Seetug semantik
Seetug semantik dafay gis njariñ yi ci luñuy tekki, te baña yam ci baatu-caabi yi, kon laaj bu melni "ni ñuy defaree robinet buy senn" mën na feeñ ci xët bu tuddu "defar robinet buy senn." Dafay dundal seetug sitweb bu bees bi, jàppale bot yi, ak jéego yi ci ginaaw assistant IA yu bari.
Plongeur bu xóot
Seetug baat-caabi buñ miin dafay méngoo ak baat yi nga bind, moo tax du am sinonim, parafrase ak mébet. Seetug semantik dafay soppi sa laaj ak bépp këyit ci vecteur numérique yu ñuy woowe embeddings, fu mbind yu am maana yu nuróo toog jegewaale ci barab bu am dimension bu kawe. Ngir tontu ab laaj, sistem bi daf koy dugal ci biir ba noppi wut vecteur dokimaa yi gëna jege, lu ci gëna bari ci nuru cosinus. Loolu dafay tax "oto" méngoo ak "oto" ba noppi may laaj bu leerwul mu am tontu bu leer. Ndax tekkale benn laaj ak ay milioŋ ciy vecteur benn-benn lu yeex la, sistem dëgg yi dañuy jëfandikoo index dekkandoo yi gëna jege lu melni HNSW ngir delloo match yu jege ci millisecond. Sistemu defar yu bari dañuy boole ay vecteur semantik ak baatu-caabi yu yàgg yi ngir gëna baax ci ñoom ñaar.
Gis-gis xarala
Li gëna am solo mooy nuru vecteur. Benn modelu bi-encoder dafay boole laaj bi ak këyitu liggéey bi ñu tàqale, ginaaw ga motër bi dafay rang këyitu liggéey ci nuru cosinus ak vecteur laaj bi. Def lii ci lu ëpp ay milioŋ ciy mbir lu yeex la, moo tax base de done vecteur yi dañuy jëfandikoo algorithm yu jege dëkkandoo yi (ANN), li gëna bari ci HNSW, graphe buñ mëna navigate buy gis match yu jege ci diir bu tollu ci logarithme. Benn setal buñ miin mooy yokk benn cross-encoder reranker bu gëna ndànk buy boole lire laaj bi ak yenn kàndidaa yu mag ngir gëna ñaw komànd bu mujj bi.
njeextalu pexe
Gaawaay ak yaatuwaay
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi.
Dugg ak yegg
Dafay yaatal jëfandikoo gi ci làkk yi ak ci anam yi ñuy jokkoo.
dogal yu gëna leer
Ekip yi mën nañu gëna yàgg ci àtte ci jamono ji otomatisation di liggéey ci baamtu.
Ëlëgu Seetug Semantik
Seetug semantik mingi nekkaat layer biñ jagleel IA, rawatina ni "R" ci jikkoom-augmented buy gëna fonku chatbots ci këyitu dëgg. Xaarandi sistem ibrid yu gëna dëgër yuy boole poñ yi baatu-caabi ak vecteur yi, seetlu multimodal ci biir mbind, nataal, ak audio ci benn barab, ak xeetu embedding yu gëna gudd yuy jàpp këyit yépp. Index ANN yu gëna xéewale, gëna gaaw ak embedding yi ci aparey bi dina tax seetlu semantik bi dugg ci telefon yi ak ci done yu privé yi. Frontier yi gëna am solo ñooy wàññi njëg yi, gëna seddal, ak reranking resultaa yi suko defee passage bi gëna am njariñ, wóor yéeg ci kaw.
Doxal ci àdduna dëgg
Situ e-commerce buy delloosi ay produit yu am njariñ su jëndkat bi bindee "vestu bu tàng ngir yéeg tundu" doonte limu mbir yi dafa wax "manteau trekking bu am isolation"
Centre biy jàppale kiliyaan yi dafay wane xët wi war su jëfandikukat bi leeralee jafe-jafe ci kàddu boppam
Jéego bi ñuy jëlee ci chatbot RAG biy génne këyitu liggéeyukaay bi laataa modelu làkk wi di bind tontu
Seetug codebase bu yaatu ngir am "fonction buy soppi yaatuwaayu nataal yi" ak gis anam wu jaar yoon doonte amul kàddu yooyu
Risk yi ak balustrade yi
Lépp lu jaarul yoon mën na dugg ci rapoor yi, jàppale ci liggéey bi, wala ci njariñu gëstu bi.
Sensibilite bu gaaw mën na jur njariñ yu wuute ci laajte yu noonu mel.
Done yu am solo mën nañu feeñ sudee seytu jëfandikoo gi néew doole.
Roadmap ngir samp gi
Mandargal formaa génne gi, melokaan bi, ak standard kalite yi laata ngay dugal ko.
Tontu yu am solo ak balluwaay yu wóor saa yu dëggu bi di am solo.
Fexeel am barabu xool nit ñi ngir am njariñ yu am solo.
Toppal anami gacce yi ak di faral di tàggataat ay laaj wala def-liggéey.
Weyal di banneexu
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Gis bi ci topp
Seetug Hybrid
Laaj yi ñuy faral di laaj
What is Semantic Search?
Seetug semantik dafay gis njariñ yi ci luñuy tekki, te baña yam ci baatu-caabi yi, kon laaj bu melni "ni ñuy defaree robinet buy senn" mën na feeñ ci xët bu tuddu "defar robinet buy senn." Dafay dundal seetug sitweb bu bees bi, jàppale bot yi, ak jéego yi ci ginaaw assistant IA yu bari.
Lan mooy wuutale seetlu semantik ak seetlu baatu-caabi cosaan?
Seetug semantik dafay méngale li laaj bi ak këyit yi di tekki jaaraleko ci embeddings, suko defee mu mëna méngoo ak sinonim yi ak paraphrase yi méngoo bu baax ak baatu-caabi bi mënul ñàkk.
Naka la motëru seetlu semantik di nattee ni laaj bi méngoo ak benn këyit?
Laajte ak këyit yépp dañu leen soppi def vecteur, ba noppi motër bi dafay rang këyit yi ci nuru vecteur, lu gëna bari nuru cosine, kon vecteur yu gëna jege dañuy tekki lu gëna nuru.
Lan moo waral sistemu seetlu semantik yi di jëfandikoo limu dëkkandoo yi gëna jege (ANN) yu melni HNSW?
Teg benn laaj ak vecteur bu nekk mën na yeex ci eskaal bi, moo tax pexe ANN yu melni HNSW dañuy gis match yu jege lool ci diir bu logarithmic, di jënd ak jaay tuuti ci njub ngir am gaawaay bu rëy.
Lan la encoder cross-ranker di yokk ci gasoduk seetug semantik?
Cross-encoder dafay boole laaj bi ak këyitu kàndidaa bi, lépp ngir am poñ bu gëna dëggu, moo tax ñu koy jëfandikoo ngir rangoowaat ab lim bu ndaw ci resultaa yi gëna mag ginaaw biñu ko gaawe seet.
Luy sistemu seetlu 'hybrid'?
Seetug hybrid dafay boole njariñu semantik bu sukkandiko ci vecteur ak méngoo baatu-caabi cosaan, jàpp luy tekki ak baat bu dëggu bu melni kodu produit wala tur.