Ibishushanyo RAG hamwe no Gushakisha-Byateguwe
RAG idasanzwe yihuta kandi ikarisha ibisekuruza byongerewe imbaraga mugihe ufite ntoya, yihuta yerekana umushinga wabakandida benshi ibisubizo bivuye mubyangombwa byakuweho, icyitegererezo kinini noneho kigenzura.
Incamake
It matters because it cuts latency and reduces the confusion large models suffer when stuffed with many long passages.
Kwibira cyane
Classic RAG igaburira inyandiko zose zagaruwe mururimi rumwe runini rwururimi, rutinda kandi rukunze gutakaza intumbero mugihe imiterere ari ndende. RAG idasanzwe igabanya akazi. Icyitegererezo gito, cyihariye 'gishushanya' gihabwa amatsinda yinyandiko zagaruwe kandi kigatanga ibisubizo byinshi byabakandida kuburinganire, buri kimwe gishingiye kubice bitandukanye byibimenyetso kandi biherekejwe nimpamvu. Icyitegererezo kinini 'verifier' noneho gitanga amanota kandi kigatora icyiza, aho gusoma inyandiko zose ubwacyo. Kuberako icyitegererezo gito gikora gusoma biremereye kandi nini nini igenzura gusa imishinga migufi, sisitemu irihuta kandi akenshi irasobanutse neza. Intambwe yo gukusanya yemeza ko imishinga ikubiyemo ibitekerezo bitandukanye aho kuba ibice bitarenze.
Ubushishozi
Inyandiko zasubitswe zegeranye nibirimo bisa, hanyuma inyandiko imwe ikopororwa muri buri cluster kugirango ibe ibice bitandukanye, bitarenze urugero. Igishushanyo cyoroheje gitanga igisubizo hiyongereyeho ishingiro kuri buri gice kibangikanye. Igenzura rigereranya amanota yicyizere muguhuza umushinga wo kwishyira ukizana, impamvu zifatika zifatika, hamwe nikimenyetso cyo kwigaragaza, hanyuma igahitamo umushinga watsinze amanota menshi. Igabana ryindorerwamo yumurimo spekulifike decoding: ibyifuzo biringaniye, icyifuzo kimwe cyemewe.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Kazoza Kudasanzwe RAG hamwe no Gushakisha-Byongerewe Igishushanyo
Ibishushanyo mbonera bya RAG yerekeza kuri sisitemu yo kugarura ibintu aho abashushanya bato batoboye bahujwe kuri domaine hanyuma bagahinduranya inyuma yo kugenzura. Witegereze kurushaho guhuza imiyoboro ya agent, imibare ihuza imiterere yimishinga ishingiye kubibazo bitoroshye, hamwe nababigenzura nabyo byerekana ibimenyetso bidahagije. Mugihe imiterere ya Windows ikura, agaciro kavuye mugutondekanya inyandiko nyinshi kugirango ugereranye ubushishozi guhuza ibitekerezo hejuru yibimenyetso, gukora umushinga-no-kugenzura ibyubatswe birashoboka ko bidashoboka kubibazo byashubijwe.
Gushyira mu bikorwa Isi
Umufasha wubuvuzi Q&A umufasha aho umushushanya muto asoma umurongo ngenderwaho wamavuriro ugereranije kandi icyitegererezo kinini kigenzura igisubizo cyizewe, gishyigikiwe neza.
Isosiyete ishakisha bot itegura ibisubizo byinshi byabakandida bivuye mubice bitandukanye kugirango bagabanye ubukererwe kubumenyi burebure.
Igikoresho cyemewe cyubushakashatsi butanga ibisobanuro birushanwe bishingiye kumasoko atandukanye-amategeko, hanyuma akayashyira hamwe nicyitegererezo.
Sisitemu-ifasha abakiriya itandukanya indangarubuga yihariye yo gutunganya imfashanyigisho y'ibicuruzwa mugihe igenzura rusange ryemeza ishingiro ryukuri.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Kwikorera-RAG no Kugarura
Ibibazo bikunze kubazwa
What is Speculative RAG and Retrieval-Augmented Drafting?
RAG idasanzwe yihuta kandi ikarisha ibisekuruza byongerewe imbaraga mugihe ufite ntoya, yihuta yerekana umushinga wabakandida benshi ibisubizo bivuye mubyangombwa byakuweho, icyitegererezo kinini noneho kigenzura. Nibyingenzi kuko bigabanya ubukererwe kandi bigabanya urujijo moderi nini zibabazwa iyo zuzuyemo ibice byinshi birebire.
Muri Speculative RAG, ni uruhe ruhare ruto ruto rufite?
'Igishushanyo' cyoroheje gisoma inyandiko zegeranye kandi zitanga ibisubizo byinshi byabakandida bashingiye kuburinganire.
Kuki inyandiko zagaruwe zegeranye mbere yo gutegura?
Guteranya no gutoranya inyandiko imwe kuri cluster itanga buri mushinga igice cyihariye, kidahuzagurika cyibimenyetso, gishimangira ibisubizo bitandukanye.
Ni ubuhe buryo bunini bwa 'verifier' bukora mbere na mbere?
Aho gusoma inyandiko zose ubwazo, uwagenzuye asuzuma imishinga migufi n'ibitekerezo kandi agahitamo igisubizo cyatsinze amanota menshi.
Nigute RAG idasanzwe igabanya ubukererwe ugereranije na RAG isanzwe?
Icyitegererezo kinini gihenze ntikigifata ibice byose birebire; igenzura gusa inyandiko ngufi, mugihe ibishushanyo mbonera bikora gusoma.
Igishushanyo mbonera cya RAG umushinga-hanyuma-kugenzura imiterere isa nubuhe buryo bwa decoding?
Byombi ukoreshe ibyifuzo bihendutse biva kumurongo muto ukurikirwa no kugenzura byemewe kuva murwego runini.