Incamake
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.
Igisekuru kibujijwe hamwe n’ikibonezamvugo kiyobowe nigice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
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.
Kumenya Igisekuru Cyabujijwe kandi Ikibonezamvugo
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. Igisekuru kibujijwe hamwe n’ikibonezamvugo kiyobowe nigice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugira ngo wubake byimbitse, fata Igisekuru cyateguwe n’ikibonezamvugo nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha Igishushanyo mbonera na Grammar-Yayobowe na Generation igishushanyo mbonera, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
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
Uburyo bwo Gushyira mu bikorwa
Igisekuru kibujijwe hamwe nikibonezamvugo kiyobowe mubikorwa
Guhatira LLM gusohora JSON ihuye neza na gahunda ya API kuburyo code yo hasi itigera ikubita ikosa rya parse.
Guhatira LLM gusohora JSON ihuye neza na gahunda ya API kuburyo kode yo hasi itigera ikubita ikosa rya parse Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Igisekuru kibujijwe hamwe nikibonezamvugo kiyobowe mubikorwa
Kubyara SQL byemejwe ko byemewe muburyo bw'ikibonezamvugo mbere yo gukora.
Kubyara SQL byemejwe ko byemewe muburyo bw'ikibonezamvugo mbere yo kurangiza Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Igisekuru kibujijwe hamwe nikibonezamvugo kiyobowe mubikorwa
Kugabanya ibyasohotse mubisohoka kumurongo umwe uhamye wibyiciro byikirango ukoresheje regex cyangwa inzitizi.
Kugabanya ibyasohotse mubisohoka kuri kimwe mubintu byagenwe byerekana ibyiciro ukoresheje regex cyangwa enum imbogamizi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Igisekuru kibujijwe hamwe nikibonezamvugo kiyobowe mubikorwa
Gukora imikorere-guhamagarira impaka kubakoresha-ibikoresho bihora bihuza ibikoresho bisabwa muburyo bwibikoresho.
Gutanga imikorere-ihamagarira impaka kubakoresha ibikoresho bihora bihuye nibikoresho bisabwa muburyo bwibikoresho Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
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.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.