Ƙuntataccen Ƙaddamarwa
Ƙuntataccen ƙaddamarwa yana tilasta ƙirar harshe don samar da fitarwa wanda ke bin ƙaƙƙarfan ƙa'idodi - kamar ingantaccen JSON, tsarin regex, ko tsayayyen zaɓi na zaɓi - ta hanyar toshe duk wata alama da za ta karya tsarin.
Dubawa
It turns a probabilistic text generator into a reliable producer of machine-parseable output.
Zurfafa nutsewa
Samfurin harshe galibi yana yin samfuri na gaba daga cikakkun ƙamus ɗinsa, don haka babu abin da zai hana shi samar da waƙafi ko madaidaici wanda ke karya juzu'in JSON. Ƙuntataccen ƙaddamarwa yana gyara wannan ta hanyar riƙe nahawu ko na'ura na jiha tare da tsarawa. A kowane mataki, tsarin yana ƙididdige waɗanne alamun da aka ba da izinin abin da aka samar ya zuwa yanzu, sa'an nan kuma ya ɓoye (ya saita zuwa rashin iyaka mara kyau) yuwuwar kowane alama ta haramtacciyar hanya kafin yin samfur. Don JSON, wannan yana nufin bayan takalmin gyaran kafa na buɗewa kawai ana ba da izinin magana ko takalmin rufewa; bayan maɓalli, kawai hanji. Ayyukan gama-gari suna tattara nahawu marasa mahallin (kamar GBNF a cikin llama.cpp), JSON Tsare-tsare, ko maganganu na yau da kullun a cikin waɗannan mashin-matakin alamar, tabbatar da fitarwa yana aiki da tsari ta hanyar gini maimakon ta bege.
Fahimtar Fasaha
Babban tsarin shine abin rufe fuska alama da aka yi amfani da shi a kan logits kafin softmax. Mai magana yana bin yanayin nahawu na yanzu; don waccan jihar yana ƙididdige saitin lamurra na gaba da aka ba su izini, kuma mai yankewa ba shi da yuwuwar sauran sauran. Abu mai wahala shine masu tokenizers suna raba rubutu zuwa guntun kalmomi waɗanda ba su daidaita tare da alamomin nahawu, don haka ɗakunan karatu kamar Shaci ko XGrammar suna gina nahawu na taswira ta atomatik akan ainihin ƙamus ɗin alama, galibi ana adana su don sauri.
Dabarun Tasiri
Gudu da sikelin
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Shiga ku isa
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Shawarwari masu haske
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Makomar Ƙarfin Ƙaddamarwa
Ƙuntataccen ƙaddamarwa yana zama fasalin tsoho maimakon ƙari: masu samarwa yanzu suna fallasa 'tsararrun kayan aiki' da 'yanayin JSON' waɗanda ke ba da garantin bin tsarin sabar uwar garken. Yi tsammanin haɗar nahawu cikin sauri, ƙarancin jinkiri daga automata da aka riga aka ƙidaya, da ƙarin haɗin kai tare da kiran kayan aiki da tsarin wakilai, inda kowane amsa samfurin dole ne ya shiga cikin lamba. Bincike yana matsawa zuwa ga mafi ƙanƙantawa - nau'in tsarin, cikakkun nahawu-harshen shirye-shirye, da bincike-bincike - ba tare da sadaukar da ƙwarewar ƙirar ba.
Aiwatar da Gaskiyar Duniya
Tilasta LLM don fitar da JSON wanda yayi daidai da ƙayyadaddun tsari don haka lambar ƙasa zata iya rarraba shi ba tare da gwadawa/sai masu gadi ba.
Ƙuntata amsar samfurin rarrabuwa ga ɗaya daga cikin ƙayyadaddun lakabin da aka saita kamar 'tabbatacce', 'marasa', ko 'tsaka-tsaki' kuma ba komai ba.
Samar da ingantaccen SQL ko hujjar kiran aiki don amfani da kayan aiki, inda alamar da ba ta dace ba za ta rushe mai zartarwa.
Samar da fitarwa wanda ya dace da magana ta yau da kullun, kamar lambar waya, kwanan wata ISO, ko lambar samfur mai tsayayyen tsari.
Hatsari & Tsare-tsare
Abubuwan da aka ruɗe suna iya shigar da rahotanni cikin nutsuwa, kwararar tallafi, ko abubuwan bincike.
Hankali na gaggawa na iya ƙirƙirar sakamako mara daidaituwa a cikin buƙatun iri ɗaya.
Za a iya fallasa bayanan rubutu mai ma'ana idan ikon samun dama yana da rauni.
Taswirar Hanya
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Ci gaba da Bincike
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the Constrained Decoding quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Jagora na gaba
Ƙididdigar ƙima
Tambayoyin da ake yawan yi
What is Constrained Decoding?
Ƙuntataccen ƙaddamarwa yana tilasta ƙirar harshe don samar da fitarwa wanda ke bin ƙaƙƙarfan ƙa'idodi - kamar ingantaccen JSON, tsarin regex, ko tsayayyen zaɓi na zaɓi - ta hanyar toshe duk wata alama da za ta karya tsarin. Yana juya janareta na rubutu mai yuwuwa zuwa ingantaccen mai samar da kayan aikin injin-kwalwa.
Menene ƙayyadaddun ƙayyadaddun ƙayyadaddun bayanai ke yi a kowane mataki na tsara?
Ƙuntataccen ƙididdige ƙididdige waɗanne alamu ke da doka da aka ba da yanayin nahawu kuma suna saita yuwuwar duk alamomin da ba bisa ka'ida ba zuwa sifili sosai a gaban samfuran samfuri.
Me yasa ƙuntatawa ke da amfani don samar da fitowar JSON?
Ta kawai ƙyale alamun da ke kiyaye nahawu na JSON, fitarwar ba za ta iya samun madaidaicin takalmin gyaran kafa ko waƙafi ba, don haka yana karkata cikin dogaro.
Wane ƙalubale na fasaha ya sa ƙaƙƙarfan yanke hukunci da wahala don aiwatarwa?
Tokenizers sun raba rubutu zuwa guntun kalmomi waɗanda ke faɗi ko raba iyakoki na nahawu, don haka ɗakunan karatu dole ne su taswirar nahawu zuwa ainihin ƙamus ɗin alama.
A cikin waɗannan wane tsari ne na gaske da aka yi amfani da shi don ƙayyadaddun ƙuntatawa don yankewa?
Shirye-shiryen JSON, nahawu marasa mahallin (kamar GBNF), da maganganu na yau da kullun ana haɗa su cikin mashin alamar da ke aiwatar da tsari.
A wane lokaci a cikin bututun ne aka saba amfani da abin rufe fuska?
Ana amfani da abin rufe fuska a kan ɗanyen logits ta yadda ba bisa ka'ida ba alamun su sami yuwuwar rashin lahani lokacin da aka yi samfurin na gaba.