# embedding-server

**Repository Path**: eshin/embedding-server

## Basic Information

- **Project Name**: embedding-server
- **Description**: 类openAI的embedding服务
- **Primary Language**: Python
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 1
- **Forks**: 0
- **Created**: 2024-09-30
- **Last Updated**: 2024-11-07

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# embedding-server
需下载模型后，在此写上本地模型路径，或者写模型镜像路径
model_name = 'E:/models/bge-large-zh-v1.5/'

请求示例：
http://localhost:5000/v1/embeddings：
{
	"model":"bge-large-zh-v1.5",
	"input":"你好啊",
	"user":"hello"
}

响应示例：
{"data":[{"embedding":[0.6746680736541748,-0.0409582294523716,-0.6588035225868225,0.7882379293441772,0.10137112438678741,0.05726681277155876,-1.4619200229644775,0.4322393536567688,0.3430839478969574,-0.01399542111903429,0.6454125642776489,-0.4107968211174011,-0.30053406953811646,0.6084245443344116,-0.4648500382900238,-0.10579198598861694,0.5815749168395996,0.45236316323280334,1.0922014713287354,-0.5409501194953918,0.2339259684085846,0.0894208699464798,-1.223940134048462,-0.028635194525122643,0.1546488106250763,-0.15244051814079285,-0.22187316417694092,0.4710800051689148,0.6049813628196716,-0.9269911050796509,0.07681121677160263,-0.6173474192619324,0.06011755019426346,-0.04583490267395973,0.22682857513427734,0.6916408538818359,-0.6062971353530884,0.8238424062728882,-0.16773554682731628,-0.2536415159702301,-0.11351875960826874,0.2539626955986023,-0.18624579906463623,-0.14505378901958466,-0.7381245493888855,1.2988063097000122,-0.8131991624832153,-0.8919078707695007,0.45134401321411133,0.7531647086143494,0.11484607309103012,0.9791843295097351,-0.04819143936038017,0.8126994967460632,0.42711877822875977,0.8915176391601562,1.0410563945770264,-0.26404818892478943,0.33297982811927795,-1.8950227499008179,0.5015636682510376,-0.3531435430049896,0.6069761514663696,0.030271461233496666,0.2068074643611908,-0.4609118402004242,-0.16495348513126373,-0.7772381901741028,0.13570059835910797,-1.37251877784729,-0.14168979227542877,0.11987054347991943,0.4868086874485016,0.03046990931034088,0.261692076921463,0.8551501035690308,0.5240151286125183,-0.05804489925503731,-0.37485405802726746,0.29683029651641846,-0.37793248891830444,0.3940216600894928,-0.16349776089191437,-0.35146480798721313,-0.23651404678821564,0.31715500354766846,0.03729556128382683,6.2427544593811035,1.0132375955581665,-0.94786137342453,-0.9564474821090698,-0.2156158685684204,-0.24206092953681946,-0.48377275466918945,0.2149519920349121,0.13342121243476868,-0.030295634642243385,0.5768560767173767,-0.20047125220298767,0.6902081370353699,0.43628746271133423,0.5376538038253784,-0.14704015851020813,-0.45327281951904297,-0.47414764761924744,0.010187211446464062,-0.11637558788061142,-0.42253822088241577,-0.13094568252563477,-0.09561872482299805,1.4268906116485596,-0.019822757691144943,0.1263456493616104,0.09019956737756729,-0.44819003343582153,0.6026171445846558,0.3383311927318573,0.1629640758037567,0.5083759427070618,0.05705203488469124,-0.26407310366630554,0.438814252614975,-0.30442044138908386,0.2930576801300049,0.47787314653396606,0.07360391318798065,0.12596531212329865,0.19935747981071472,-0.3129119277000427,-0.8686176538467407,1.0646623373031616,-0.5650726556777954,0.46369990706443787,0.5097624063491821,0.32437342405319214,0.3509661555290222,-0.5081039667129517,-0.2585391104221344,-0.6078088879585266,-1.182755470275879,-0.338165819644928,0.07854504138231277,-0.4046326279640198,0.06870702654123306,0.5633495450019836,-0.05098439007997513,-1.150169014930725,0.8487831354141235,-0.614679217338562,0.026112545281648636,0.13316874206066132,-0.43086642026901245,0.20680561661720276,-0.49152451753616333,-0.6096407175064087,-0.16927143931388855,0.5286900401115417,-0.18691566586494446,0.34021827578544617,0.7404512763023376,-0.2071661502122879,-0.45204535126686096,1.0736781358718872,0.5729842185974121,-0.2671266198158264,0.18792389333248138,-0.9958524703979492,0.6815940141677856,-0.06809021532535553,0.19083674252033234,-0.2672317624092102,-1.072995901107788,-0.7340677380561829,0.5450835227966309,-0.6041297316551208,-0.6548377871513367,0.3290254473686218,0.9491931796073914,0.22700266540050507,-0.3495039641857147,-0.7867465615272522,-0.4361695349216461,-0.009014260955154896,-0.15626010298728943,-1.1791726350784302,0.3733975887298584,-0.012701231054961681,-0.3381284177303314,0.9005693197250366,-0.02500126324594021,-0.12483324110507965,0.05082507058978081,-0.44969385862350464,-0.4905840754508972,0.31385523080825806,0.737710177898407,-0.11816565692424774,0.2928331196308136,0.5646060705184937,-1.0054055452346802,0.22478768229484558,0.017064344137907028,-0.4133610725402832,0.14517207443714142,-0.21436040103435516,-0.9801726341247559,1.084794044494629,0.3199811279773712,0.9094952344894409,0.44688230752944946,-1.1243730783462524,-1.6033935546875,-0.15457919239997864,-0.07651414722204208,0.2030259370803833,0.46233421564102173,-0.31173357367515564,0.9727848172187805,-0.9701951146125793,-0.32342544198036194,0.30956846475601196,-0.1190754622220993,0.7273546457290649,-0.7945447564125061,0.5855149030685425,0.8316230773925781,-0.14261214435100555,-0.05862044543027878,-1.0574871301651,0.9502760767936707,-0.16309449076652527,-0.4446653723716736,0.7694187760353088,0.40859586000442505,0.05066840723156929,0.9041423797607422,-0.40349096059799194,-0.313892126083374,-0.4025568962097168,-0.6577409505844116,-1.0385761260986328,0.6411300301551819,0.4112834930419922,0.01800352893769741,0.35600215196609497,-0.22204212844371796,1.2320120334625244,-0.40004387497901917,-0.2673669159412384,0.37319570779800415,0.09422321617603302,0.4038110375404358,-0.5266203880310059,-0.7078973054885864,-0.5271120667457581,-0.44256705045700073,0.6556162238121033,0.3710634112358093,0.1537400186061859,-0.34041497111320496,0.03496940806508064,-0.93902987241745,-1.5872293710708618,-0.1722697913646698,0.2536177635192871,0.8796769976615906,-0.05973517894744873,-0.18015053868293762,0.6786952018737793,-0.04562520980834961,0.7235958576202393,-0.07016651332378387,-0.2617305815219879,-0.036838945001363754,-0.009296173229813576,0.21053814888000488,-1.1717416048049927,0.5844444632530212,-0.18620705604553223,0.009388546459376812,0.6107834577560425,0.013477561995387077,0.20114418864250183,-0.568672776222229,1.071724772453308,0.8558195233345032,-0.9749695658683777,0.1317107379436493,0.408285528421402,-0.23918381333351135,-0.18703556060791016,0.5032550096511841,-0.7793570756912231,-0.37652212381362915,0.5203500390052795,1.4437403678894043,-0.5537858605384827,-0.47323113679885864,-0.5484565496444702,0.05215568095445633,0.5398921370506287,-0.008310802280902863,1.2601532936096191,0.03495094180107117,0.35920554399490356,0.12402701377868652,-0.4526146948337555,-0.026265185326337814,-0.22928671538829803,0.6155511140823364,-0.24523134529590607,-1.5032482147216797,-0.38558676838874817,-1.4485186338424683,1.2058894634246826,-0.20127782225608826,-0.002422913908958435,-0.06973796337842941,0.12981657683849335,1.2666313648223877,-0.6664682626724243,0.46076464653015137,-0.7735458612442017,-0.9637142419815063,0.24600031971931458,0.4146963953971863,0.25982704758644104,0.31061455607414246,0.02359478734433651,0.8136157989501953,0.46110954880714417,0.09291501343250275,0.34341245889663696,-0.036673665046691895,0.5491666793823242,0.5490331649780273,0.3217831552028656,-0.08374973386526108,-0.33131200075149536,0.016770701855421066,0.6874286532402039,-0.9781631231307983,0.025589654222130775,-1.0358593463897705,-1.0704221725463867,0.8964076042175293,-0.41678914427757263,-0.8394104838371277,-0.2227427065372467,-0.434933602809906,0.16804815828800201,0.11320257186889648,-0.3543463349342346,-0.7522492408752441,0.023063963279128075,0.32415124773979187,0.3095957040786743,-0.6816099882125854,0.22925814986228943,1.4530569314956665,-1.3045825958251953,-0.005753949284553528,0.23087827861309052,-1.0111887454986572,-0.232695072889328,-0.10620574653148651,-1.1038868427276611,0.5666401386260986,-0.6399268507957458,-0.09386733919382095,0.5242002606391907,1.4405587911605835,-0.6273480653762817,-0.3387036919593811,0.31968411803245544,0.36386045813560486,-0.020194822922348976,-0.4756647050380707,-0.6337364912033081,0.7010599374771118,0.11938011646270752,0.32607129216194153,-0.3840258717536926,-0.3695191740989685,0.2599496841430664,-0.014927712269127369,0.4820050299167633,-0.22742041945457458,-1.2875795364379883,0.06466372311115265,-0.5088680982589722,0.24325093626976013,-1.5348540544509888,-0.597564160823822,-0.8325607180595398,0.0909501314163208,-0.2548389136791229,-0.8622824549674988,-0.1664525419473648,0.36638060212135315,0.123104527592659,-0.8049055337905884,-0.07027523219585419,0.08304121345281601,0.8173133730888367,-0.25664621591567993,0.42161932587623596,0.5356870889663696,-0.01986028626561165,-0.4158701002597809,-0.32689133286476135,0.08576220273971558,-0.27048349380493164,0.2962455749511719,0.2506083846092224,1.3844887018203735,0.7659066915512085,-0.6787270307540894,-1.3455904722213745,-0.22740164399147034,0.5691242814064026,0.5360555648803711,-0.3731991648674011,0.5095685124397278,0.400045245885849,-0.49562233686447144,-0.9138339757919312,-1.0614689588546753,-0.6842511296272278,-0.498524010181427,0.37474149465560913,0.5780229568481445,0.020705826580524445,0.29437026381492615,0.510880172252655,0.036774441599845886,-0.15333805978298187,-0.1541498601436615,-0.6102127432823181,1.0772502422332764,-0.16725154221057892,-0.9045182466506958,0.8401995897293091,-0.45131054520606995,-0.3733408451080322,0.2470671683549881,-0.08574476838111877,-1.824835181236267,-0.18166235089302063,0.04489909112453461,0.2751874327659607,0.6534874439239502,-0.013494208455085754,-0.33228039741516113,-1.4970812797546387,0.037992943078279495,0.032121818512678146,-0.18280740082263947,-0.7503339648246765,0.4825741648674011,1.036409616470337,-0.047551993280649185,-0.34661686420440674,0.2560960054397583,0.3893478810787201,-0.12799851596355438,-0.9343341588973999,-0.10681843757629395,0.6003294587135315,0.01089736819267273,0.08335753530263901,-0.6510435342788696,0.224386528134346,0.05553988367319107,0.3285403847694397,0.4907113015651703,-0.23483915627002716,-0.26544108986854553,-0.39994436502456665,-0.1388421505689621,0.021166900172829628,0.643486499786377,-0.2550179958343506,0.27030378580093384,0.5075191259384155,-0.14496919512748718,0.33889585733413696,0.09432202577590942,0.11680983006954193,-0.6551612019538879,0.37687748670578003,-0.14169633388519287,-0.6789865493774414,0.04889034479856491,1.056455373764038,0.31600305438041687,-0.18716566264629364,0.012323823757469654,-1.6125385761260986,0.1411135494709015,0.34475117921829224,0.49837160110473633,0.5035315752029419,0.22209711372852325,0.08717608451843262,-0.3724600672721863,-1.4062659740447998,0.4115116000175476,-0.41702571511268616,0.4140475392341614,0.47035732865333557,-0.601820170879364,-0.1372496485710144,0.7290992736816406,-0.09973154217004776,0.06811871379613876,0.9477109909057617,-0.657807469367981,0.13224688172340393,-0.27704980969429016,0.5765212774276733,-0.10184364020824432,0.28232210874557495,-0.5999569296836853,-0.30349501967430115,-0.08788608014583588,-0.16656909883022308,0.9177924990653992,-0.4953901767730713,-0.6844539046287537,-0.7997778058052063,0.20433759689331055,0.20532453060150146,1.0702165365219116,-0.2430918663740158,0.5908050537109375,-0.16220532357692719,0.007248173467814922,-0.1216726154088974,-0.3542994558811188,-0.34202367067337036,-0.07777126133441925,-0.24694165587425232,0.1587235927581787,0.7124725580215454,0.605793297290802,0.21212570369243622,-0.03127620741724968,0.9276108741760254,0.7331404685974121,0.07606464624404907,0.09263467788696289,0.26621097326278687,-0.7289917469024658,-0.2542974352836609,1.077675461769104,0.06908576190471649,0.018320878967642784,0.3835396468639374,0.4942493438720703,-0.4735338091850281,0.7404378652572632,0.4614256024360657,-0.8942903280258179,-0.03295334801077843,0.22676917910575867,0.43638643622398376,0.2810300290584564,-0.20316390693187714,0.0699605941772461,-0.5585404634475708,0.09174251556396484,-0.033608514815568924,0.23030316829681396,-0.08399234712123871,0.6468117833137512,0.46614986658096313,-0.6024592518806458,-1.8149465322494507,1.0323394536972046,1.1323411464691162,-0.37960049510002136,0.6084840297698975,-0.9899755716323853,0.48458582162857056,0.5189688205718994,0.27146318554878235,-0.013230828568339348,-0.6713058352470398,-0.318493127822876,-0.06813584268093109,-0.39939799904823303,0.4712746739387512,-0.04806310683488846,0.7307120561599731,-0.4238165318965912,-0.16605129837989807,-0.15887972712516785,0.19233974814414978,-0.4369466304779053,0.052521079778671265,0.19263014197349548,-0.7101305723190308,-0.3726094365119934,-0.2045867145061493,-0.19302408397197723,0.4354166090488434,0.621499240398407,0.26899123191833496,0.2842136323451996,0.4601181447505951,-0.3404858708381653,-0.2777954638004303,0.2491234987974167,-0.49339789152145386,-0.13665711879730225,0.40331125259399414,0.23315338790416718,0.15832772850990295,-0.1938302218914032,0.44040393829345703,-0.14095766842365265,0.6695688962936401,-0.6427445411682129,0.03844601660966873,-0.22638872265815735,-0.0866721123456955,1.2433443069458008,-1.0495049953460693,-0.20713341236114502,-0.1068650484085083,0.5870585441589355,1.052086591720581,0.30988094210624695,0.04398611560463905,-0.6403199434280396,-1.0642893314361572,0.4486352503299713,-0.44213980436325073,-1.1954060792922974,-0.022237787023186684,-0.07855840027332306,0.3978440463542938,-0.41716688871383667,-0.0014174759853631258,-0.362856924533844,-1.1503822803497314,0.44424113631248474,-0.7459291219711304,-0.27121713757514954,-0.8846930265426636,0.17694096267223358,-0.6546326875686646,0.33949682116508484,-0.6820988059043884,0.2895592153072357,-0.48780593276023865,0.17582371830940247,0.26974791288375854,-0.02988624945282936,0.27985185384750366,0.24691703915596008,1.206045389175415,0.20023608207702637,-1.146627426147461,-0.50409996509552,-0.14120763540267944,0.7218350172042847,0.011266982182860374,-0.0133430240675807,0.7746346592903137,-0.38725247979164124,0.12554073333740234,0.131693035364151,1.0222818851470947,-0.5257400870323181,-0.2386036366224289,-0.35190147161483765,-0.243154376745224,0.18757057189941406,-1.0616447925567627,-0.949823260307312,0.3347669839859009,0.8030779957771301,1.0652936697006226,-1.4225585460662842,-0.6660705804824829,0.3450532555580139,0.9597086906433105,0.44543758034706116,-0.11940465867519379,0.4784574508666992,0.22887155413627625,0.14834217727184296,0.11447723954916,0.31606391072273254,0.7742434740066528,-0.5813289284706116,-0.08991596847772598,0.053041208535432816,-1.5274665355682373,0.25459423661231995,-0.6873900890350342,-0.22356665134429932,0.5126551985740662,0.9829785227775574,0.9143489003181458,0.9826766848564148,0.6548267602920532,0.44329628348350525,-1.0395821332931519,-0.6831954121589661,0.2913025915622711,0.6055132150650024,-0.9546429514884949,0.6578832864761353,-0.11670631170272827,0.852150559425354,-0.17318043112754822,0.6521791219711304,-0.3020685017108917,-0.5962834358215332,-0.719335675239563,0.12493403255939484,0.2648744285106659,-1.071216344833374,0.0568210706114769,-0.2455035150051117,0.5872166156768799,-1.2429068088531494,0.452392578125,-1.4474678039550781,-1.1315937042236328,-0.5940461158752441,0.27557995915412903,-0.8461685180664062,-0.02429789863526821,-0.7872248888015747,0.18377433717250824,-0.946803092956543,-0.40119415521621704,0.4424716830253601,-0.0471244752407074,0.31655481457710266,-0.7997682690620422,-0.49995285272598267,-0.026581883430480957,-0.38427627086639404,-0.6370954513549805,0.477668434381485,0.4689290523529053,-0.30267491936683655,-0.36901891231536865,-0.38890600204467773,0.6240617036819458,-0.3182854950428009,0.3896690011024475,0.48329704999923706,0.29013702273368835,-0.38090604543685913,-0.34301498532295227,0.7248753309249878,0.032822392880916595,-1.1254866123199463,0.5202135443687439,-0.5616591572761536,-0.084660604596138,0.3385697603225708,-1.0588635206222534,1.1999770402908325,-0.03391488268971443,1.0015537738800049,0.358212411403656,0.3394087255001068,-0.7176945805549622,-0.825820803642273,0.8260275721549988,0.20254170894622803,0.3581220507621765,0.021939117461442947,0.4682151675224304,-0.6042489409446716,-0.13373295962810516,-0.9369045495986938,-0.6381067037582397,0.6880435347557068,-0.2934282422065735,-0.12751325964927673,0.14024725556373596,-0.5796847939491272,-0.9775140881538391,0.43669381737709045,0.7760958671569824,-1.0591081380844116,-0.6507233381271362,0.5745371580123901,-0.6300344467163086,0.9473328590393066,-0.21762511134147644,-0.11760463565587997,-0.4067367613315582,0.8257347941398621,-0.9205931425094604,0.15544645488262177,-0.1592780351638794,0.10786881297826767,-0.16129381954669952,0.40580886602401733,-1.1979347467422485,-0.32796710729599,-0.8772764205932617,-1.175910234451294,0.41593989729881287,0.001169499708339572,0.530380368232727,0.5246475338935852,-0.12635211646556854,0.8376538157463074,0.9125544428825378,0.42552095651626587,0.45482683181762695,0.24477235972881317,0.10946086794137955,-0.9936797022819519,0.42179736495018005,0.6773846745491028,0.1562289595603943,-0.07248713076114655,-0.4171748161315918,-0.20885951817035675,-0.059664975851774216,0.2770897448062897,-0.932679295539856,-0.6367558240890503,-1.3721812963485718,-0.36001017689704895,-0.8650444149971008,-0.2594515085220337,0.9293903112411499,-0.15431909263134003,-0.3381049931049347,-0.11054973304271698,0.7861190438270569,-1.8785384893417358,0.22594651579856873,0.21614336967468262,1.0642735958099365,0.6741936206817627,0.9423489570617676,1.1833285093307495,-0.2732365131378174,-1.4487279653549194,-0.037278953939676285,-0.5630385279655457,-0.6893899440765381,-0.335576593875885,1.2830730676651,0.39762887358665466,0.7278735041618347,-0.3417302966117859,0.1010463684797287,-0.12002396583557129,0.7219550013542175,0.028368782252073288,0.027410805225372314,-0.4004063606262207,0.08148510754108429,0.09203394502401352,-0.35401421785354614,0.024539384990930557,0.40582185983657837,0.26657581329345703,0.24017362296581268,0.3100782036781311,0.21537765860557556,0.3700340986251831,-1.0413262844085693,-0.3761926293373108,-0.17387016117572784,0.6626874208450317,0.7805113792419434,-0.08331222832202911,0.08490040153265,-0.1787165105342865,0.18373659253120422,-0.23371414840221405,-0.22903554141521454,-0.03710096701979637,1.0094413757324219,0.0406123548746109,0.10644511878490448,-0.25840359926223755,-0.9631174206733704,0.29874926805496216,-0.8699225187301636,-0.04550699144601822,0.44624394178390503,-0.2305055558681488,0.03696364536881447,-0.577075183391571,-0.37804314494132996,0.41989392042160034,-0.02523806132376194,0.20678481459617615,-0.08143331110477448,0.19757577776908875,-0.06842370331287384,-1.266492247581482,0.2245871126651764,0.3844490647315979,0.7106022834777832,0.4892268776893616,0.3311280310153961,-0.6426045894622803,-0.45256978273391724,-0.23270268738269806,-0.30566853284835815,0.14631900191307068,0.3159264624118805,0.5097193717956543,-0.44214826822280884,0.533183217048645,0.3994850218296051,0.7575989961624146,0.44305339455604553,0.1792653650045395,0.10947997868061066,0.6560209393501282,-0.19589301943778992,-0.32381439208984375,-0.562275230884552,0.4485293924808502,0.20628242194652557,-0.3083606958389282,0.4114769995212555,0.2637557089328766,-0.45478683710098267,0.2784661054611206,0.21696539223194122,1.172290563583374,-0.025095006451010704,0.12310872226953506,-0.5683087110519409,-0.34584489464759827,0.6615666151046753,0.3203586935997009,0.5300958752632141,-0.478563129901886,0.5587440729141235,-0.17876271903514862,-0.1180146336555481,-0.693794846534729,0.016893744468688965,-0.13298392295837402,0.2511261999607086,0.3498804569244385,-0.1974126100540161,-1.0533950328826904,-0.4893026351928711,-0.2022281438112259,-0.10807089507579803,0.04545610025525093,0.3186763525009155,0.838187038898468,-0.5253075361251831,-0.8464641571044922,-0.2838659882545471,-0.5303916931152344,-0.7258320450782776,-0.2555040717124939,-0.014884223230183125,0.7498713135719299,1.0408602952957153,-0.4066600203514099,-0.8187013864517212,0.07091926783323288,-0.09090626239776611,-0.6634215116500854,0.22272805869579315,0.20513959228992462,-0.5070273280143738,-0.13450026512145996,-0.5493015050888062,1.081761121749878,0.6587820649147034,0.9613879919052124,1.8913809061050415,-0.8494106531143188,0.2229849100112915,0.5093652009963989,0.1850573569536209,0.6553016901016235,-0.5741302371025085,-0.8109830021858215,0.029127394780516624,-0.2946958839893341,0.018503878265619278,-0.46127456426620483,1.3421531915664673,0.8535596132278442,-0.22258353233337402,0.2760992646217346,0.43772274255752563,-0.7851748466491699,0.2900744080543518,0.5671491026878357,0.6255474090576172,-0.657187819480896,-1.0531550645828247,-0.35173580050468445,-0.15918266773223877,0.6017901301383972,0.10013429075479507,-0.33750197291374207,-0.34735801815986633,0.6732970476150513,-0.8598828315734863,-0.16330848634243011,-0.32549619674682617,-0.5574442148208618,-0.030891528353095055,-0.07734731584787369,-1.033482313156128,-0.008319136686623096],"index":0,"object":"embedding"}],"model":"bge-large-zh-v1.5","object":"list","usage":{"prompt_tokens":[5],"total_tokens":5}}