Duubista Joogtada ah
Dufcaynta joogtada ah waa farsamo adeeg oo ku darsata kana saarta codsiyada dufcada socota calaamad-by-token, halkii la sugi lahaa dufcad go'an oo dhan inay dhammayso.
Dulmar
It keeps the GPU constantly busy and sharply increases how many users an AI model can serve at once.
quusid qoto dheer
GPU-yada ayaa ugu dhaqsaha badan marka ay codsiyo badan ka baaraandegaan dufcad. Habka caqli-galnimada ah, dufcadda taagan, kooxaynta codsiyo go'an, waxay waddaa dhammaantood si ay u dhammaystiraan, ka dibna waxay bilaabaan dufcadda xigta. Dhibka jira: wax soo saarka qaabka luqaddu aad bay u kala duwan yihiin dherer ahaan, sidaa darteed codsiyada gaagaaban waxay dhammaanayaan goor hore, boosashooduna waxay fadhiyaan shaqo la'aan inta ay dufcdu sugayso tan ugu dheer, luminta wareegyada GPU iyo dib u dhigista soogalootiga cusub. Dufcaynta joogtada ah (sidoo kale loo yaqaan Duulimaadka- Duullimaadka ama Duubista heerka-soo-celinta, oo ay caan ku tahay warqadda Orca oo loo isticmaalo vLLM, TensorRT-LLM, iyo TGI) waxay ku shaqeysaa baaxadda hal tallaabo oo codeeyn ah. Ka dib markii calaamad kasta la sameeyo, taxanaha la dhammeeyey ayaa ka baxa dufcadda iyo codsiyada cusub ee yimid isla markiiba. Tani waxay ilaalinaysaa dufcadu inay buuxdo iyo GPU-gu mid buuxa, oo badiyaa kor u qaada wax soo saarka dhawr jeer iyada oo la daahida isticmaalayaasha sugaya.
Aragtida Farsamada
Isbedelka furaha ahi waa ka soo koobida codsiyada oo dhan ilaa la isku duba rido ku celcelinta gaarka ah. Tallaabo kasta oo go'aaminaysa jadwalku waxa uu dhisaa jaantuska firfircoon: waxa uu wadaa hal gudbin oo horudhac ah oo ka gudbaya dhammaan taxanaha duulimaadka, midkiiba waxa uu soo saarayaa hal calaamad, waxa uu ka saarayaa wax kasta oo ku dhacay calaamadda dhamaadka-taxanaha ama xadka dhererka, waxana uu qiraa codsiyada safka ku jira si loo buuxiyo boosaska xorta ah. Isku-dubbarid tan iyo xusuusta KV ee dabacsan ee PagedAttention waxay ka dhigaysa gelinta iyo ka saarida taxanaha duulimaadka dhexe mid jaban, maadaama kaydka taxanaha kasta uu ku nool yahay qaybo madaxbannaan.
Saamaynta Istiraatijiyadeed
Qiimaha iyo miisaaniyada
Go'aamada qaab-dhismeedku waxay horseedaan waxqabadka iyo kharashka hawlgalka sannadaha.
Go'aamo cad
Waxbarashada farsamada waxay ka caawisaa kooxaha inay doortaan xidhmo sax ah, ma aha oo kaliya kan ugu cusub.
Xakamaynta tayada
Doorashooyinka injineernimada ee wanaagsan waxay yareeyaan shilalka la isku halleyn karo ee wax soo saarka.
Mustaqbalka Dufcaynta Joogtada ah
Dufcaynta joogtada ah hadda waa heer wax soo saarka LLM adeeg. Shaqada mustaqbalka waxay nadiifisaa jadwalaha: kala soocida wejiga horudhaca xisaabinta-culus iyo wejiga furaha furaha fudud (kala qaybinta), horudhaca jeexjeexan si looga fogaado in la hakiyo codaynta, siyaasadaha mudnaanta iyo cadaalada ee culaysyada shaqada ee isku dhafan, iyo isku xidhka adag ee dejinta malo-awaalka ah si calaamado badan oo qabyo ah loo ansixiyo tallaabo kasta. Hadafka ayaa ah in la tuujiyo calaamadaha ugu badan-ilbiriqsi kasta GPU iyadoo la ilaalinayo daahitaanka jawaabta shaqsiga mid hooseeya oo la saadaalin karo.
Dhaqangelinta Adduunka-dhabta ah
API chat ayaa galinaysa fariimaha isticmaale ee dhawaan yimid kooxda orodka isla markaaba halkii aad saf ugu gali lahayd dufcada xigta
Ka saarida jawaab gaaban oo dhamaystiran oo dufcaddii dhexe ah iyo dib u buuxinta booskeeda si GPU-gu waligiis u caajiso inuu sugo jiil dheer
Isku darka dufcad joogto ah iyo vLLM's Paged Feejignaanta gelinta iyo ka saarida taxanaha si raqiis ah tallaabo kasta
Adeeg dhammaystiran oo ilaalinaya calaamado sare-ilbiriqsikii hoos dillaacsan, taraafikada dhererka isbeddelka ah iyadoo la ilaalinayo qaybta buuxda
Khatarta & Dariiqyada Ilaalada
Hagaajinta hal bartilmaameed waxay qarin kartaa daciifnimada nidaamka ballaaran.
Kaabayaasha dhaqaalaha iyo dayactirka inta badan waa la dhayalsadaa.
Nabadgelyada iyo daldaloolada u fiirsashada ayaa kori kara marka nidaamyadu noqdaan kuwo aad u adag.
Qorshe Hawleedka Dhaqangelinta
Qeex daahida, tayada, iyo bartilmaameedyada qiimaha ka hor inta aan la hirgelin.
Benchmark marka la eego culeyska dhabta ah iyo xaaladaha xogta.
La socodka qalabka khaladaadka, leexashada, iyo saamaynta isticmaalaha.
U diyaari dib-u-noqoshada iyo dariiqyada jawaab-celinta dhacdada ka hor inta aanad miisaan.
Sii wad Sahaminta
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Hagaha xiga
Kubernetes ee culeyska shaqada ML
Su'aalaha soo noqnoqda
What is Continuous Batching?
Dufcaynta joogtada ah waa farsamo adeeg oo ku darsata kana saarta codsiyada dufcada socota calaamad-by-token, halkii la sugi lahaa dufcad go'an oo dhan inay dhammayso. Waxay ku haysaa GPU si joogto ah mashquul waxayna si xoog leh u kordhisaa inta isticmaale ee moodalka AI ay hal mar u adeegi karto.
Waa maxay daciifnimada ugu weyn ee kaydinta joogtada ah (go'an) ee adeega LLM?
Sababtoo ah dhererka wax soo saarku wuu kala duwan yahay, taxanaha la dhammeeyey waxay fadhiyaan shaqo la'aan ilaa kan ugu gaabis ahi uu dhammeeyo, luminaya wareegyada GPU iyo dib u dhigista codsiyada cusub.
Immisa kala duwanaansho ah ayay ku daraa oo ka saartaa codsiyada?
Dufcaynta joogtada ah (heer-ka-soo-celinta) waxay cusboonaysiisaa jaangooyooyinka firfircoon ka dib tallaabo kasta oo go'aamineed, sidaa darteed waxay ku shaqaysaa calaamad-by-token halkii ay ka ahaan lahayd codsi dhan.
Marka taxanuhu dhamaado dufcaddii dhexe ee dufcadda joogtada ah, maxaa ku dhacaya booskeeda?
Taxanayaasha la dhammeeyey waa la saaray oo codsiyada sugitaanku waa la soo dhex galiyay isla markaaba, iyada oo dufcadu ay buuxsanto iyo mashquulka GPU-ga.
Farsamokee ku lammaan si dabiici ah iyo dufcad joogto ah si ay gelinta/saarida taxanaha uga dhigto mid jaban?
PagedAttention waxay ku kaydisaa kaydka KV ee taxane kasta meelo madax banaan, sidaa darteed ku darida ama ka saarida taxanaha duulimaadka dhexe ma dhibayso xusuusta dadka kale.
Waa maxay warqadda cilmi-baarista ee sida caadiga ah lagu tiriyaa caannimada heerka-soo-celinta (sii-socota)?
Warqadda Orca waxay soo bandhigtay jadwal heer-ku-soo-celin ah, fikraddana waxaa la qaatay nidaamyada u adeega sida vLLM, TGI, iyo TensorRT-LLM.