GUIDE teknik
Binndaat Laaj ak Seetlu Laaj yu bari
Binndaat laaj ak seetlu laaj yu bari ay pexe RAG lañu yuy soppi laaj jëfandikukat bi balaa muy seetee, ci joxewaat ko, xaaj ko ay sous-laaj, wala defar ay anam yu bari ba noppi boole seeni resultaa.
Ci xët wii3 simili jàng
Résumé
Dañu am solo ndax jëfandikukat yi dañuy faral di laaj laaj yu leerul, waxtaan wala laaj yu bari pàcc yu baat yi méngoowul ak këyit yi, te laaj bu gëna baax mën na feeñal pàcc yu am solo yu benn seetlu bu dëggu mënul ñàkk.
Plongeur bu xóot
Kalite seet gi mingi aju bu bari ci laaj bi. Jëfandikukat yi dañuy bind laaj yu gàtt, yu jaxasoo wala yuy waxtaan, waaye dokimaa yi dañuy jëfandikoo seen vocabulaire. Coppite ci laaj bi dafay tëj bërëb bi balaa seetlu bi di am. Formu bi gëna yomba def mooy binndaat: LLM dafay soppi bataaxalu jëfandikukat bi ci laaj seetlu bu gëna leer. Loolu lu am solo la ci waxtaan yu bari, fu toppu yu mel ni "ak ci 2023?" tekkiwul dara lu amul jaar-jaar, kon sistem bi dafay tënk waxtaan wi ci benn laaj bu nekk boppam. Decomposition dafay xaaj laaj bu jafee xam ci ay sous-laaj yuñ mëna jëlee benn-benn, lu am njariñ ci méngale wala laaj yu bari hop. Jéego-dellu-dellu, bi Google DeepMind gëstukat yi leeral ci 2023, laaj na laaj bu gëna yaatu ngir njëkka am njàngale yu njëkk. Seetug laaj yu bari dafay defar ay anam yu bari ci laaj bi, def seetlu ci bu nekk ci ñoom, ba noppi boole njariñ yi. LangChain moo siiwal lii ci defarkatu laaj yu bari. RAG-Fusion dafay boole laaj yu bari ak boole rang (RRF), muy anam wi Cormack, Clarke ak Buettcher leeralee ci 2009, mooy joxe poñ ci këyit bu nekk ci boole 1/(k + rang) ci limu resultaa yi. Këyit yi feeñ ci kaw ci lim yu bari dañuy yéeg ci kaw te soxla wuñu poñ yu bees yuñ mëna méngale. Benn pexem bu méngoo ak loolu, HyDE (Document Hypothetical Embeddings, Gao ak ay naataango, 2022), dafa am model bi mu bind tontu bu gëm-gëm ba noppi dugal ko ci barabu laaj bi, ndax ab bind bu am formu tontu dafay faral di gëna jege tontu dëgg yi ci barabu tënk. Njuumte: laaj yu bari duñu saa yu nekk gëna baax. Variante bumu ci mëna doon, dafay yokk latency ak njëg, te variante yiñ defar bu baaxul mën nañu dem ba génn ci bëgg-bëggu jëfandikukat bi, di yóbbe ay këyit yu amul njariñ. Binndaat mën na dindi ay tënk yu am solo yu melni bis wala tur produit. Natt fàttaliku ak tontu kalite ci laaj dëgg laata ngay jël jéego yii.
njeextalu pexe
Njëgg ak budget
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
dogal yu gëna leer
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Xool kalite
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Ëlëgu binndaat laajte ak seetlu laajte yu bari
Bi RAG agent di tasaaroo, coppite laaj dafay gëna bari ci model biy jël dogal ci li ñuy seet, di baamtu su resultaa yi nuru lu néew doole, du ci jéego binduwaat bu takku. Loolu mooy tax xalaat yi ci suuf, decomposition, variants ak fusion, gëna am solo doonte dañu gëna néew luñu leen di gis. Yokkateg xeetu embedding ak seetlu hybrid wàññi nañu yenn ñàkka méngoo ci vocabulaire waaye du dindi soxla leeral laaj yu jaxasoo wala yuy waxtaan. Xaarandil ekip yi ñu jëfandikoo pexe yii ci anam wu tànneef, ñuy tàmbali su amee laaj bu jafee xam wala su njëkk gi néew doole, ngir mëna ekilibre kalite ak njëg.
Doxal ci àdduna dëgg
Ci assistant chat bi, toppu bi "ana lu jëm ci ligeeykat yu xaaj yi?" di binndaat ci laaj bu nekk ci boppam lu melni "politigu congé parental ngir liggéeykat yuy liggéey waxtu bu gàtt" jëfandikoo waxtaan bu njëkk bi.
Laaj buy méngale njëgi ñaari fournisseur cloud dañu koy xaaj ay seetlu yu wuute ngir fournisseur bu nekk, ba noppi ñu boole resultaa yi balaa ñuy tontu.
Benn bot buy jàppale dafay defar ñeenti mbind yu melni "sama aplikaasioŋ wéy dima dindi", boole ci ay mbir yu xarala yu melni jeexal sesioŋ ak yeesal token, ba noppi boole njariñ yi ak rang fusion reciproque.
Assistant gëstukat bi dafay jëfandikoo step-back prompting ngir njëkka seet njàngale bu mag bi ci ginaaw laaj bu gàtt, ba noppi mu jël ay detay yu leer, jox model bi background ak ay detay yu leer.
Risk yi ak balustrade yi
Optimize benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi.
Njëg li ñuy fay ci infrastructure yi ak ci toppatoo dañuy faral di suufeel.
Bu sistem yi di gëna xawa jafee xam, jafe-jafe yi am ci wàllu kaaraange ak seetlu mën nañu gëna bari.
Roadmap ngir samp gi
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo.
Benchmark ci biir sargal ak done yu dëggu.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Weyal di banneexu
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Laaj yi ñuy faral di laaj
Luy Binndaat Laaj ak Seetlu Laaj yu bari?
Binndaat laaj ak seetlu laaj yu bari ay pexe RAG lañu yuy soppi laaj jëfandikukat bi balaa muy seetee, ci joxewaat ko, xaaj ko ay sous-laaj, wala defar ay anam yu bari ba noppi boole seeni resultaa. Dañu am solo ndax jëfandikukat yi dañuy faral di laaj laaj yu leerul, waxtaan wala laaj yu bari pàcc yu baat yi méngoowul ak këyit yi, te laaj bu gëna baax mën na feeñal pàcc yu am solo yu benn seetlu bu dëggu mënul ñàkk.
Lan moo waral binndaat laajte lu am solo la ci waxtaan yu bari?
Toppatoo bu mel ni "ak ci 2023?" soxla jaar-jaaru waxtaan ngir nekk laajte bu am njariñ.
Ban pexe mooy xaaj laaj buy méngale ci seetlu yu wuute ngir mbir mu nekk buñuy méngale?
Decomposition dafay xaaj laaj yu jafee xam wala yu am pàcc yu bari ay pàcc yu ndaw yuñ jëlee ci pàcc bu nekk.
Luy def jéego yu dellu ginaaw?
Jéego-dellu-dellu laaj, ci Google DeepMind gëstukat yi, jëlaat taarix bu ëpp solo balaa ay leeral.
Ci fusion rang reciproque, naka lañuy xaymaa poñ yi benn këyit am?
RRF dafay boole 1/(k + rang) ci kaw limu këyit bu nekk, di neexal këyit yi gëna kawe ci lim yu bari.
Lan moo tax RRF baax ngir boole seetlu vecteur ak njariñu BM25?
Ndax RRF dafay jëfandikoo rang yi kese, mën na boole ay lim yu poñ yi ñu am mënul méngoo.
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