一致性 Hash 算法

发布于: 22 小时前

用你熟悉的编程语言实现一致性 hash 算法。

编写测试用例测试这个算法,测试 100 万 KV 数据,10 个服务器节点的情况下,计算这些 KV 数据在服务器上分布数量的标准差,以评估算法的存储负载不均衡性。

代码:

package consistency;
import java.util.Map;
import java.util.Random;
import java.util.TreeMap;
public class LoadBalancer {
private Map<Integer,String> mapServerHash = new TreeMap<Integer, String>();
private int maxServerNum=10;
public LoadBalancer(int multiple){
super();
generateServers(multiple);
}
private void generateServers(int multiple) {
Random rand = new Random(1024);
String serverPrefix = "server";
for(int i=0; i<maxServerNum;i++){
String server=serverPrefix+i;
for(int j=0;j<multiple;j++){
String vServer=server+j+rand.nextInt();
mapServerHash.put(hashString(vServer), server);
}
}
System.out.println("ServerHash - Server : ");
System.out.println(mapServerHash);
}
public String loadBalance(String clientKey) {
// TreeMap<Integer, String> mapServer = ServerPool.getServers();
String server = chooseServer(clientKey, mapServerHash);
return server;
}
private String chooseServer(String clientKey, Map<Integer, String> mapServerHash) {
int hashcode= hashString(clientKey);
for(int key : mapServerHash.keySet()){
if(hashcode<=key){
return mapServerHash.get(key);
}
}
//返回第一个
for (String vaule : mapServerHash.values()) {
return vaule;
}
return "";
}
private int hashString(String str) {
// return Math.abs(str.hashCode());
return str.hashCode();
}
}

当前结果:

Total Data : 1000000
Virtual Server Multiple : 10
ServerHash - Server :
{-2134443340=server5, -2129673818=server5, -2098472114=server7, -2038263785=server3, -2012353713=server8, -1982877259=server2, -1976514183=server9, -1926482132=server0, -1896328519=server8, -1801062928=server3, -1760421505=server3, -1687568004=server3, -1642522345=server2, -1603453101=server4, -1583425878=server2, -1537683222=server1, -1516115349=server6, -1464267358=server1, -1406469054=server5, -1319875289=server1, -1307637396=server3, -1247065161=server2, -1194372434=server4, -1108451113=server4, -1087139923=server3, -1077405242=server9, -1057243673=server9, -1056425285=server8, -1008310574=server9, -888715754=server6, -786050360=server1, -784718966=server5, -752510971=server9, -684156340=server4, -676638630=server8, -553840661=server5, -552620769=server0, -524390725=server5, -446018515=server0, -429829888=server2, -415898131=server2, -411433602=server8, -392471205=server1, -333268384=server5, -318107570=server1, -220717820=server4, -184931769=server4, -108962577=server8, -106439318=server6, -24950852=server5, 13677634=server4, 26770462=server6, 63195164=server9, 87207794=server6, 125810348=server2, 137317235=server4, 189356736=server0, 204192305=server7, 221305463=server1, 275886393=server2, 283696997=server1, 292709930=server3, 318385837=server7, 372002650=server4, 409274489=server1, 495337998=server3, 552881646=server5, 656693038=server0, 785889997=server6, 795553056=server2, 837079830=server7, 858977415=server9, 900514962=server8, 914516896=server4, 949308872=server9, 985014579=server9, 1066441207=server8, 1096773260=server5, 1147300771=server6, 1240596296=server3, 1266585053=server6, 1267613185=server6, 1370297060=server7, 1435672994=server2, 1452597503=server7, 1524396304=server0, 1529349700=server7, 1546692436=server3, 1571035043=server9, 1602238317=server7, 1618781288=server0, 1688843179=server1, 1803550714=server8, 1839047738=server6, 1846277518=server8, 1881213890=server7, 1890059053=server0, 1905547940=server7, 2021734850=server0, 2102283564=server0}
Server Data Count :
{server6=95369, server5=120100, server4=115425, server3=118591, server9=60087, server8=87004, server7=75795, server2=83402, server1=106150, server0=138077}
Standard Deviation : 22627.4431609053
Total Data : 1000000
Virtual Server Multiple : 50
ServerHash - Server :
{-2100067744=server0, -2094747732=server6, -2091000170=server8, -2083614636=server9, -2038826332=server9, -2034641559=server1, -2024582008=server1, -2016562567=server5, -2012211063=server3, -1986068289=server3, -1955969817=server1, -1944997255=server9, -1943702018=server6, -1927665243=server6, -1926482132=server0, -1904271937=server5, -1897465555=server8, -1888756098=server3, -1888294980=server4, -1886881955=server4, -1882077007=server3, -1855442849=server7, -1839229869=server4, -1836517155=server0, -1832251916=server6, -1830048583=server5, -1826048558=server4, -1816817705=server9, -1808551772=server5, -1801876614=server6, -1798966994=server9, -1787198977=server1, -1779428518=server9, -1775652540=server9, -1770660207=server3, -1764850283=server6, -1763707027=server0, -1760603207=server9, -1753049976=server3, -1751359447=server1, -1744484474=server4, -1732177327=server2, -1731838289=server4, -1712967378=server7, -1711014300=server0, -1703838889=server3, -1701337731=server2, -1695322964=server0, -1691962690=server7, -1680527774=server3, -1657077290=server0, -1649956528=server8, -1646607692=server3, -1638409692=server6, -1623859390=server7, -1612994265=server9, -1595249914=server8, -1592065668=server3, -1587541151=server2, -1583367314=server1, -1583158537=server6, -1579937438=server7, -1577724515=server9, -1577322517=server9, -1576018942=server4, -1560950053=server9, -1507302776=server3, -1494236753=server3, -1469888691=server2, -1469664650=server7, -1463218475=server4, -1460222790=server9, -1453817669=server6, -1451644714=server7, -1448973824=server5, -1442152779=server0, -1441311478=server3, -1435162293=server3, -1428470014=server2, -1428140629=server5, -1391411070=server7, -1385313152=server4, -1384298386=server4, -1372043487=server7, -1371183314=server6, -1353400302=server5, -1326773543=server9, -1325914300=server5, -1315799610=server3, -1301049842=server1, -1290960613=server1, -1277870869=server6, -1260492810=server4, -1235005070=server6, -1230705410=server9, -1221800343=server8, -1200798206=server0, -1197145658=server6, -1188939500=server7, -1187784492=server7, -1178649935=server3, -1177953588=server5, -1162149183=server9, -1159291816=server5, -1146061928=server2, -1118747438=server3, -1116363000=server7, -1114363124=server3, -1107900722=server8, -1106573353=server3, -1099389220=server5, -1080169289=server5, -1062797566=server4, -1049162229=server1, -1040721601=server1, -1035537794=server4, -1033782259=server5, -1033135893=server4, -1025811793=server9, -1024901750=server0, -1018127891=server3, -1002054269=server2, -1001001971=server3, -999755930=server9, -996461533=server7, -982600755=server2, -972933541=server3, -951075299=server7, -942021319=server6, -938861185=server3, -907941260=server7, -906281124=server9, -905703644=server5, -895598344=server7, -889279920=server2, -881452698=server1, -878427052=server7, -863630279=server2, -852250506=server1, -849599260=server1, -841995188=server6, -834026220=server5, -832088937=server1, -830800024=server6, -827831828=server8, -824271767=server9, -824247779=server1, -817903974=server4, -811268490=server3, -803860906=server2, -782452541=server4, -777730428=server5, -775862047=server9, -754194950=server2, -753603643=server4, -753432876=server4, -751160361=server1, -731847230=server8, -730428239=server4, -725453962=server9, -718320547=server6, -711668161=server5, -709622814=server1, -709370342=server2, -696490241=server6, -669375574=server1, -660828904=server1, -637091590=server0, -632042407=server9, -625123197=server1, -610521131=server5, -606076897=server9, -599882528=server8, -598732244=server6, -597518918=server4, -596496275=server6, -588474236=server9, -580230401=server8, -568179040=server8, -566773052=server9, -552620769=server0, -541281728=server1, -527356235=server1, -523596666=server0, -505888558=server2, -500568559=server3, -478551007=server0, -461660687=server8, -454118561=server7, -446018515=server0, -439481763=server0, -439037873=server4, -437697645=server3, -427476001=server7, -404170546=server1, -404035619=server4, -390278826=server3, -379454725=server8, -379324631=server0, -378581811=server4, -375482582=server4, -375027013=server5, -358718243=server9, -355294601=server5, -348225284=server6, -343552723=server1, -342043101=server9, -333449578=server3, -330394257=server5, -323313751=server2, -320690131=server7, -319422600=server9, -316637004=server4, -314890675=server0, -300296020=server0, -265418227=server8, -259504149=server0, -257379701=server8, -256103079=server6, -235815640=server3, -233447201=server6, -233093201=server6, -232857026=server1, -225637371=server6, -223931936=server0, -217517686=server2, -215045953=server8, -214266931=server2, -212476894=server4, -210489528=server2, -209095185=server4, -189106542=server4, -188198917=server9, -157540273=server1, -144852391=server6, -143666058=server0, -141007886=server9, -124128843=server8, -103773860=server8, -98693511=server8, -91900879=server9, -60114979=server9, -43272924=server4, -29153403=server6, -25675638=server6, -16475465=server8, -7899459=server1, 42864=server2, 23428746=server5, 31051627=server2, 36550770=server1, 42174606=server3, 55520225=server0, 58672497=server5, 66573485=server6, 69665316=server2, 76831415=server0, 79737779=server4, 80321951=server3, 88286808=server4, 95431601=server4, 100423615=server2, 116192159=server1, 118715418=server1, 125909768=server4, 134959932=server9, 139726676=server5, 146053781=server9, 157837787=server2, 180271863=server8, 182477352=server7, 185689888=server0, 187559999=server8, 189356736=server0, 192375362=server2, 198146322=server2, 210141602=server3, 217559109=server4, 218577597=server2, 219160514=server8, 236139742=server1, 241697399=server7, 247374297=server8, 257133228=server8, 260413667=server8, 269160778=server7, 278707423=server4, 288349900=server1, 312362530=server1, 315489341=server7, 352435583=server9, 354459345=server2, 377920978=server0, 402820519=server6, 403016571=server8, 404459856=server2, 407786024=server3, 429347041=server1, 430133723=server6, 451448532=server2, 451649595=server5, 467816059=server5, 476046928=server7, 484092257=server7, 492641165=server6, 512151519=server5, 520671295=server2, 534410451=server7, 543540573=server1, 549417212=server8, 552906365=server2, 559659652=server9, 559996784=server5, 574389000=server6, 579586565=server9, 586357406=server1, 589989461=server5, 604393273=server5, 612215330=server7, 614599872=server8, 631692796=server6, 635383258=server9, 640087002=server3, 643142903=server6, 648776571=server8, 656693038=server0, 683648318=server8, 690788049=server5, 703068606=server8, 718707290=server5, 721070142=server5, 723954430=server0, 726752306=server6, 731489562=server5, 734141450=server0, 745214566=server8, 755159809=server7, 770803612=server8, 771500133=server0, 778566915=server3, 792236256=server9, 797294070=server5, 808802312=server5, 812112178=server9, 826314685=server6, 832581939=server2, 840348604=server3, 861559064=server6, 864201057=server5, 884287392=server9, 886748217=server7, 901023768=server7, 902571222=server7, 909805321=server8, 918401106=server2, 924288863=server4, 926362977=server2, 927247697=server8, 963115160=server4, 970414143=server9, 974198979=server2, 1009580995=server8, 1012540774=server8, 1014424592=server3, 1016196095=server6, 1036542231=server2, 1038728837=server8, 1048230315=server6, 1054106182=server7, 1060634362=server7, 1062234566=server1, 1071104003=server5, 1073704263=server1, 1075281472=server3, 1080770051=server4, 1088670740=server3, 1089359279=server5, 1096548026=server7, 1098390123=server5, 1101668408=server5, 1107144808=server8, 1114974968=server7, 1116007685=server2, 1124322306=server6, 1124807173=server4, 1154563827=server1, 1177648972=server0, 1185766162=server4, 1186253843=server2, 1206162538=server4, 1215648727=server7, 1219246262=server6, 1232125870=server6, 1234279485=server7, 1234460301=server9, 1249076445=server3, 1253814112=server6, 1265094766=server9, 1281903614=server4, 1300379190=server6, 1307474979=server0, 1308248505=server8, 1311332686=server4, 1318525125=server3, 1329274636=server2, 1362054125=server3, 1369309254=server2, 1372048118=server6, 1385276801=server0, 1393037920=server7, 1403145207=server6, 1405265540=server0, 1409485356=server7, 1424726011=server7, 1437947406=server5, 1439784516=server7, 1439857731=server0, 1472441057=server8, 1484213182=server2, 1492767921=server1, 1502655290=server0, 1516444441=server8, 1524396304=server0, 1535973988=server0, 1536612756=server1, 1538441341=server0, 1573245827=server0, 1574963782=server5, 1576665085=server7, 1579095264=server5, 1595451796=server1, 1607673263=server3, 1608933924=server2, 1615095374=server3, 1618781288=server0, 1629206152=server8, 1633996604=server2, 1639221965=server2, 1644193080=server1, 1648962602=server1, 1659309336=server0, 1669411007=server9, 1675223139=server8, 1676518946=server1, 1697318228=server8, 1699994735=server7, 1708421750=server8, 1713227436=server2, 1759168157=server6, 1760380754=server5, 1768913879=server2, 1772073851=server9, 1789876639=server4, 1791755548=server7, 1792097767=server6, 1796189779=server1, 1802965836=server8, 1804563079=server2, 1813425992=server4, 1819038824=server5, 1849183458=server0, 1855077220=server2, 1871103291=server5, 1879373824=server7, 1888395735=server4, 1890059053=server0, 1896168595=server2, 1899611328=server6, 1900967390=server5, 1912937711=server7, 1942229537=server8, 1948322580=server4, 1955007459=server3, 1956811199=server5, 1959524394=server0, 1961303008=server4, 1976829735=server3, 1980784542=server5, 2007070107=server0, 2008420711=server7, 2015436068=server4, 2017903925=server0, 2021734850=server0, 2023813916=server3, 2028705450=server1, 2061387927=server4, 2064202474=server1, 2067866119=server2, 2069683850=server3, 2071154377=server8, 2089113439=server9, 2091519406=server3, 2095567949=server9, 2102283564=server0, 2106368626=server1, 2126259714=server3, 2129178130=server7, 2130702676=server1, 2140815631=server7, 2143100829=server9}
Server Data Count :
{server6=97984, server5=77222, server4=88666, server3=105561, server9=100086, server8=120830, server7=96702, server2=87464, server1=110767, server0=114718}
Standard Deviation : 12715.18021893516
Total Data : 1000000
Virtual Server Multiple : 100
ServerHash - Server :
{-2147438247=server9, -2146598625=server3, -2142953143=server8, -2135470662=server2, -2128554786=server3, -2126535597=server9, -2123919726=server9, -2112493850=server7, -2111827899=server7, -2111774273=server4, -2111580790=server4, -2108336502=server5, -2105395694=server1, -2103396901=server5, -2100092579=server3, -2100067744=server0, -2098594345=server8, -2093724046=server6, -2093717003=server6, -2090344063=server9, -2082626431=server4, -2080011019=server7, -2079399031=server7, -2077687508=server2, -2067464556=server9, -2067081712=server5, -2059450018=server8, -2048323095=server1, -2048274538=server2, -2036169516=server9, -2032125160=server9, -2020494792=server1, -2019385760=server7, -2018246511=server9, -2007747654=server2, -2002011684=server4, -1990003727=server2, -1984845592=server1, -1974076947=server1, -1972283526=server6, -1966901727=server2, -1959216298=server7, -1951976736=server3, -1950134538=server1, -1947260980=server9, -1945266403=server3, -1934331451=server1, -1930160077=server9, -1929935606=server5, -1926482132=server0, -1916732357=server3, -1907614612=server3, -1905143623=server2, -1899821959=server9, -1876547953=server5, -1869716225=server4, -1867653234=server6, -1866932137=server8, -1863789843=server4, -1863382773=server0, -1863274609=server6, -1861260046=server1, -1860374007=server3, -1850841557=server5, -1841065826=server3, -1836517155=server0, -1831637576=server1, -1830420450=server1, -1829845970=server3, -1822498131=server7, -1822497570=server7, -1819765547=server2, -1816097845=server4, -1815399622=server6, -1812914032=server8, -1812709140=server6, -1810885087=server9, -1806751423=server3, -1803946243=server7, -1803562765=server6, -1800901714=server9, -1785704189=server0, -1781421855=server5, -1780387743=server2, -1769842661=server8, -1769019601=server6, -1764486323=server7, -1763707027=server0, -1760735141=server7, -1760698898=server0, -1759838702=server2, -1758890932=server2, -1758431471=server3, -1737901424=server7, -1735561566=server6, -1730061106=server3, -1726892500=server6, -1722422160=server6, -1721859069=server5, -1713352797=server5, -1712616771=server0, -1711014300=server0, -1700693562=server1, -1698240677=server2, -1695322964=server0, -1687370499=server3, -1679985401=server2, -1671079224=server0, -1668666628=server8, -1667676272=server2, -1663091580=server5, -1657077290=server0, -1655590118=server3, -1648914211=server4, -1648142807=server4, -1646312695=server4, -1643478590=server2, -1643240864=server9, -1637478734=server7, -1623956225=server4, -1622879014=server4, -1622660508=server3, -1622285314=server0, -1614638133=server9, -1611895933=server8, -1605089754=server9, -1602952101=server4, -1600675397=server8, -1596695551=server6, -1590987367=server6, -1589875889=server8, -1586579607=server0, -1586496349=server9, -1582830876=server6, -1579614831=server1, -1574645223=server1, -1573370451=server3, -1573067151=server0, -1570260909=server1, -1560060976=server9, -1559960915=server0, 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Server Data Count :
{server6=101747, server5=101035, server4=86064, server3=98461, server9=105376, server8=100738, server7=96736, server2=87048, server1=112992, server0=109803}
Standard Deviation : 8206.392630139018
Total Data : 1000000
Virtual Server Multiple : 300
ServerHash - Server :
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Server Data Count :
{server6=92097, server5=97437, server4=103579, server3=95945, server9=98857, server8=100827, server7=99841, server2=108841, server1=107270, server0=95306}
Standard Deviation : 5033.330110374244

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