Pexey xaaj këyit
Document chunking mooy ni ngay xaajalee mbind mu gudd ci ay pàcc yuñ mëna jëlaat balaa nga koy dugal ci seetlu wala RAG.
Résumé
The chunk size and boundaries quietly determine retrieval quality, so getting them right often matters more than picking a fancier model.
Plongeur bu xóot
Chunking dafay soppi këyitu dokimaa yu rëy yi ci ay pàcc yu ndaw yu méngoo ak xeetu embedding bi, ba noppi méngoo ak ni ñuy laajee laaj yi. Chunking bu am dayo bu takku dafay xaajaloo ci benn token wala lim araf, lu bari luñu koy jaxasoo suko defee frase buy romb benn pegg nekkul orphelin. Xaajale rekursif dafay xaajaloo ci xeetu tàqalekat yi (paragraf yi, ginaaw ga frase yi, ginaaw ga baat yi) ngir sargal jëmmal. Xaajale semantik dafay boole frase yi ci boole nuru, di dog fi topic bi di toxu. Document-aware chunking dafay topp format bi ci boppam, xaaj ci boppu Markdown, etiketu HTML, wala fonction kode. Tension core bi mooy granularite: piyees yu ndaw yi dañuy joxe match yu dëggu waaye dañuy ñàkk contexte bi leen wër, piyees yu mag yi dañuy yor contexte waaye dilute relevance te mën nañu weesu token limits. Tuyo yu bari dañuy denc ay piyees yu ndaw ngir génne leen waaye ñuy dundal paas yu yaatu yi ci model bi.
Gis-gis xarala
Overlap mooy njuumte bi gëna yomba wóolu: baamtu lu tollu ci 10 ba 20 pursaa ci token yi ci diggante chunks yi ci wetam dafay fexe ba xaaj bi ci benn pegg ba leegi mingi feeñ ci benn chunk. Semantic chunking demna lu gëna sori ci dugal frase bu nekk ak natt cosine distance diggante dëkkandoo yi, ba noppi dagg fi distance bi yéeg ba ëpp benn threshold. Loolu dafay defar ay pàcc yu méngoo ci wàllu topic ak guddaay bu mën soppiku, ci njëgu xayma yu gëna bari ci diiru indexation.
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 pexe dokimaa Chunking
Chunking mingi joge ci jéego bu fiks bu ñuy njëkka defar, dem ci lu méngoo ak xam model bi. Xeetu jëfandikoo bu melni late chunking dafay njëkka dugal këyit wi yépp, ba noppi boole vecteur chunk yi suko defee piyees bu nekk tëye contexte global bi. Parser yi xam jëmmal dañuy gëna denc tablo yi, boppu yi ak lim yi, duñu leen platre nekk mbind yu bari bruit. Lu palanteer yi di màgg, yenn pipeline yi dañuy jël ay piyees yu néew waaye yu gëna mag, waaye piyees yu xarañ yi dañuy des lu am solo ci njëg, latency, ak njubte bu leer moo gën ñu réer.
Doxal ci àdduna dëgg
Séddale téere produit bu am 200 xët ci boppu wàll yi, suko defee laaj bi jëm ci 'terme de garantie' dafay jël wàll woowu rek, du téere bi yépp.
Jëfandikoo frase yuy jaxasoo suko defee benn firnde buy yegg ba ci njeextalu benn paragraf ak ndoorte li ci topp mu des ci benn pàcc soo koy seet.
Semantically chunking ab këyitu gëstu suko defee waxtaanu njuréef yi ak waxtaanu resultaa yi nekk ay pàcc yu wuute, topic coherent.
Xaajale ab codebase ci fonction wala class boundary suko defee laaj developpeur bi di am benn unité bu mat, buñu mëna daw, du genn-wàllu fonction.
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
HyDE Document Hypothétique
Laaj yi ñuy faral di laaj
What is Document Chunking Strategies?
Document chunking mooy ni ngay xaajalee mbind mu gudd ci ay pàcc yuñ mëna jëlaat balaa nga koy dugal ci seetlu wala RAG. Dayo chunk bi ak ay pexe ñooy wane kalite retrieval bi, kon jot leen ci anam wu jaar yoon moo gëna am solo tann model bu gëna fancier.
Lan moo waral ñuy faral di yokk overlap ci digganté chunks yu dendoo?
Overlap dafay baamtu ab daggitu jetons ci digganté dëkkandoo yi suko defee xibaar bi nekk ci xaaj bi duñu ko dagg ñaar ba noppi réer.
Lan la semantik chunking di jëfandikoo ngir tànn fi ñuy xaajalee?
Chunking semantik dafay dugal ay frase ak ay dogg fu distance cosine bi diggante dëkkandoo yi di yokk, di defar ay piyees yu méngoo ci topic bi.
Lan mooy xéewal gi gëna mag ci diggante piyees yu ndaw lool ak yu mag lool?
Chunks yu ndaw yi méngoo nañu bu baax waaye dindi contexte bi ko wër, waaye chunks yu mag yi dañuy denc contexte bi waaye mën nañu dilute relevance bi ba noppi dóor token limits yi.
Naka lay def ba xaaj recursif di xam fuñu wara dagg mbind mi?
Chunking recursive dafay wàcci limu tàqalekat yi ngir sargal structure naturelle bi nga nekk ci biir benn target.
Lan mooy xalaat bi ci ginaaw motif 'bu ndaw ba bu mag' wala motif seetlu këyitu waajur?
Danga wara méngale ci ay pàcc yu ndaw ngir leer, ba noppi nga yaatal ko ci mbindu waajur wi ko wër suko defee model bi am contexte bi yépp.