <p>被选择的设备为ln集团wf01子站wt01设备;被选择的时间序列为“供电状态(status)”和“温度传感器(temperature)”;该语句指定了两个不同的时间区间,分别为“2017-11-01T00:05:00.000至2017-11-01T00:12:00.000”和“2017-11-01T16:35:00.000至2017-11-01T16:37:00.000”;该语句要求选择出满足任一时间区间的被选时间序列的值。</p> <p>该SQL语句的执行结果如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+------------------------+-----------------------------+
| Time|root.ln.wf01.wt01.status|root.ln.wf01.wt01.temperature|
+-----------------------------+------------------------+-----------------------------+
|2017-11-01T00:06:00.000+08:00| false| 20.71|
|2017-11-01T00:07:00.000+08:00| false| 21.45|
|2017-11-01T00:08:00.000+08:00| false| 22.58|
|2017-11-01T00:09:00.000+08:00| false| 20.98|
|2017-11-01T00:10:00.000+08:00| true| 25.52|
|2017-11-01T00:11:00.000+08:00| false| 22.91|
|2017-11-01T16:35:00.000+08:00| true| 23.44|
|2017-11-01T16:36:00.000+08:00| false| 21.98|
|2017-11-01T16:37:00.000+08:00| false| 21.93|
+-----------------------------+------------------------+-----------------------------+
Total line number = 9
It costs 0.018s
</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></div></div><ul><li>按照多个时间区间选择不同设备的多列数据</li></ul> <p>该系统支持在一次查询中选择任意列的数据,也就是说,被选择的列可以来源于不同的设备。例如,SQL语句为:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select wf01.wt01.status,wf02.wt02.hardware from root.ln where (time &gt; 2017-11-01T00:05:00.000 and time &lt; 2017-11-01T00:12:00.000) or (time &gt;= 2017-11-01T16:35:00.000 and time &lt;= 2017-11-01T16:37:00.000);
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>其含义为:</p> <p>被选择的时间序列为“ln集团wf01子站wt01设备的供电状态”以及“ln集团wf02子站wt02设备的硬件版本”;该语句指定了两个时间区间,分别为“2017-11-01T00:05:00.000至2017-11-01T00:12:00.000”和“2017-11-01T16:35:00.000至2017-11-01T16:37:00.000”;该语句要求选择出满足任意时间区间的被选时间序列的值。</p> <p>该SQL语句的执行结果如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+------------------------+--------------------------+
| Time|root.ln.wf01.wt01.status|root.ln.wf02.wt02.hardware|
+-----------------------------+------------------------+--------------------------+
|2017-11-01T00:06:00.000+08:00| false| v1|
|2017-11-01T00:07:00.000+08:00| false| v1|
|2017-11-01T00:08:00.000+08:00| false| v1|
|2017-11-01T00:09:00.000+08:00| false| v1|
|2017-11-01T00:10:00.000+08:00| true| v2|
|2017-11-01T00:11:00.000+08:00| false| v1|
|2017-11-01T16:35:00.000+08:00| true| v2|
|2017-11-01T16:36:00.000+08:00| false| v1|
|2017-11-01T16:37:00.000+08:00| false| v1|
+-----------------------------+------------------------+--------------------------+
Total line number = 9
It costs 0.014s
</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></div></div><h4 id="其他结果对齐方式"><a href="#其他结果对齐方式" class="header-anchor">#</a> 其他结果对齐方式</h4> <ul><li>根据时间降序返回
IoTDB 在 0.11 版本开始支持 'order by time' 语句, 用于对结果按照时间进行降序展示。例如,SQL语句为:</li></ul> <div class="language-sql line-numbers-mode"><pre class="language-sql"><code><span class="token keyword">select</span> <span class="token operator">*</span> <span class="token keyword">from</span> root<span class="token punctuation">.</span>ln <span class="token keyword">where</span> <span class="token keyword">time</span> <span class="token operator">&gt;</span> <span class="token number">1</span> <span class="token keyword">order</span> <span class="token keyword">by</span> <span class="token keyword">time</span> <span class="token keyword">desc</span> <span class="token keyword">limit</span> <span class="token number">10</span><span class="token punctuation">;</span>
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>语句执行的结果为:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+--------------------------+------------------------+-----------------------------+------------------------+
| Time|root.ln.wf02.wt02.hardware|root.ln.wf02.wt02.status|root.ln.wf01.wt01.temperature|root.ln.wf01.wt01.status|
+-----------------------------+--------------------------+------------------------+-----------------------------+------------------------+
|2017-11-07T23:59:00.000+08:00| v1| false| 21.07| false|
|2017-11-07T23:58:00.000+08:00| v1| false| 22.93| false|
|2017-11-07T23:57:00.000+08:00| v2| true| 24.39| true|
|2017-11-07T23:56:00.000+08:00| v2| true| 24.44| true|
|2017-11-07T23:55:00.000+08:00| v2| true| 25.9| true|
|2017-11-07T23:54:00.000+08:00| v1| false| 22.52| false|
|2017-11-07T23:53:00.000+08:00| v2| true| 24.58| true|
|2017-11-07T23:52:00.000+08:00| v1| false| 20.18| false|
|2017-11-07T23:51:00.000+08:00| v1| false| 22.24| false|
|2017-11-07T23:50:00.000+08:00| v2| true| 23.7| true|
+-----------------------------+--------------------------+------------------------+-----------------------------+------------------------+
Total line number = 10
It costs 0.016s
</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></div></div><p>更多语法请参照 <a href="/zh/UserGuide/V0.12.x/Appendix/SQL-Reference.html">SQL REFERENCE</a>.</p> <ul><li>IoTDB支持另外两种结果返回形式: 按设备时间对齐 'align by device' 和 时序不对齐 'disable align'.</li></ul> <p>'align by device' 对齐方式下,设备ID会单独作为一列出现。在 select 子句中写了多少列,最终结果就会有该列数+2 (时间列和设备名字列)。SQL形如:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select * from root.ln.* where time &lt;= 2017-11-01T00:01:00 align by device
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>结果如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-----------------+-----------+------+--------+
| Time| Device|temperature|status|hardware|
+-----------------------------+-----------------+-----------+------+--------+
|2017-11-01T00:00:00.000+08:00|root.ln.wf01.wt01| 25.96| true| null|
|2017-11-01T00:01:00.000+08:00|root.ln.wf01.wt01| 24.36| true| null|
|1970-01-01T08:00:00.001+08:00|root.ln.wf02.wt02| null| true| v1|
|1970-01-01T08:00:00.002+08:00|root.ln.wf02.wt02| null| false| v2|
|2017-11-01T00:00:00.000+08:00|root.ln.wf02.wt02| null| true| v2|
|2017-11-01T00:01:00.000+08:00|root.ln.wf02.wt02| null| true| v2|
+-----------------------------+-----------------+-----------+------+--------+
Total line number = 6
It costs 0.012s
</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></div></div><p>'disable align' 意味着每条时序就有 2 列存在。Disable Align只能用于查询语句句尾,不能用于聚合查询、Fill语句、Group by或Group by device语句,但可用于Limit语句。结果显示若无数据显示为空白。</p> <p>SQL形如:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select * from root.ln.* where time &lt;= 2017-11-01T00:01:00 disable align
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>结果如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+--------------------------+-----------------------------+------------------------+-----------------------------+-----------------------------+-----------------------------+------------------------+
| Time|root.ln.wf02.wt02.hardware| Time|root.ln.wf02.wt02.status| Time|root.ln.wf01.wt01.temperature| Time|root.ln.wf01.wt01.status|
+-----------------------------+--------------------------+-----------------------------+------------------------+-----------------------------+-----------------------------+-----------------------------+------------------------+
|1970-01-01T08:00:00.001+08:00| v1|1970-01-01T08:00:00.001+08:00| true|2017-11-01T00:00:00.000+08:00| 25.96|2017-11-01T00:00:00.000+08:00| true|
|1970-01-01T08:00:00.002+08:00| v2|1970-01-01T08:00:00.002+08:00| false|2017-11-01T00:01:00.000+08:00| 24.36|2017-11-01T00:01:00.000+08:00| true|
|2017-11-01T00:00:00.000+08:00| v2|2017-11-01T00:00:00.000+08:00| true| null| null| null| null|
|2017-11-01T00:01:00.000+08:00| v2|2017-11-01T00:01:00.000+08:00| true| null| null| null| null|
+-----------------------------+--------------------------+-----------------------------+------------------------+-----------------------------+-----------------------------+-----------------------------+------------------------+
Total line number = 4
It costs 0.018s
</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></div></div><p>更多语法请参照<a href="/zh/UserGuide/V0.12.x/Appendix/SQL-Reference.html">SQL REFERENCE</a></p> <h4 id="结果空值过滤"><a href="#结果空值过滤" class="header-anchor">#</a> 结果空值过滤</h4> <ul><li>如果结果集中,任意一列为null,则过滤掉该行;即获得的结果集不包含任何空值</li></ul> <div class="language- line-numbers-mode"><pre class="language-text"><code>select * from root.ln.* where time &lt;= 2017-11-01T00:01:00 WITHOUT NULL ANY
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><ul><li>在降采样查询中,如果结果集的某一行所有列都为null,则过滤掉该行;即获得的结果集不包含所有值都为null的行</li></ul> <div class="language- line-numbers-mode"><pre class="language-text"><code>select * from root.ln.* where time &lt;= 2017-11-01T00:01:00 WITHOUT NULL ALL
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><h4 id="聚合函数"><a href="#聚合函数" class="header-anchor">#</a> 聚合函数</h4> <p>本章节主要介绍聚合查询的相关示例,
主要使用的是IoTDB SELECT语句的聚合查询函数。</p> <ul><li>统计总点数</li></ul> <div class="language- line-numbers-mode"><pre class="language-text"><code>select count(status) from root.ln.wf01.wt01;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>结果:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-------------------------------+
|count(root.ln.wf01.wt01.status)|
+-------------------------------+
| 10080|
+-------------------------------+
Total line number = 1
It costs 0.016s
</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></div></div><h4 id="时间区间分组聚合"><a href="#时间区间分组聚合" class="header-anchor">#</a> 时间区间分组聚合</h4> <p>本章节主要介绍时间区间分组聚合查询的相关示例,
主要使用的是IoTDB SELECT语句的<a href="/zh/UserGuide/V0.12.x/Appendix/SQL-Reference.html">GROUP BY子句</a>
该子句是IoTDB中用于根据用户给定划分条件对结果集进行划分,并对已划分的结果集进行聚合计算的语句。
IoTDB支持根据时间间隔和自定义的滑动步长(默认值与时间间隔相同,自定义的值必须大于等于时间间隔)对结果集进行划分,默认结果按照时间升序排列。
同时,您也可以使用Java JDBC标准接口来执行相关的查询语句。</p> <p>GROUP BY语句为用户提供三类指定参数:</p> <ul><li>参数1:时间轴显示时间窗参数</li> <li>参数2:划分时间轴的时间间隔参数(必须为正数)</li> <li>参数3:滑动步长(可选参数,默认值与时间间隔相同,自定义的值必须大于等于时间间隔)</li></ul> <p>三类参数的实际含义已经在下图中指出,这三类参数里,第三个参数是可选的。
接下来,我们将给出三种典型的降频聚合查询的例子:
滑动步长未指定,
指定滑动步长,
带值过滤条件。</p> <img src="https://user-images.githubusercontent.com/16079446/69109512-f808bc80-0ab2-11ea-9e4d-b2b2f58fb474.png" style="width:100%;max-width:800px;max-height:600px;margin-left:auto;margin-right:auto;display:block;"> <ul><li>未指定滑动步长的降频聚合查询</li></ul> <p>对应的SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select count(status), max_value(temperature) from root.ln.wf01.wt01 group by ([2017-11-01T00:00:00, 2017-11-07T23:00:00),1d);
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>这条查询的含义是:</p> <p>由于用户没有指定滑动步长,滑动步长将会被默认设置为跟时间间隔参数相同,也就是<code>1d</code></p> <p>上面这个例子的第一个参数是显示窗口参数,决定了最终的显示范围是[2017-11-01T00:00:00, 2017-11-07T23:00:00)。</p> <p>上面这个例子的第二个参数是划分时间轴的时间间隔参数,将<code>1d</code>当作划分间隔,显示窗口参数的起始时间当作分割原点,时间轴即被划分为连续的时间间隔:[0,1d), [1d, 2d), [2d, 3d)等等。</p> <p>然后系统将会用WHERE子句中的时间和值过滤条件以及GROUP BY语句中的第一个参数作为数据的联合过滤条件,获得满足所有过滤条件的数据(在这个例子里是在[2017-11-01T00:00:00, 2017-11-07 T23:00:00)这个时间范围的数据),并把这些数据映射到之前分割好的时间轴中(这个例子里是从2017-11-01T00:00:00到2017-11-07T23:00:00:00的每一天)</p> <p>每个时间间隔窗口内都有数据,SQL执行后的结果集如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-------------------------------+----------------------------------------+
| Time|count(root.ln.wf01.wt01.status)|max_value(root.ln.wf01.wt01.temperature)|
+-----------------------------+-------------------------------+----------------------------------------+
|2017-11-01T00:00:00.000+08:00| 1440| 26.0|
|2017-11-02T00:00:00.000+08:00| 1440| 26.0|
|2017-11-03T00:00:00.000+08:00| 1440| 25.99|
|2017-11-04T00:00:00.000+08:00| 1440| 26.0|
|2017-11-05T00:00:00.000+08:00| 1440| 26.0|
|2017-11-06T00:00:00.000+08:00| 1440| 25.99|
|2017-11-07T00:00:00.000+08:00| 1380| 26.0|
+-----------------------------+-------------------------------+----------------------------------------+
Total line number = 7
It costs 0.024s
</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></div></div><ul><li>指定滑动步长的时间区间分组聚合查询</li></ul> <p>对应的SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select count(status), max_value(temperature) from root.ln.wf01.wt01 group by ([2017-11-01 00:00:00, 2017-11-07 23:00:00), 3h, 1d);
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>这条查询的含义是:</p> <p>由于用户指定了滑动步长为<code>1d</code>,GROUP BY语句执行时将会每次把时间间隔往后移动一天的步长,而不是默认的3小时。</p> <p>也就意味着,我们想要取从2017-11-01到2017-11-07每一天的凌晨0点到凌晨3点的数据。</p> <p>上面这个例子的第一个参数是显示窗口参数,决定了最终的显示范围是[2017-11-01T00:00:00, 2017-11-07T23:00:00)。</p> <p>上面这个例子的第二个参数是划分时间轴的时间间隔参数,将<code>3h</code>当作划分间隔,显示窗口参数的起始时间当作分割原点,时间轴即被划分为连续的时间间隔:[2017-11-01T00:00:00, 2017-11-01T03:00:00), [2017-11-02T00:00:00, 2017-11-02T03:00:00), [2017-11-03T00:00:00, 2017-11-03T03:00:00)等等。</p> <p>上面这个例子的第三个参数是每次时间间隔的滑动步长。</p> <p>然后系统将会用WHERE子句中的时间和值过滤条件以及GROUP BY语句中的第一个参数作为数据的联合过滤条件,获得满足所有过滤条件的数据(在这个例子里是在[2017-11-01T00:00:00, 2017-11-07 T23:00:00)这个时间范围的数据),并把这些数据映射到之前分割好的时间轴中(这个例子里是从2017-11-01T00:00:00到2017-11-07T23:00:00:00的每一天的凌晨0点到凌晨3点)</p> <p>每个时间间隔窗口内都有数据,SQL执行后的结果集如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-------------------------------+----------------------------------------+
| Time|count(root.ln.wf01.wt01.status)|max_value(root.ln.wf01.wt01.temperature)|
+-----------------------------+-------------------------------+----------------------------------------+
|2017-11-01T00:00:00.000+08:00| 180| 25.98|
|2017-11-02T00:00:00.000+08:00| 180| 25.98|
|2017-11-03T00:00:00.000+08:00| 180| 25.96|
|2017-11-04T00:00:00.000+08:00| 180| 25.96|
|2017-11-05T00:00:00.000+08:00| 180| 26.0|
|2017-11-06T00:00:00.000+08:00| 180| 25.85|
|2017-11-07T00:00:00.000+08:00| 180| 25.99|
+-----------------------------+-------------------------------+----------------------------------------+
Total line number = 7
It costs 0.006s
</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></div></div><ul><li>按照自然月份的时间区间分组聚合查询</li></ul> <p>对应的SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select count(status) from root.ln.wf01.wt01 where time &gt; 2017-11-01T01:00:00 group by([2017-11-01T00:00:00, 2019-11-07T23:00:00), 1mo, 2mo);
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>这条查询的含义是:</p> <p>由于用户指定了滑动步长为<code>2mo</code>,GROUP BY语句执行时将会每次把时间间隔往后移动2个自然月的步长,而不是默认的1个自然月。</p> <p>也就意味着,我们想要取从2017-11-01到2019-11-07每2个自然月的第一个月的数据。</p> <p>上面这个例子的第一个参数是显示窗口参数,决定了最终的显示范围是[2017-11-01T00:00:00, 2019-11-07T23:00:00)。</p> <p>起始时间为2017-11-01T00:00:00,滑动步长将会以起始时间作为标准按月递增,取当月的1号作为时间间隔的起始时间。</p> <p>上面这个例子的第二个参数是划分时间轴的时间间隔参数,将<code>1mo</code>当作划分间隔,显示窗口参数的起始时间当作分割原点,时间轴即被划分为连续的时间间隔:[2017-11-01T00:00:00, 2017-12-01T00:00:00), [2018-02-01T00:00:00, 2018-03-01T00:00:00), [2018-05-03T00:00:00, 2018-06-01T00:00:00)等等。</p> <p>上面这个例子的第三个参数是每次时间间隔的滑动步长。</p> <p>然后系统将会用WHERE子句中的时间和值过滤条件以及GROUP BY语句中的第一个参数作为数据的联合过滤条件,获得满足所有过滤条件的数据(在这个例子里是在[2017-11-01T00:00:00, 2019-11-07T23:00:00)这个时间范围的数据),并把这些数据映射到之前分割好的时间轴中(这个例子里是从2017-11-01T00:00:00到2019-11-07T23:00:00:00的每两个自然月的第一个月)</p> <p>每个时间间隔窗口内都有数据,SQL执行后的结果集如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-------------------------------+
| Time|count(root.ln.wf01.wt01.status)|
+-----------------------------+-------------------------------+
|2017-11-01T00:00:00.000+08:00| 259|
|2018-01-01T00:00:00.000+08:00| 250|
|2018-03-01T00:00:00.000+08:00| 259|
|2018-05-01T00:00:00.000+08:00| 251|
|2018-07-01T00:00:00.000+08:00| 242|
|2018-09-01T00:00:00.000+08:00| 225|
|2018-11-01T00:00:00.000+08:00| 216|
|2019-01-01T00:00:00.000+08:00| 207|
|2019-03-01T00:00:00.000+08:00| 216|
|2019-05-01T00:00:00.000+08:00| 207|
|2019-07-01T00:00:00.000+08:00| 199|
|2019-09-01T00:00:00.000+08:00| 181|
|2019-11-01T00:00:00.000+08:00| 60|
+-----------------------------+-------------------------------+
</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><p>对应的SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select count(status) from root.ln.wf01.wt01 group by([2017-10-31T00:00:00, 2019-11-07T23:00:00), 1mo, 2mo);
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>这条查询的含义是:</p> <p>由于用户指定了滑动步长为<code>2mo</code>,GROUP BY语句执行时将会每次把时间间隔往后移动2个自然月的步长,而不是默认的1个自然月。</p> <p>也就意味着,我们想要取从2017-10-31到2019-11-07每2个自然月的第一个月的数据。</p> <p>与上述示例不同的是起始时间为2017-10-31T00:00:00,滑动步长将会以起始时间作为标准按月递增,取当月的31号(即最后一天)作为时间间隔的起始时间。若起始时间设置为30号,滑动步长会将时间间隔的起始时间设置为当月30号,若不存在则为最后一天。</p> <p>上面这个例子的第一个参数是显示窗口参数,决定了最终的显示范围是[2017-10-31T00:00:00, 2019-11-07T23:00:00)。</p> <p>上面这个例子的第二个参数是划分时间轴的时间间隔参数,将<code>1mo</code>当作划分间隔,显示窗口参数的起始时间当作分割原点,时间轴即被划分为连续的时间间隔:[2017-10-31T00:00:00, 2017-11-31T00:00:00), [2018-02-31T00:00:00, 2018-03-31T00:00:00), [2018-05-31T00:00:00, 2018-06-31T00:00:00)等等。</p> <p>上面这个例子的第三个参数是每次时间间隔的滑动步长。</p> <p>然后系统将会用WHERE子句中的时间和值过滤条件以及GROUP BY语句中的第一个参数作为数据的联合过滤条件,获得满足所有过滤条件的数据(在这个例子里是在[2017-10-31T00:00:00, 2019-11-07T23:00:00)这个时间范围的数据),并把这些数据映射到之前分割好的时间轴中(这个例子里是从2017-10-31T00:00:00到2019-11-07T23:00:00:00的每两个自然月的第一个月)</p> <p>每个时间间隔窗口内都有数据,SQL执行后的结果集如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-------------------------------+
| Time|count(root.ln.wf01.wt01.status)|
+-----------------------------+-------------------------------+
|2017-10-31T00:00:00.000+08:00| 251|
|2017-12-31T00:00:00.000+08:00| 250|
|2018-02-28T00:00:00.000+08:00| 259|
|2018-04-30T00:00:00.000+08:00| 250|
|2018-06-30T00:00:00.000+08:00| 242|
|2018-08-31T00:00:00.000+08:00| 225|
|2018-10-31T00:00:00.000+08:00| 216|
|2018-12-31T00:00:00.000+08:00| 208|
|2019-02-28T00:00:00.000+08:00| 216|
|2019-04-30T00:00:00.000+08:00| 208|
|2019-06-30T00:00:00.000+08:00| 199|
|2019-08-31T00:00:00.000+08:00| 181|
|2019-10-31T00:00:00.000+08:00| 69|
+-----------------------------+-------------------------------+
</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><ul><li>左开右闭区间</li></ul> <p>每个区间的结果时间戳为区间右端点,对应的SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select count(status) from root.ln.wf01.wt01 group by ((2017-11-01T00:00:00, 2017-11-07T23:00:00],1d);
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>这条查询语句的时间区间是左开右闭的,结果中不会包含时间点2017-11-01的数据,但是会包含时间点2017-11-07的数据。</p> <p>SQL执行后的结果集如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-------------------------------+
| Time|count(root.ln.wf01.wt01.status)|
+-----------------------------+-------------------------------+
|2017-11-02T00:00:00.000+08:00| 1440|
|2017-11-03T00:00:00.000+08:00| 1440|
|2017-11-04T00:00:00.000+08:00| 1440|
|2017-11-05T00:00:00.000+08:00| 1440|
|2017-11-06T00:00:00.000+08:00| 1440|
|2017-11-07T00:00:00.000+08:00| 1440|
|2017-11-07T23:00:00.000+08:00| 1380|
+-----------------------------+-------------------------------+
Total line number = 7
It costs 0.004s
</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></div></div><h4 id="路径层级分组聚合"><a href="#路径层级分组聚合" class="header-anchor">#</a> 路径层级分组聚合</h4> <p>在时间序列层级结构中,分层聚合查询用于对某一层级进行聚合查询。
这里使用LEVEL来统计指定层级下的聚合范围,该语句约定root为第0层序列,若统计&quot;root.ln&quot;下所有序列则需指定level为1。</p> <p>例如:在&quot;root.ln.wf01&quot;下存在多个子序列:wt01,wt02,wt03等均有名为status的序列,
如果需要统计这些子序列的status包含的点个数,使用以下查询:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select count(status) from root.ln.wf01.* group by level=2
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>运行结果为:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+----------------------------+
|count(root.ln.wf01.*.status)|
+----------------------------+
| 10080|
+----------------------------+
Total line number = 1
It costs 0.003s
</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></div></div><p>假设此时添加两条序列,&quot;root.ln.wf01.wt01.temperature&quot; and &quot;root.ln.wf02.wt01.temperature&quot;。
需要同时查询&quot;root.ln.*.*.temperature&quot;在第二层级的count聚合结果和sum聚合结果,可以使用下列查询语句:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select count(temperature), sum(temperature) from root.ln.*.* group by level=2
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>运行结果:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+---------------------------------+---------------------------------+-------------------------------+-------------------------------+
|count(root.ln.wf02.*.temperature)|count(root.ln.wf01.*.temperature)|sum(root.ln.wf02.*.temperature)|sum(root.ln.wf01.*.temperature)|
+---------------------------------+---------------------------------+-------------------------------+-------------------------------+
| 8| 4| 228.0| 91.83000183105469|
+---------------------------------+---------------------------------+-------------------------------+-------------------------------+
Total line number = 1
It costs 0.013s
</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></div></div><p>若统计&quot;root.ln.*.*&quot;下第一层级的count聚合结果和sum聚合结果,则设置level=1即可:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select count(temperature), sum(temperature) from root.ln.*.* group by level=1
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>运行结果:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+------------------------------+----------------------------+
|count(root.ln.*.*.temperature)|sum(root.ln.*.*.temperature)|
+------------------------------+----------------------------+
| 12| 319.8300018310547|
+------------------------------+----------------------------+
Total line number = 1
It costs 0.013s
</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></div></div><p>分层聚合查询也可被用于其他聚合函数,当前所支持的聚合函数为:count, sum, avg, last_value, first_value, min_time, max_time, min_value, max_value, extreme</p> <p>对于sum, avg, min_value, max_value, extreme五种聚合函数,需保证所有聚合的时间序列数据类型相同。其他聚合函数没有此限制。</p> <h4 id="时间区间和路径层级分组聚合查询"><a href="#时间区间和路径层级分组聚合查询" class="header-anchor">#</a> 时间区间和路径层级分组聚合查询</h4> <p>除此之外,还可以通过定义LEVEL来统计指定层级下的数据点个数。</p> <p>例如:</p> <p>统计降采样后的数据点个数</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select count(status) from root.ln.wf01.wt01 group by ((2017-11-01T00:00:00, 2017-11-07T23:00:00],1d), level=1;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>结果:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-------------------------+
| Time|COUNT(root.ln.*.*.status)|
+-----------------------------+-------------------------+
|2017-11-02T00:00:00.000+08:00| 1440|
|2017-11-03T00:00:00.000+08:00| 1440|
|2017-11-04T00:00:00.000+08:00| 1440|
|2017-11-05T00:00:00.000+08:00| 1440|
|2017-11-06T00:00:00.000+08:00| 1440|
|2017-11-07T00:00:00.000+08:00| 1440|
|2017-11-07T23:00:00.000+08:00| 1380|
+-----------------------------+-------------------------+
Total line number = 7
It costs 0.006s
</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></div></div><p>加上滑动Step的降采样后的结果也可以汇总</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select count(status) from root.ln.wf01.wt01 group by ([0,20),2ms,3ms), level=1;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-------------------------+
| Time|COUNT(root.ln.*.*.status)|
+-----------------------------+-------------------------+
|2017-11-01T00:00:00.000+08:00| 180|
|2017-11-02T00:00:00.000+08:00| 180|
|2017-11-03T00:00:00.000+08:00| 180|
|2017-11-04T00:00:00.000+08:00| 180|
|2017-11-05T00:00:00.000+08:00| 180|
|2017-11-06T00:00:00.000+08:00| 180|
|2017-11-07T00:00:00.000+08:00| 180|
+-----------------------------+-------------------------+
Total line number = 7
It costs 0.004s
</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></div></div><h4 id="最新点查询"><a href="#最新点查询" class="header-anchor">#</a> 最新点查询</h4> <p>SQL语法:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select last &lt;Path&gt; [COMMA &lt;Path&gt;]* from &lt; PrefixPath &gt; [COMMA &lt; PrefixPath &gt;]* &lt;WhereClause&gt;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>其含义是:查询时间序列prefixPath.path中最近时间戳的数据</p> <p>&lt;WhereClause&gt;中当前只支持含有'&gt;'或'&gt;='的时间过滤条件,任何其他过滤条件都将会返回异常。</p> <p>结果集为三列的结构</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+----+----------+-----+----+
|Time|timeseries|value|type|
+----+----------+-----+----+
</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>示例 1:查询 root.ln.wf01.wt01.status 的最新数据点</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IoTDB&gt; select last status from root.ln.wf01.wt01
+-----------------------------+------------------------+-----+-------+
| Time| timeseries|value| type|
+-----------------------------+------------------------+-----+-------+
|2017-11-07T23:59:00.000+08:00|root.ln.wf01.wt01.status|false|BOOLEAN|
+-----------------------------+------------------------+-----+-------+
Total line number = 1
It costs 0.000s
</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></div></div><p>示例 2:查询 root.ln.wf01.wt01 下 status,temperature 时间戳大于等于2017-11-07T23:50:00的最新数据点。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IoTDB&gt; select last status, temperature from root.ln.wf01.wt01 where time &gt;= 2017-11-07T23:50:00
+-----------------------------+-----------------------------+---------+-------+
| Time| timeseries| value| type|
+-----------------------------+-----------------------------+---------+-------+
|2017-11-07T23:59:00.000+08:00| root.ln.wf01.wt01.status| false|BOOLEAN|
|2017-11-07T23:59:00.000+08:00|root.ln.wf01.wt01.temperature|21.067368| DOUBLE|
+-----------------------------+-----------------------------+---------+-------+
Total line number = 2
It costs 0.002s
</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></div></div><h3 id="模糊查询"><a href="#模糊查询" class="header-anchor">#</a> 模糊查询</h3> <p>模糊查询分为Like语句和Regexp语句,都可以支持对Text类型的数据进行模糊匹配</p> <p>Like语句:</p> <p>示例 1:查询 <code>root.sg.device</code><code>value</code> 含有<code>'cc'</code>的数据。
<code>%</code> 表示任意0个或多个字符。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IoTDB&gt; select * from root.sg.device where value like '%cc%'
+-----------------------------+--------------------+
| Time|root.sg.device.value|
+-----------------------------+--------------------+
|2017-11-07T23:59:00.000+08:00| aabbccdd|
|2017-11-07T23:59:00.000+08:00| cc|
+-----------------------------+--------------------+
Total line number = 2
It costs 0.002s
</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></div></div><p>示例 2:查询 <code>root.sg.device</code><code>value</code> 中间为 <code>'b'</code>、前后为任意单个字符的数据。
<code>_</code> 表示任意单个字符。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IoTDB&gt; select * from root.sg.device where value like '_b_'
+-----------------------------+--------------------+
| Time|root.sg.device.value|
+-----------------------------+--------------------+
|2017-11-07T23:59:00.000+08:00| abc|
+-----------------------------+--------------------+
Total line number = 1
It costs 0.002s
</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></div></div><p>Regexp语句:</p> <p>需要传入的过滤条件为 Java 标准库风格的正则表达式</p> <p>示例 1:查询 root.sg.device 下 value 值为26个英文字符组成的字符串</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IoTDB&gt; select * from root.sg.device where value regexp '^[A-Za-z]+$'
+-----------------------------+--------------------+
| Time|root.sg.device.value|
+-----------------------------+--------------------+
|2017-11-07T23:59:00.000+08:00| aabbccdd|
|2017-11-07T23:59:00.000+08:00| cc|
+-----------------------------+--------------------+
Total line number = 2
It costs 0.002s
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br><span class="line-number">6</span><br><span class="line-number">7</span><br><span class="line-number">8</span><br><span class="line-number">9</span><br></div></div><p>示例 2:查询 root.sg.device 下 value 值为26个小写英文字符组成的字符串 且时间大于100的</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IoTDB&gt; select * from root.sg.device where value regexp '^[a-z]+$' and time &gt; 100
+-----------------------------+--------------------+
| Time|root.sg.device.value|
+-----------------------------+--------------------+
|2017-11-07T23:59:00.000+08:00| aabbccdd|
|2017-11-07T23:59:00.000+08:00| cc|
+-----------------------------+--------------------+
Total line number = 2
It costs 0.002s
</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></div></div><p>常见的正则匹配举例:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>长度为3-20的所有字符:^.{3,20}$
大写英文字符:^[A-Z]+$
数字和英文字符:^[A-Za-z0-9]+$
以a开头的:^a.*
</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>更多语法请参照 <a href="/zh/UserGuide/V0.12.x/Appendix/SQL-Reference.html">SQL REFERENCE</a>.</p> <h3 id="空值填充"><a href="#空值填充" class="header-anchor">#</a> 空值填充</h3> <p>在IoTDB的实际使用中,当进行时间序列的查询操作时,可能会出现在某些时间点值为null的情况,这会妨碍用户进行进一步的分析。 为了更好地反映数据更改的程度,用户希望可以自动填充缺失值。 因此,IoTDB系统引入了自动填充功能。</p> <p>自动填充功能是指对单列或多列执行时间序列查询时,根据用户指定的方法和有效时间范围填充空值。 如果查询点的值不为null,则填充功能将不起作用。</p> <blockquote><p>注意:在当前版本中,IoTDB为用户提供两种方法:Previous 和Linear。 Previous 方法用前一个值填充空白。 Linear方法通过线性拟合来填充空白。 并且填充功能只能在执行时间点查询时使用。</p></blockquote> <ul><li>填充功能</li></ul> <ul><li>Previous功能</li></ul> <p>当查询的时间戳值为空时,将使用前一个时间戳的值来填充空白。 形式化的先前方法如下(有关详细语法,请参见第7.1.3.6节):</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select &lt;path&gt; from &lt;prefixPath&gt; where time = &lt;T&gt; fill(&lt;data_type&gt;[previous, &lt;before_range&gt;], …)
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>表3-4给出了所有参数的详细说明。</p> <center>**表3-4previous填充参数列表**
<table><thead><tr><th style="text-align:left;">参数名称(不区分大小写)</th> <th style="text-align:left;">解释</th></tr></thead> <tbody><tr><td style="text-align:left;">path, prefixPath</td> <td style="text-align:left;">查询路径; 必填项</td></tr> <tr><td style="text-align:left;">T</td> <td style="text-align:left;">查询时间戳(只能指定一个); 必填项</td></tr> <tr><td style="text-align:left;">data_type</td> <td style="text-align:left;">填充方法使用的数据类型。 可选值是int32,int64,float,double,boolean,text; 可选字段</td></tr> <tr><td style="text-align:left;">before_range</td> <td style="text-align:left;">表示前一种方法的有效时间范围。 当[T-before _range,T]范围内的值存在时,前一种方法将起作用。 如果未指定before_range,则before_range会使用默认值default_fill_interval; -1表示无穷大; 可选字段</td></tr></tbody></table></center> <p>在这里,我们举一个使用先前方法填充空值的示例。 SQL语句如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select temperature from root.sgcc.wf03.wt01 where time = 2017-11-01T16:37:50.000 fill(float[previous, 1m])
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>意思是:</p> <p>由于时间根目录root.sgcc.wf03.wt01.temperature在2017-11-01T16:37:50.000为空,因此系统使用以前的时间戳2017-11-01T16:37:00.000(且时间戳位于[2017-11-01T16:36:50.000, 2017-11-01T16:37:50.000]范围)进行填充和显示。</p> <p><a href="https://github.com/thulab/iotdb/files/4438687/OtherMaterial-Sample.Data.txt" target="_blank" rel="noopener noreferrer">样例数据中<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>, 该语句的执行结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-------------------------------+
| Time|root.sgcc.wf03.wt01.temperature|
+-----------------------------+-------------------------------+
|2017-11-01T16:37:50.000+08:00| 21.93|
+-----------------------------+-------------------------------+
Total line number = 1
It costs 0.016s
</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></div></div><p>值得注意的是,如果在指定的有效时间范围内没有值,系统将不会填充空值,如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IoTDB&gt; select temperature from root.sgcc.wf03.wt01 where time = 2017-11-01T16:37:50.000 fill(float[previous, 1s])
+-----------------------------+-------------------------------+
| Time|root.sgcc.wf03.wt01.temperature|
+-----------------------------+-------------------------------+
|2017-11-01T16:37:50.000+08:00| null|
+-----------------------------+-------------------------------+
Total line number = 1
It costs 0.004s
</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></div></div><ul><li>Linear方法</li></ul> <p>当查询的时间戳值为空时,将使用前一个和下一个时间戳的值来填充空白。 形式化线性方法如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select &lt;path&gt; from &lt;prefixPath&gt; where time = &lt;T&gt; fill(&lt;data_type&gt;[linear, &lt;before_range&gt;, &lt;after_range&gt;]…)
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>表3-5中给出了所有参数的详细说明。</p> <center>**表3-5线性填充参数列表**
<table><thead><tr><th style="text-align:left;">参数名称(不区分大小写)</th> <th style="text-align:left;">解释</th></tr></thead> <tbody><tr><td style="text-align:left;">path, prefixPath</td> <td style="text-align:left;">查询路径; 必填项</td></tr> <tr><td style="text-align:left;">T</td> <td style="text-align:left;">查询时间戳(只能指定一个); 必填项</td></tr> <tr><td style="text-align:left;">data_type</td> <td style="text-align:left;">填充方法使用的数据类型。 可选值是int32,int64,float,double,boolean,text; 可选字段</td></tr> <tr><td style="text-align:left;">before_range, after_range</td> <td style="text-align:left;">表示线性方法的有效时间范围。 当[T-before_range,T + after_range]范围内的值存在时,前一种方法将起作用。 如果未明确指定before_range和after_range,则使用default_fill_interval。 -1表示无穷大; 可选字段</td></tr></tbody></table></center> <p>需要注意的是一旦时间序列在查询时间戳T时刻存在有效值,线性填充就会使用这个值作为结果返回。
除此之外,如果在[T-before_range,T]或[T, T + after_range]两个范围中任意一个范围内不存在有效填充值,则线性填充返回null值。</p> <p>在这里,我们举一个使用线性方法填充空值的示例。 SQL语句如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select temperature from root.sgcc.wf03.wt01 where time = 2017-11-01T16:37:50.000 fill(float [linear, 1m, 1m])
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>意思是:</p> <p>由于时间根目录root.sgcc.wf03.wt01.temperature在2017-11-01T16:37:50.000为空,因此系统使用以前的时间戳2017-11-01T16:37:00.000(且时间戳位于[2017-11-01T16:36:50.000, 2017-11-01T16:37:50.000]时间范围)及其值21.927326,下一个时间戳记2017-11-01T16:38:00.000(且时间戳记位于[2017-11-01T16:37:50.000, 2017-11-01T16:38:50.000]时间范围)及其值25.311783以执行线性拟合计算:</p> <p>21.927326 +(25.311783-21.927326)/ 60s * 50s = 24.747707</p> <p><a href="https://github.com/thulab/iotdb/files/4438687/OtherMaterial-Sample.Data.txt" target="_blank" rel="noopener noreferrer">样例数据<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>, 该语句的执行结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-------------------------------+
| Time|root.sgcc.wf03.wt01.temperature|
+-----------------------------+-------------------------------+
|2017-11-01T16:37:50.000+08:00| 24.746666|
+-----------------------------+-------------------------------+
Total line number = 1
It costs 0.017s
</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></div></div><ul><li>Value方法</li></ul> <p>当查询的时间戳值为空时,将使用给定的值来填充空白。 特定值填充方法如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select &lt;path&gt; from &lt;prefixPath&gt; where time = &lt;T&gt; fill(&lt;data_type&gt;[constant]…)
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>表3-6中给出了所有参数的详细说明。</p> <center>**表3-6特定值填充参数列表**
<table><thead><tr><th style="text-align:left;">参数名称(不区分大小写)</th> <th style="text-align:left;">解释</th></tr></thead> <tbody><tr><td style="text-align:left;">path, prefixPath</td> <td style="text-align:left;">查询路径; 必填项</td></tr> <tr><td style="text-align:left;">T</td> <td style="text-align:left;">查询时间戳(只能指定一个); 必填项</td></tr> <tr><td style="text-align:left;">data_type</td> <td style="text-align:left;">填充方法使用的数据类型。 可选值是int32,int64,float,double,boolean,text; 可选字段</td></tr> <tr><td style="text-align:left;">constant</td> <td style="text-align:left;">给定的填充值</td></tr></tbody></table></center> <p>需要注意的是一旦时间序列在查询时间戳T时刻存在有效值,特定值填充就会使用这个值作为结果返回。</p> <p>在这里,我们举一个使用特定值方法填充空值的示例。 SQL语句如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select temperature from root.sgcc.wf03.wt01 where time = 2017-11-01T16:37:50.000 fill(float [2.0])
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>意思是:</p> <p>由于时间根目录root.sgcc.wf03.wt01.temperature在2017-11-01T16:37:50.000为空,因此使用给定的值2.0进行填充:</p> <p><a href="https://github.com/thulab/iotdb/files/4438687/OtherMaterial-Sample.Data.txt" target="_blank" rel="noopener noreferrer">样例数据<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>, 该语句的执行结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-------------------------------+
| Time|root.sgcc.wf03.wt01.temperature|
+-----------------------------+-------------------------------+
|2017-11-01T16:37:50.000+08:00| 2.0 |
+-----------------------------+-------------------------------+
Total line number = 1
It costs 0.007s
</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></div></div><p>数据类型和填充方法之间的对应关系</p> <p>数据类型和支持的填充方法如表3-6所示。</p> <center>**表3-6数据类型和支持的填充方法**
<table><thead><tr><th style="text-align:left;">数据类型</th> <th style="text-align:left;">支持的填充方法</th></tr></thead> <tbody><tr><td style="text-align:left;">boolean</td> <td style="text-align:left;">previous, value</td></tr> <tr><td style="text-align:left;">int32</td> <td style="text-align:left;">previous, linear, value</td></tr> <tr><td style="text-align:left;">int64</td> <td style="text-align:left;">previous, linear, value</td></tr> <tr><td style="text-align:left;">float</td> <td style="text-align:left;">previous, linear, value</td></tr> <tr><td style="text-align:left;">double</td> <td style="text-align:left;">previous, linear, value</td></tr> <tr><td style="text-align:left;">text</td> <td style="text-align:left;">previous, value</td></tr></tbody></table></center> <blockquote><p>注意:应在Fill语句中至少指定一种填充方法。</p></blockquote> <ul><li>时间区间分组聚合查询补空值</li></ul> <p>时间区间分组聚合出的各个时间段的结果,支持使用前值补空。</p> <p>不允许设置滑动步长,默认为聚合时间区间,实际为定长采样。现在只支持 last_value 聚合函数。</p> <p>目前不支持线性插值补空值。</p> <p>PREVIOUS 和 PREVIOUSUNTILLAST 的区别</p> <ul><li>PREVIOUS:只要空值前边有值,就会用其填充空值。</li> <li>PREVIOUSUNTILLAST:不会填充此序列最新点后的空值</li></ul> <p>首先我们检查一下root.ln.wf01.wt01.temperature在时间2017-11-07T23:50:00以后的值</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IoTDB&gt; SELECT temperature FROM root.ln.wf01.wt01 where time &gt;= 2017-11-07T23:50:00
+-----------------------------+-----------------------------+
| Time|root.ln.wf01.wt01.temperature|
+-----------------------------+-----------------------------+
|2017-11-07T23:50:00.000+08:00| 23.7|
|2017-11-07T23:51:00.000+08:00| 22.24|
|2017-11-07T23:52:00.000+08:00| 20.18|
|2017-11-07T23:53:00.000+08:00| 24.58|
|2017-11-07T23:54:00.000+08:00| 22.52|
|2017-11-07T23:55:00.000+08:00| 25.9|
|2017-11-07T23:56:00.000+08:00| 24.44|
|2017-11-07T23:57:00.000+08:00| 24.39|
|2017-11-07T23:58:00.000+08:00| 22.93|
|2017-11-07T23:59:00.000+08:00| 21.07|
+-----------------------------+-----------------------------+
Total line number = 10
It costs 0.002s
</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><p>我们发现root.ln.wf01.wt01.temperature的最后时间和值是2017-11-07T23:59:00和21.07。</p> <p>SQL 示例:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>SELECT last_value(temperature) FROM root.ln.wf01.wt01 GROUP BY([2017-11-07T23:50:00, 2017-11-08T00:01:00),1m) FILL (float[PREVIOUSUNTILLAST]);
SELECT last_value(temperature) FROM root.ln.wf01.wt01 GROUP BY([2017-11-07T23:50:00, 2017-11-08T00:01:00),1m) FILL (float[PREVIOUS]);
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><p>结果:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-----------------------------------------+
| Time|last_value(root.ln.wf01.wt01.temperature)|
+-----------------------------+-----------------------------------------+
|2017-11-07T23:50:00.000+08:00| 23.7|
|2017-11-07T23:51:00.000+08:00| 22.24|
|2017-11-07T23:52:00.000+08:00| 20.18|
|2017-11-07T23:53:00.000+08:00| 24.58|
|2017-11-07T23:54:00.000+08:00| 22.52|
|2017-11-07T23:55:00.000+08:00| 25.9|
|2017-11-07T23:56:00.000+08:00| 24.44|
|2017-11-07T23:57:00.000+08:00| 24.39|
|2017-11-07T23:58:00.000+08:00| 22.93|
|2017-11-07T23:59:00.000+08:00| 21.07|
|2017-11-08T00:00:00.000+08:00| null|
+-----------------------------+-----------------------------------------+
Total line number = 11
It costs 0.005s
+-----------------------------+-----------------------------------------+
| Time|last_value(root.ln.wf01.wt01.temperature)|
+-----------------------------+-----------------------------------------+
|2017-11-07T23:50:00.000+08:00| 23.7|
|2017-11-07T23:51:00.000+08:00| 22.24|
|2017-11-07T23:52:00.000+08:00| 20.18|
|2017-11-07T23:53:00.000+08:00| 24.58|
|2017-11-07T23:54:00.000+08:00| 22.52|
|2017-11-07T23:55:00.000+08:00| 25.9|
|2017-11-07T23:56:00.000+08:00| 24.44|
|2017-11-07T23:57:00.000+08:00| 24.39|
|2017-11-07T23:58:00.000+08:00| 22.93|
|2017-11-07T23:59:00.000+08:00| 21.07|
|2017-11-08T00:00:00.000+08:00| 21.07|
+-----------------------------+-----------------------------------------+
Total line number = 11
It costs 0.006s
</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></div></div><p>解释:</p> <p>使用 PREVIOUSUNTILLAST 将不会填充2017-11-07T23:59:00以后的值。</p> <h4 id="limit-offset"><a href="#limit-offset" class="header-anchor">#</a> LIMIT &amp; OFFSET</h4> <p>IoTDB提供 <a href="/zh/UserGuide/V0.12.x/Appendix/SQL-Reference.html">LIMIT/SLIMIT</a> 子句和 <a href="/zh/UserGuide/V0.12.x/Appendix/SQL-Reference.html">OFFSET/SOFFSET</a> 子句,以使用户可以更好地控制查询结果。使用LIMIT和SLIMIT子句可让用户控制查询结果的行数和列数,
并且使用OFFSET和SOFFSET子句允许用户设置结果显示的起始位置。</p> <p>请注意,按组查询不支持LIMIT和OFFSET。</p> <p>本章主要介绍查询结果的行和列控制的相关示例。你还可以使用 <a href="/zh/UserGuide/V0.12.x/API/Programming-JDBC.html">Java JDBC</a> 标准接口执行查询。</p> <ul><li>查询结果的行控制</li></ul> <p>通过使用LIMIT和OFFSET子句,用户可以以与行相关的方式控制查询结果。 我们将通过以下示例演示如何使用LIMIT和OFFSET子句。</p> <ul><li>示例1:基本的LIMIT子句</li></ul> <p>SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select status, temperature from root.ln.wf01.wt01 limit 10
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>意思是:</p> <p>所选设备为ln组wf01工厂wt01设备; 选择的时间序列是“状态”和“温度”。 SQL语句要求返回查询结果的前10行。</p> <p>结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+------------------------+-----------------------------+
| Time|root.ln.wf01.wt01.status|root.ln.wf01.wt01.temperature|
+-----------------------------+------------------------+-----------------------------+
|2017-11-01T00:00:00.000+08:00| true| 25.96|
|2017-11-01T00:01:00.000+08:00| true| 24.36|
|2017-11-01T00:02:00.000+08:00| false| 20.09|
|2017-11-01T00:03:00.000+08:00| false| 20.18|
|2017-11-01T00:04:00.000+08:00| false| 21.13|
|2017-11-01T00:05:00.000+08:00| false| 22.72|
|2017-11-01T00:06:00.000+08:00| false| 20.71|
|2017-11-01T00:07:00.000+08:00| false| 21.45|
|2017-11-01T00:08:00.000+08:00| false| 22.58|
|2017-11-01T00:09:00.000+08:00| false| 20.98|
+-----------------------------+------------------------+-----------------------------+
Total line number = 10
It costs 0.000s
</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></div></div><ul><li>示例2:带OFFSET的LIMIT子句</li></ul> <p>SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select status, temperature from root.ln.wf01.wt01 limit 5 offset 3
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>意思是:</p> <p>所选设备为ln组wf01工厂wt01设备; 选择的时间序列是“状态”和“温度”。 SQL语句要求返回查询结果的第3至7行(第一行编号为0行)。</p> <p>结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+------------------------+-----------------------------+
| Time|root.ln.wf01.wt01.status|root.ln.wf01.wt01.temperature|
+-----------------------------+------------------------+-----------------------------+
|2017-11-01T00:03:00.000+08:00| false| 20.18|
|2017-11-01T00:04:00.000+08:00| false| 21.13|
|2017-11-01T00:05:00.000+08:00| false| 22.72|
|2017-11-01T00:06:00.000+08:00| false| 20.71|
|2017-11-01T00:07:00.000+08:00| false| 21.45|
+-----------------------------+------------------------+-----------------------------+
Total line number = 5
It costs 0.342s
</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><ul><li>示例3:LIMIT子句与WHERE子句结合</li></ul> <p>SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select status,temperature from root.ln.wf01.wt01 where time &gt; 2017-11-01T00:05:00.000 and time&lt; 2017-11-01T00:12:00.000 limit 5 offset 3
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>意思是:</p> <p>所选设备为ln组wf01工厂wt01设备; 选择的时间序列是“状态”和“温度”。 SQL语句要求返回时间“ 2017-11-01T00:05:00.000”和“ 2017-11-01T00:12:00.000”之间的状态和温度传感器值的第3至4行(第一行) 编号为第0行)。</p> <p>结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+------------------------+-----------------------------+
| Time|root.ln.wf01.wt01.status|root.ln.wf01.wt01.temperature|
+-----------------------------+------------------------+-----------------------------+
|2017-11-01T00:03:00.000+08:00| false| 20.18|
|2017-11-01T00:04:00.000+08:00| false| 21.13|
|2017-11-01T00:05:00.000+08:00| false| 22.72|
|2017-11-01T00:06:00.000+08:00| false| 20.71|
|2017-11-01T00:07:00.000+08:00| false| 21.45|
+-----------------------------+------------------------+-----------------------------+
Total line number = 5
It costs 0.000s
</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><ul><li>示例4:LIMIT子句与GROUP BY子句组合</li></ul> <p>SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select count(status), max_value(temperature) from root.ln.wf01.wt01 group by ([2017-11-01T00:00:00, 2017-11-07T23:00:00),1d) limit 4 offset 3
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>意思是:</p> <p>SQL语句子句要求返回查询结果的第3至6行(第一行编号为0行)。</p> <p>结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-------------------------------+----------------------------------------+
| Time|count(root.ln.wf01.wt01.status)|max_value(root.ln.wf01.wt01.temperature)|
+-----------------------------+-------------------------------+----------------------------------------+
|2017-11-04T00:00:00.000+08:00| 1440| 26.0|
|2017-11-05T00:00:00.000+08:00| 1440| 26.0|
|2017-11-06T00:00:00.000+08:00| 1440| 25.99|
|2017-11-07T00:00:00.000+08:00| 1380| 26.0|
+-----------------------------+-------------------------------+----------------------------------------+
Total line number = 4
It costs 0.016s
</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></div></div><p>值得注意的是,由于当前的FILL子句只能在某个时间点填充时间序列的缺失值,也就是说,FILL子句的执行结果恰好是一行,因此LIMIT和OFFSET不会是 与FILL子句结合使用,否则将提示错误。 例如,执行以下SQL语句:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select temperature from root.sgcc.wf03.wt01 where time = 2017-11-01T16:37:50.000 fill(float[previous, 1m]) limit 10
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>SQL语句将不会执行,并且相应的错误提示如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>Msg: 401: Error occured while parsing SQL to physical plan: line 1:101 mismatched input 'limit' expecting {&lt;EOF&gt;, SLIMIT, SOFFSET, GROUP, DISABLE, ALIGN}
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><ul><li>查询结果的列控制</li></ul> <p>通过使用SLIMIT和SOFFSET子句,用户可以与列相关的方式控制查询结果。 我们将通过以下示例演示如何使用SLIMIT和SOFFSET子句。</p> <ul><li>示例1:基本的SLIMIT子句</li></ul> <p>SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select * from root.ln.wf01.wt01 where time &gt; 2017-11-01T00:05:00.000 and time &lt; 2017-11-01T00:12:00.000 slimit 1
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>意思是:</p> <p>所选设备为ln组wf01工厂wt01设备; 所选时间序列是该设备下的第二列,即温度。 SQL语句要求在&quot;2017-11-01T00:05:00.000&quot;和&quot;2017-11-01T00:12:00.000&quot;的时间点之间选择温度传感器值。</p> <p>结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-----------------------------+
| Time|root.ln.wf01.wt01.temperature|
+-----------------------------+-----------------------------+
|2017-11-01T00:06:00.000+08:00| 20.71|
|2017-11-01T00:07:00.000+08:00| 21.45|
|2017-11-01T00:08:00.000+08:00| 22.58|
|2017-11-01T00:09:00.000+08:00| 20.98|
|2017-11-01T00:10:00.000+08:00| 25.52|
|2017-11-01T00:11:00.000+08:00| 22.91|
+-----------------------------+-----------------------------+
Total line number = 6
It costs 0.000s
</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></div></div><ul><li>示例2:带SOFFSET的SLIMIT子句</li></ul> <p>SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select * from root.ln.wf01.wt01 where time &gt; 2017-11-01T00:05:00.000 and time &lt; 2017-11-01T00:12:00.000 slimit 1 soffset 1
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>意思是:</p> <p>所选设备为ln组wf01工厂wt01设备; 所选时间序列是该设备下的第一列,即电源状态。 SQL语句要求在&quot; 2017-11-01T00:05:00.000&quot;和&quot;2017-11-01T00:12:00.000&quot;的时间点之间选择状态传感器值。</p> <p>结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+------------------------+
| Time|root.ln.wf01.wt01.status|
+-----------------------------+------------------------+
|2017-11-01T00:06:00.000+08:00| false|
|2017-11-01T00:07:00.000+08:00| false|
|2017-11-01T00:08:00.000+08:00| false|
|2017-11-01T00:09:00.000+08:00| false|
|2017-11-01T00:10:00.000+08:00| true|
|2017-11-01T00:11:00.000+08:00| false|
+-----------------------------+------------------------+
Total line number = 6
It costs 0.003s
</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></div></div><ul><li>示例3:SLIMIT子句与GROUP BY子句结合</li></ul> <p>SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select max_value(*) from root.ln.wf01.wt01 group by ([2017-11-01T00:00:00, 2017-11-07T23:00:00),1d) slimit 1 soffset 1
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><p>结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-----------------------------------+
| Time|max_value(root.ln.wf01.wt01.status)|
+-----------------------------+-----------------------------------+
|2017-11-01T00:00:00.000+08:00| true|
|2017-11-02T00:00:00.000+08:00| true|
|2017-11-03T00:00:00.000+08:00| true|
|2017-11-04T00:00:00.000+08:00| true|
|2017-11-05T00:00:00.000+08:00| true|
|2017-11-06T00:00:00.000+08:00| true|
|2017-11-07T00:00:00.000+08:00| true|
+-----------------------------+-----------------------------------+
Total line number = 7
It costs 0.000s
</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></div></div><ul><li>示例4:SLIMIT子句与FILL子句结合</li></ul> <p>SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select * from root.sgcc.wf03.wt01 where time = 2017-11-01T16:37:50.000 fill(float[previous, 1m]) slimit 1 soffset 1
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><p>结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+--------------------------+
| Time|root.sgcc.wf03.wt01.status|
+-----------------------------+--------------------------+
|2017-11-01T16:35:00.000+08:00| true|
+-----------------------------+--------------------------+
Total line number = 1
It costs 0.007s
</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></div></div><ul><li>控制查询结果的行和列</li></ul> <p>除了对查询结果进行行或列控制之外,IoTDB还允许用户控制查询结果的行和列。 这是同时包含LIMIT子句和SLIMIT子句的完整示例。</p> <p>SQL语句是:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select * from root.ln.wf01.wt01 limit 10 offset 100 slimit 2 soffset 0
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><p>意思是:</p> <p>所选设备为ln组wf01工厂wt01设备; 所选时间序列是此设备下的第0列至第1列(第一列编号为第0列)。 SQL语句子句要求返回查询结果的第100至109行(第一行编号为0行)。</p> <p>结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-----------------------------+------------------------+
| Time|root.ln.wf01.wt01.temperature|root.ln.wf01.wt01.status|
+-----------------------------+-----------------------------+------------------------+
|2017-11-01T01:40:00.000+08:00| 21.19| false|
|2017-11-01T01:41:00.000+08:00| 22.79| false|
|2017-11-01T01:42:00.000+08:00| 22.98| false|
|2017-11-01T01:43:00.000+08:00| 21.52| false|
|2017-11-01T01:44:00.000+08:00| 23.45| true|
|2017-11-01T01:45:00.000+08:00| 24.06| true|
|2017-11-01T01:46:00.000+08:00| 22.6| false|
|2017-11-01T01:47:00.000+08:00| 23.78| true|
|2017-11-01T01:48:00.000+08:00| 24.72| true|
|2017-11-01T01:49:00.000+08:00| 24.68| true|
+-----------------------------+-----------------------------+------------------------+
Total line number = 10
It costs 0.009s
</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></div></div><h4 id="别名"><a href="#别名" class="header-anchor">#</a> 别名</h4> <p>由于 IoTDB 独特的数据模型,在每个传感器前都附带有设备等诸多额外信息。有时,我们只针对某个具体设备查询,而这些前缀信息频繁显示造成了冗余,影响了结果集的显示与分析。这时我们可以使用 IoTDB 提供的 AS 函数,将查询中出现的时间序列给定一个别名。</p> <p>例如:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select s1 as temperature, s2 as speed from root.ln.wf01.wt01;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>则结果集将显示为:</p> <table><thead><tr><th>Time</th> <th>temperature</th> <th>speed</th></tr></thead> <tbody><tr><td>...</td> <td>...</td> <td>...</td></tr></tbody></table> <h4 id="内置函数"><a href="#内置函数" class="header-anchor">#</a> 内置函数</h4> <p>时间序列生成函数可接受若干原始时间序列作为输入,产生一列时间序列输出。与聚合函数不同的是,时间序列生成函数的结果集带有时间戳列。</p> <p>所有的时间序列生成函数都可以接受 * 作为输入,都可以与原始查询混合进行。</p> <ul><li>数学函数</li></ul> <p>目前IoTDB支持下列数学函数,这些数学函数的行为与这些函数在Java Math标准库中对应实现的行为一致。</p> <table><thead><tr><th>函数名</th> <th>输入序列类型</th> <th>输出序列类型</th> <th>Java标准库中的对应实现</th></tr></thead> <tbody><tr><td>SIN</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#sin(double)</td></tr> <tr><td>COS</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#cos(double)</td></tr> <tr><td>TAN</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#tan(double)</td></tr> <tr><td>ASIN</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#asin(double)</td></tr> <tr><td>ACOS</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#acos(double)</td></tr> <tr><td>ATAN</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#atan(double)</td></tr> <tr><td>DEGREES</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#toDegrees(double)</td></tr> <tr><td>RADIANS</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#toRadians(double)</td></tr> <tr><td>ABS</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>与输入序列的实际类型一致</td> <td>Math#abs(int) / Math#abs(long) /Math#abs(float) /Math#abs(double)</td></tr> <tr><td>SIGN</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#signum(double)</td></tr> <tr><td>CEIL</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#ceil(double)</td></tr> <tr><td>FLOOR</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#floor(double)</td></tr> <tr><td>ROUND</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#rint(double)</td></tr> <tr><td>EXP</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#exp(double)</td></tr> <tr><td>LN</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#log(double)</td></tr> <tr><td>LOG10</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#log10(double)</td></tr> <tr><td>SQRT</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>Math#sqrt(double)</td></tr></tbody></table> <p>例如:</p> <div class="language-sql line-numbers-mode"><pre class="language-sql"><code><span class="token keyword">select</span> s1<span class="token punctuation">,</span> sin<span class="token punctuation">(</span>s1<span class="token punctuation">)</span><span class="token punctuation">,</span> cos<span class="token punctuation">(</span>s1<span class="token punctuation">)</span><span class="token punctuation">,</span> tan<span class="token punctuation">(</span>s1<span class="token punctuation">)</span> <span class="token keyword">from</span> root<span class="token punctuation">.</span>sg1<span class="token punctuation">.</span>d1 <span class="token keyword">limit</span> <span class="token number">5</span> <span class="token keyword">offset</span> <span class="token number">1000</span><span class="token punctuation">;</span>
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>结果:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-------------------+-------------------+--------------------+-------------------+
| Time| root.sg1.d1.s1|sin(root.sg1.d1.s1)| cos(root.sg1.d1.s1)|tan(root.sg1.d1.s1)|
+-----------------------------+-------------------+-------------------+--------------------+-------------------+
|2020-12-10T17:11:49.037+08:00|7360723084922759782| 0.8133527237573284| 0.5817708713544664| 1.3980636773094157|
|2020-12-10T17:11:49.038+08:00|4377791063319964531|-0.8938962705202537| 0.4482738644511651| -1.994085181866842|
|2020-12-10T17:11:49.039+08:00|7972485567734642915| 0.9627757585308978|-0.27030138509681073|-3.5618602479083545|
|2020-12-10T17:11:49.040+08:00|2508858212791964081|-0.6073417341629443| -0.7944406950452296| 0.7644897069734913|
|2020-12-10T17:11:49.041+08:00|2817297431185141819|-0.8419358900502509| -0.5395775727782725| 1.5603611649667768|
+-----------------------------+-------------------+-------------------+--------------------+-------------------+
Total line number = 5
It costs 0.008s
</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><ul><li>字符串函数</li></ul> <p>目前IoTDB支持下列字符串处理函数:</p> <table><thead><tr><th>函数名</th> <th>输入序列类型</th> <th>必要的属性参数</th> <th>输出序列类型</th> <th>功能描述</th></tr></thead> <tbody><tr><td>STRING_CONTAINS</td> <td>TEXT</td> <td><code>s</code>: 待搜寻的字符串</td> <td>BOOLEAN</td> <td>判断字符串中是否存在<code>s</code></td></tr> <tr><td>STRING_MATCHES</td> <td>TEXT</td> <td><code>regex</code>: Java标准库风格的正则表达式</td> <td>BOOLEAN</td> <td>判断字符串是否能够被正则表达式<code>regex</code>匹配</td></tr></tbody></table> <p>例如:</p> <div class="language-sql line-numbers-mode"><pre class="language-sql"><code><span class="token keyword">select</span> s1<span class="token punctuation">,</span> string_contains<span class="token punctuation">(</span>s1<span class="token punctuation">,</span> <span class="token string">&quot;s&quot;</span><span class="token operator">=</span><span class="token string">&quot;warn&quot;</span><span class="token punctuation">)</span><span class="token punctuation">,</span> string_matches<span class="token punctuation">(</span>s1<span class="token punctuation">,</span> <span class="token string">&quot;regex&quot;</span><span class="token operator">=</span><span class="token string">&quot;[^\\s]+37229&quot;</span><span class="token punctuation">)</span> <span class="token keyword">from</span> root<span class="token punctuation">.</span>sg1<span class="token punctuation">.</span>d4<span class="token punctuation">;</span>
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>结果:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+--------------+-------------------------------------------+------------------------------------------------------+
| Time|root.sg1.d4.s1|string_contains(root.sg1.d4.s1, &quot;s&quot;=&quot;warn&quot;)|string_matches(root.sg1.d4.s1, &quot;regex&quot;=&quot;[^\\s]+37229&quot;)|
+-----------------------------+--------------+-------------------------------------------+------------------------------------------------------+
|1970-01-01T08:00:00.001+08:00| warn:-8721| true| false|
|1970-01-01T08:00:00.002+08:00| error:-37229| false| true|
|1970-01-01T08:00:00.003+08:00| warn:1731| true| false|
+-----------------------------+--------------+-------------------------------------------+------------------------------------------------------+
Total line number = 3
It costs 0.007s
</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></div></div><ul><li>选择函数</li></ul> <p>目前IoTDB支持如下选择函数:</p> <table><thead><tr><th>函数名</th> <th>输入序列类型</th> <th>必要的属性参数</th> <th>输出序列类型</th> <th>功能描述</th></tr></thead> <tbody><tr><td>TOP_K</td> <td>INT32 / INT64 / FLOAT / DOUBLE / TEXT</td> <td><code>k</code>: 最多选择的数据点数,必须大于0小于等于1000</td> <td>与输入序列的实际类型一致</td> <td>返回某时间序列中值最大的<code>k</code>个数据点。若多于<code>k</code>个数据点的值并列最大,则返回时间戳最小的数据点。</td></tr> <tr><td>BOTTOM_K</td> <td>INT32 / INT64 / FLOAT / DOUBLE / TEXT</td> <td><code>k</code>: 最多选择的数据点数,必须大于0小于等于1000</td> <td>与输入序列的实际类型一致</td> <td>返回某时间序列中值最小的<code>k</code>个数据点。若多于<code>k</code>个数据点的值并列最小,则返回时间戳最小的数据点。</td></tr></tbody></table> <p>例如:</p> <div class="language-sql line-numbers-mode"><pre class="language-sql"><code><span class="token keyword">select</span> s1<span class="token punctuation">,</span> top_k<span class="token punctuation">(</span>s1<span class="token punctuation">,</span> <span class="token string">&quot;k&quot;</span><span class="token operator">=</span><span class="token string">&quot;2&quot;</span><span class="token punctuation">)</span><span class="token punctuation">,</span> bottom_k<span class="token punctuation">(</span>s1<span class="token punctuation">,</span> <span class="token string">&quot;k&quot;</span><span class="token operator">=</span><span class="token string">&quot;2&quot;</span><span class="token punctuation">)</span> <span class="token keyword">from</span> root<span class="token punctuation">.</span>sg1<span class="token punctuation">.</span>d2 <span class="token keyword">where</span> <span class="token keyword">time</span> <span class="token operator">&gt;</span> <span class="token number">2020</span><span class="token operator">-</span><span class="token number">12</span><span class="token operator">-</span><span class="token number">10</span>T20:<span class="token number">36</span>:<span class="token number">15.530</span><span class="token operator">+</span><span class="token number">08</span>:<span class="token number">00</span><span class="token punctuation">;</span>
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>结果:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+--------------------+------------------------------+---------------------------------+
| Time| root.sg1.d2.s1|top_k(root.sg1.d2.s1, &quot;k&quot;=&quot;2&quot;)|bottom_k(root.sg1.d2.s1, &quot;k&quot;=&quot;2&quot;)|
+-----------------------------+--------------------+------------------------------+---------------------------------+
|2020-12-10T20:36:15.531+08:00| 1531604122307244742| 1531604122307244742| null|
|2020-12-10T20:36:15.532+08:00|-7426070874923281101| null| null|
|2020-12-10T20:36:15.533+08:00|-7162825364312197604| -7162825364312197604| null|
|2020-12-10T20:36:15.534+08:00|-8581625725655917595| null| -8581625725655917595|
|2020-12-10T20:36:15.535+08:00|-7667364751255535391| null| -7667364751255535391|
+-----------------------------+--------------------+------------------------------+---------------------------------+
Total line number = 5
It costs 0.006s
</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><ul><li>趋势计算函数</li></ul> <p>目前IoTDB支持如下趋势计算函数:</p> <table><thead><tr><th>函数名</th> <th>输入序列类型</th> <th>输出序列类型</th> <th>功能描述</th></tr></thead> <tbody><tr><td>TIME_DIFFERENCE</td> <td>INT32 / INT64 / FLOAT / DOUBLE / BOOLEAN / TEXT</td> <td>INT64</td> <td>统计序列中某数据点的时间戳与前一数据点时间戳的差。范围内第一个数据点没有对应的结果输出。</td></tr> <tr><td>DIFFERENCE</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>与输入序列的实际类型一致</td> <td>统计序列中某数据点的值与前一数据点的值的差。范围内第一个数据点没有对应的结果输出。</td></tr> <tr><td>NON_NEGATIVE_DIFFERENCE</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>与输入序列的实际类型一致</td> <td>统计序列中某数据点的值与前一数据点的值的差的绝对值。范围内第一个数据点没有对应的结果输出。</td></tr> <tr><td>DERIVATIVE</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>统计序列中某数据点相对于前一数据点的变化率,数量上等同于 DIFFERENCE / TIME_DIFFERENCE。范围内第一个数据点没有对应的结果输出。</td></tr> <tr><td>NON_NEGATIVE_DERIVATIVE</td> <td>INT32 / INT64 / FLOAT / DOUBLE</td> <td>DOUBLE</td> <td>统计序列中某数据点相对于前一数据点的变化率的绝对值,数量上等同于 NON_NEGATIVE_DIFFERENCE / TIME_DIFFERENCE。范围内第一个数据点没有对应的结果输出。</td></tr></tbody></table> <p>例如:</p> <div class="language-sql line-numbers-mode"><pre class="language-sql"><code><span class="token keyword">select</span> s1<span class="token punctuation">,</span> time_difference<span class="token punctuation">(</span>s1<span class="token punctuation">)</span><span class="token punctuation">,</span> difference<span class="token punctuation">(</span>s1<span class="token punctuation">)</span><span class="token punctuation">,</span> non_negative_difference<span class="token punctuation">(</span>s1<span class="token punctuation">)</span><span class="token punctuation">,</span> derivative<span class="token punctuation">(</span>s1<span class="token punctuation">)</span><span class="token punctuation">,</span> non_negative_derivative<span class="token punctuation">(</span>s1<span class="token punctuation">)</span> <span class="token keyword">from</span> root<span class="token punctuation">.</span>sg1<span class="token punctuation">.</span>d1 <span class="token keyword">limit</span> <span class="token number">5</span> <span class="token keyword">offset</span> <span class="token number">1000</span><span class="token punctuation">;</span>
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>结果:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+-------------------+-------------------------------+--------------------------+---------------------------------------+--------------------------+---------------------------------------+
| Time| root.sg1.d1.s1|time_difference(root.sg1.d1.s1)|difference(root.sg1.d1.s1)|non_negative_difference(root.sg1.d1.s1)|derivative(root.sg1.d1.s1)|non_negative_derivative(root.sg1.d1.s1)|
+-----------------------------+-------------------+-------------------------------+--------------------------+---------------------------------------+--------------------------+---------------------------------------+
|2020-12-10T17:11:49.037+08:00|7360723084922759782| 1| -8431715764844238876| 8431715764844238876| -8.4317157648442388E18| 8.4317157648442388E18|
|2020-12-10T17:11:49.038+08:00|4377791063319964531| 1| -2982932021602795251| 2982932021602795251| -2.982932021602795E18| 2.982932021602795E18|
|2020-12-10T17:11:49.039+08:00|7972485567734642915| 1| 3594694504414678384| 3594694504414678384| 3.5946945044146785E18| 3.5946945044146785E18|
|2020-12-10T17:11:49.040+08:00|2508858212791964081| 1| -5463627354942678834| 5463627354942678834| -5.463627354942679E18| 5.463627354942679E18|
|2020-12-10T17:11:49.041+08:00|2817297431185141819| 1| 308439218393177738| 308439218393177738| 3.0843921839317773E17| 3.0843921839317773E17|
+-----------------------------+-------------------+-------------------------------+--------------------------+---------------------------------------+--------------------------+---------------------------------------+
Total line number = 5
It costs 0.014s
</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><ul><li>自定义序列生成函数</li></ul> <p>请参考 <a href="/zh/UserGuide/V0.12.x/UDF/UDF-User-Defined-Function.html">UDF (用户定义函数)</a></p> <h4 id="错误处理"><a href="#错误处理" class="header-anchor">#</a> 错误处理</h4> <p>当LIMIT / SLIMIT的参数N / SN超过结果集的大小时,IoTDB将按预期返回所有结果。 例如,原始SQL语句的查询结果由六行组成,我们通过LIMIT子句选择前100行:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select status,temperature from root.ln.wf01.wt01 where time &gt; 2017-11-01T00:05:00.000 and time &lt; 2017-11-01T00:12:00.000 limit 100
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><p>结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+-----------------------------+------------------------+-----------------------------+
| Time|root.ln.wf01.wt01.status|root.ln.wf01.wt01.temperature|
+-----------------------------+------------------------+-----------------------------+
|2017-11-01T00:06:00.000+08:00| false| 20.71|
|2017-11-01T00:07:00.000+08:00| false| 21.45|
|2017-11-01T00:08:00.000+08:00| false| 22.58|
|2017-11-01T00:09:00.000+08:00| false| 20.98|
|2017-11-01T00:10:00.000+08:00| true| 25.52|
|2017-11-01T00:11:00.000+08:00| false| 22.91|
+-----------------------------+------------------------+-----------------------------+
Total line number = 6
It costs 0.005s
</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></div></div><p>当LIMIT / SLIMIT子句的参数N / SN超过允许的最大值(N / SN的类型为int32)时,系统将提示错误。 例如,执行以下SQL语句:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select status,temperature from root.ln.wf01.wt01 where time &gt; 2017-11-01T00:05:00.000 and time &lt; 2017-11-01T00:12:00.000 limit 1234567890123456789
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><p>SQL语句将不会执行,并且相应的错误提示如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>Msg: 303: check metadata error: Out of range. LIMIT &lt;N&gt;: N should be Int32.
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>当LIMIT / LIMIT子句的参数N / SN不是正整数时,系统将提示错误。 例如,执行以下SQL语句:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select status,temperature from root.ln.wf01.wt01 where time &gt; 2017-11-01T00:05:00.000 and time &lt; 2017-11-01T00:12:00.000 limit 13.1
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><p>SQL语句将不会执行,并且相应的错误提示如下:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>Msg: 401: line 1:129 mismatched input '.' expecting {&lt;EOF&gt;, SLIMIT, OFFSET, SOFFSET, GROUP, DISABLE, ALIGN}
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>当LIMIT子句的参数OFFSET超过结果集的大小时,IoTDB将返回空结果集。 例如,执行以下SQL语句:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>select status,temperature from root.ln.wf01.wt01 where time &gt; 2017-11-01T00:05:00.000 and time &lt; 2017-11-01T00:12:00.000 limit 2 offset 6
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><p>结果如下所示:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>+----+------------------------+-----------------------------+
|Time|root.ln.wf01.wt01.status|root.ln.wf01.wt01.temperature|
+----+------------------------+-----------------------------+
+----+------------------------+-----------------------------+
Empty set.
It costs 0.005s
</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></div></div><h3 id="数据删除"><a href="#数据删除" class="header-anchor">#</a> 数据删除</h3> <p>用户使用<a href="/zh/UserGuide/V0.12.x/Appendix/SQL-Reference.html">DELETE语句</a>可以删除指定的时间序列中符合时间删除条件的数据。在删除数据时,用户可以选择需要删除的一个或多个时间序列、时间序列的前缀、时间序列带*路径对某一个时间区间内的数据进行删除。</p> <p>在JAVA编程环境中,您可以使用JDBC API单条或批量执行DELETE语句。</p> <h4 id="单传感器时间序列值删除"><a href="#单传感器时间序列值删除" class="header-anchor">#</a> 单传感器时间序列值删除</h4> <p>以测控ln集团为例,存在这样的使用场景:</p> <p>wf02子站的wt02设备在2017-11-01 16:26:00之前的供电状态出现多段错误,且无法分析其正确数据,错误数据影响了与其他设备的关联分析。此时,需要将此时间段前的数据删除。进行此操作的SQL语句为:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>delete from root.ln.wf02.wt02.status where time&lt;=2017-11-01T16:26:00;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>如果我们仅仅想要删除2017年内的在2017-11-01 16:26:00之前的数据,可以使用以下SQL:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>delete from root.ln.wf02.wt02.status where time&gt;=2017-01-01T00:00:00 and time&lt;=2017-11-01T16:26:00;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>IoTDB 支持删除一个时间序列任何一个时间范围内的所有时序点,用户可以使用以下SQL语句指定需要删除的时间范围:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>delete from root.ln.wf02.wt02.status where time &lt; 10
delete from root.ln.wf02.wt02.status where time &lt;= 10
delete from root.ln.wf02.wt02.status where time &lt; 20 and time &gt; 10
delete from root.ln.wf02.wt02.status where time &lt;= 20 and time &gt;= 10
delete from root.ln.wf02.wt02.status where time &gt; 20
delete from root.ln.wf02.wt02.status where time &gt;= 20
delete from root.ln.wf02.wt02.status where time = 20
</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></div></div><p>需要注意,当前的删除语句不支持where子句后的时间范围为多个由OR连接成的时间区间。如下删除语句将会解析出错:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>delete from root.ln.wf02.wt02.status where time &gt; 4 or time &lt; 0
Msg: 303: Check metadata error: For delete statement, where clause can only contain atomic
expressions like : time &gt; XXX, time &lt;= XXX, or two atomic expressions connected by 'AND'
</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>如果delete语句中未指定where子句,则会删除时间序列中的所有数据。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>delete from root.ln.wf02.status
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><h4 id="多传感器时间序列值删除"><a href="#多传感器时间序列值删除" class="header-anchor">#</a> 多传感器时间序列值删除</h4> <p>当ln集团wf02子站的wt02设备在2017-11-01 16:26:00之前的供电状态和设备硬件版本都需要删除,此时可以使用含义更广的<a href="/zh/UserGuide/V0.12.x/Data-Concept/Data-Model-and-Terminology.html">前缀路径或带<code>*</code>路径</a>进行删除操作,进行此操作的SQL语句为:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>delete from root.ln.wf02.wt02 where time &lt;= 2017-11-01T16:26:00;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p></p> <div class="language- line-numbers-mode"><pre class="language-text"><code>delete from root.ln.wf02.wt02.* where time &lt;= 2017-11-01T16:26:00;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>需要注意的是,当删除的路径不存在时,IoTDB会提示路径不存在,无法删除数据,如下所示。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>IoTDB&gt; delete from root.ln.wf03.wt02.status where time &lt; now()
Msg: TimeSeries does not exist and its data cannot be deleted
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><h4 id="删除时间分区-实验性功能"><a href="#删除时间分区-实验性功能" class="header-anchor">#</a> 删除时间分区 (实验性功能)</h4> <p>您可以通过如下语句来删除某一个存储组下的指定时间分区:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>DELETE PARTITION root.ln 0,1,2
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>上例中的0,1,2为待删除时间分区的id,您可以通过查看IoTDB的数据文件夹找到它,或者可以通过计算<code>timestamp / partitionInterval</code>(向下取整),
手动地将一个时间戳转换为对应的id,其中的<code>partitionInterval</code>可以在IoTDB的配置文件中找到(如果您使用的版本支持时间分区)。</p> <p>请注意该功能目前只是实验性的,如果您不是开发者,使用时请务必谨慎。</p></div> <div class="page-nav"><p class="inner"><span class="prev">
<a href="/zh/UserGuide/V0.12.x/IoTDB-SQL-Language/DDL-Data-Definition-Language.html" class="prev">
数据定义语言(DDL)
</a></span> <span class="next"><a href="/zh/UserGuide/V0.12.x/IoTDB-SQL-Language/Maintenance-Command.html">
运维命令
</a>
</span></p></div> <p style="text-align: center; color: #909399; font-size: 12px; margin: 0 30px;">Copyright © 2022 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: #909399; font-size: 12px; margin: 0 30px;"><strong>Have a question?</strong> Connect with us on QQ, WeChat, or Slack. <a href="https://github.com/apache/iotdb/issues/1995">Join the community</a> now.</p> <p style="text-align: center; margin-top: 10px; color: #909399; font-size: 12px; margin: 0 30px;">
We use <a href="https://analytics.google.com">Google Analytics</a> to collect anonymous, aggregated usage information.
</p></main></div><div class="global-ui"></div></div>
<script src="/assets/js/app.7d7ecfc5.js" defer></script><script src="/assets/js/3.c8384d0b.js" defer></script><script src="/assets/js/684.7ecfdad3.js" defer></script>
</body>
</html>