Igisekuru kibujijwe hamwe nikibonezamvugo
Igisekuru kibujijwe gihatira icyitegererezo cyururimi kubyara umusaruro uhora uhuza nuburyo bwasobanuwe, nka JSON yemewe, SQL, cyangwa imvugo isanzwe.
Incamake
It matters because it eliminates an entire class of parsing failures, making LLMs reliable enough to wire into real software pipelines.
Kwibira cyane
Ururimi rusanzwe rwerekana urugero rwikimenyetso gikurikiraho kubuntu, bityo rushobora kubyara JSON idahwitse, agaciro ka enum katemewe, cyangwa imirongo idahwitse. Igisekuru kibujijwe gihindura intambwe yicyitegererezo ubwacyo: kuri buri mwanya sisitemu ibara ibimenyetso bikiri byemewe byemewe nigishushanyo cyangwa ikibonezamvugo, hanyuma ugahisha amahirwe yikimenyetso cyose kitemewe kugeza kuri zeru mbere yo gutoranya. Ubusanzwe amategeko agaragazwa nkikibonezamvugo kitarimo imiterere (akenshi gikusanywa muburyo bwa GBNF bukoreshwa na llama.cpp), imvugo isanzwe, cyangwa Schema ya JSON. Amasomero nka Outlines, Ubuyobozi, na XGrammar, wongeyeho __AIU_PROTECTED_10 __ 'Ibisubizo byubatswe hamwe nuburyo bwa JSON,' bishyira mubikorwa. Kuberako inzira zitemewe zaciwe, icyitegererezo ntigishobora gusohora umugozi unanirwa gusesengura, mugihe ugihitamo kubuntu muburyo bukomeza.
Ubushishozi
Amayeri yibanze ni ikimenyetso-urwego rwa finite-leta imashini. Ikibonezamvugo cyangwa regex byakusanyirijwe muri leta, kandi kuri buri ntara ibimenyetso byabigenewe byerekana ibimenyetso byerekana amagambo bikomeza ibisohoka byemewe. Nyuma yicyitegererezo kibyara logi yacyo, ibimenyetso bitemewe bishyirwa kumurongo utagira ingano, so softmax ibaha zero bishoboka. Imashini itera imbere hamwe na buri kimenyetso cyemewe. Tokenizer idahuye (ikimenyetso kimwe cyerekana imipaka yikibonezamvugo) nigice gikomeye, gikemurwa no kwerekana amagambo arwanya automaton mbere yigihe.
Ingaruka z'Ingamba
Umuvuduko n'igipimo
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Kugera no kugera
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Ibyemezo bisobanutse
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Ejo hazaza h'ibisekuru byateganijwe kandi bikoreshwa mu kibonezamvugo
Tegereza decode ibujijwe guhinduka nkibisanzwe, hafi-zeru-hejuru yimbere imbere ya moteri yerekana nka vLLM na TensorRT-LLM aho kuba isomero rya bolt-on. Ubushakashatsi burimo gusunika ku mbogamizi zikize, imiterere yuzuye-ikibonezamvugo, imiterere-yagenzuwe kode yerekana, hamwe nimbogamizi zishimangira ibintu bifatika, ntabwo ari syntax gusa. Gukomatanya gukomeye hamwe nabakozi no guhamagarira ibikoresho bizareka moderi yizewe neza imikorere yimpaka. Ikibazo gifunguye ni ugukomeza kuba hejuru, kubera ko ikibonezamvugo kirenze urugero rimwe na rimwe gishobora gusunika icyitegererezo kure yacyo.
Gushyira mu bikorwa Isi
Guhatira LLM gusohora JSON ihuye neza na gahunda ya API kuburyo code yo hepfo itigera ikubita ikosa rya parse
Kubyara SQL byemejwe ko byemewe muburyo bw'ikibonezamvugo mbere yo gukora
Kugabanya ibyasohotse mubisohoka kumurongo umwe uhamye wibyiciro byikirango ukoresheje regex cyangwa enum imbogamizi
Gukora imikorere-guhamagarira impaka kubakoresha-ibikoresho bihora bihuza ibikoresho bisabwa muburyo bwibikoresho
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Kubuza Kode
Ibibazo bikunze kubazwa
What is Constrained and Grammar-Guided Generation?
Igisekuru kibujijwe gihatira icyitegererezo cyururimi kubyara umusaruro uhora uhuza nuburyo bwasobanuwe, nka JSON yemewe, SQL, cyangwa imvugo isanzwe. Nibyingenzi kuko ikuraho icyiciro cyose cyo kunanirwa gusesengura, bigatuma LLMs yizewe bihagije kugirango igere mumiyoboro nyayo ya software.
Ni iki ibisekuru bibujijwe bihindura mubyukuri mugihe cyo kubyara inyandiko?
Igisekuru kibujijwe kigira uruhare mugihe cyo gushushanya, kikanagabanya amahirwe yikimenyetso cyasenya imiterere isabwa mbere yo gutoranya.
Nubuhe muribwo buryo busanzwe bwo kwerekana amategeko agenga ikibonezamvugo?
Imbogamizi zisobanurwa nkikibonezamvugo kitarimo imiterere (urugero, GBNF), imvugo isanzwe, cyangwa Schema ya JSON.
Nigute ibimenyetso bitemewe bibuzwa guhitamo?
Masking ishyiraho ibimenyetso bitemewe muburyo butagira iherezo, bityo nyuma ya softmax bakira zeru bishoboka kandi ntibishobora gutangwa.
Ni izihe ngorane nyamukuru za tekinike mugushira mubikorwa inzitizi-urwego?
Ikimenyetso kimwe gishobora kuzenguruka ibice byikibonezamvugo, bityo amagambo agomba gutondekwa neza kuri automaton kugirango akemure ibyo bidahuye.
Niyihe nyungu itaziguye y'ibisekuru bibujijwe kuri sisitemu yo gukora?
Kubwubatsi, ibisohoka buri gihe bihuye nimiterere, bityo rero abasesengura hasi ntibigera baniga kumyandiko idahwitse. Ntabwo yemeza ko ari ukuri.