Decodage buñu tënk
Dekodaas bu tënk dafay forse modelu làkk bi mu defar ay génne yu topp sàrt yu tar - lu melni JSON bu baax, motif regex, wala tànneef yu takku - ci di tere bépp token buy yàq structure bi.
Résumé
It turns a probabilistic text generator into a reliable producer of machine-parseable output.
Plongeur bu xóot
Benn xeetu làkk dafay jël misaalu token bi ci topp ci vocabulaire bi yépp, kon dara duko tere defar virgule bu réer wala bracket bu tolloowul buy dog JSON parsing. Decodage constrainté dafay saafara lii ci mën toppatoo ab grammer wala masin staat ci wetu generation bi. Ci jéego bu nekk, sistem bi dafay xayma ban jeton moo legal ci li ñu defar ba leegi, ba noppi maske (def ci infini negatif) probabilite bu bepp jeton budul yoon balaa ñuy jël misaal. Ngir JSON, loolu dafay tekki ni ginaaw brace ubbite bi, quote wala brace tëjug kese lañuy nangu; ginaaw butoŋu, ñaari poñ kese. Li gëna bari luñu koy jëfandikoo mooy dajale ay grammaire yu amul benn contexte (lu melni GBNF ci llama.cpp), JSON Schemas, wala ay expression yu bari ci biir masku niveau token yii, loolu dafay garanti ni génne gi dafay baax ci tabax te du ci yaakaar.
Gis-gis xarala
Xeetu mekanism bi gëna am solo mooy masku token bi ñuy def ci logits yi laata softmax. Parser dafay topp tolluwaayu grammer bi fi nekk; ci nekkin boobu dafay njëkka xayma limu token yi ci topp, ba noppi dekodeer bi dafay nul probabilite yeneen yi. Li jafe mooy tokenizers yi dañuy xaaj mbind yi ci ay piyeesu subword yu méngoowul ak màndarga grammaire yi, moo tax bibliotek yu melni Outlines wala XGrammar dañu tabax automaton buy màndargaal jaar-jaaru grammaire ci vocabulaire token bi, ñuy faral di cache ngir gaawaay.
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 dekodage buñ tënk
Decodage buñ tënk mingi nekk màndarga biñ jagleel nit ñi, te du luy yokk: leegi fournisseur yi dañuy wane 'sorti yuñ yamale' ak 'mode JSON' yuy garanti sàmmonte ak schema ci wàllu serwër. Xaarandil compilation grammaire bu gëna gaaw, latency bu gëna ndaw ci automata yiñ njëkka calculer, ak boole bu gëna dëgër ak woote jumtukaay ak kaadar agent, fu bépp tontu model wara dugg bu baax ci kode bi. Gëstu dafay puus ci wàllu tënk yu gëna riis - xeetu sistem, nàfar làkku prograam bu mat sëkk, ak saytu semantik - te baña yàq kàttanu model bi.
Doxal ci àdduna dëgg
Forse LLM ngir génne JSON bu méngoo ndànk ak schema biñ tànn bu njëkk suko defee kode bi ci suuf mën ko parse te du jéem / lu moy garde.
Teg tontub xeetu xaaj bi ci benn ci etiketu fixe yu melni 'positif', 'negatif', wala 'neutral' te amul leneen.
Defar SQL bu baax ci wàllu sintaks wala argument woote fonction ngir jëfandikoo jumtukaay, fu token bu jaarul yoon mën na tas executeur bi.
Defar ay génnekaay yu méngoo ak ab exprseioŋ buñ miin, lu ci melni nimero telefon, bisu ISO, wala kodu produit bu am formaa fixe.
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
Dekodaas buy wuutale
Laaj yi ñuy faral di laaj
What is Constrained Decoding?
Dekodaas bu tënk dafay forse modelu làkk bi mu defar ay génne yu topp sàrt yu tar - lu melni JSON bu baax, motif regex, wala tànneef yu takku - ci di tere bépp token buy yàq structure bi. Dafay soppi ab defarkatu bind bu mëna am ci ab defarkat bu wóor bu masin mëna parse.
Lan la decodage constrainte di def ci jéego bu nekk ci generation bi?
Decodage constrainté dafay xayma token yi legal ci stade grammaire bi, ba noppi def probabilite ci token yu baaxul yi ci zero balaa misaali model yi.
Lan moo waral dekodaas buñ tënk am njariñ ngir génne JSON?
Sooy nangu rek ay token yuy tëye grammaire JSON, génne gi mënul am ay braces yu tolloowul wala ay virgule yu jaarul yoon, kon dafay parse ci anam wu wóor.
Ban jafe-jafe teknik moo tax dekodage bu tënk bi jafe jëfandikoo?
Tokenizers yi dañuy xaaj mbind yi ci ay piyeesu subword yuy jëm wala xaaj ay pexe grammaire, kon bibliotek yi dañu wara xayma jaar-jaaru grammaire ci vocabulaire token bi.
Ci formaa yii, yan ci ñoom mooy formaa bi ñuy jëfandikoo ngir leeral ay tënk ci dekodaas bi?
Xeetu JSON, grammer yu amul muy tekki (lu melni GBNF), ak expression reguleer dañu leen di faral di boole ci masku token yiy dooleel structure.
Ban barab ci pipeline bi lañuy faral di jëfandikoo masku tënk bi?
Mask bi dañu koy def ci logits yu ñor yi suko defee token yu baaxul yi am probabilite bu tuuti suñu jëlee token bi ci topp.