Incamake
Ubushyuhe hamwe nicyitegererezo ni imvugo igenzura uburyo 'bidashoboka' cyangwa 'umutekano' imvugo y'ururimi imvugo. Bahitamo niba ubona igisubizo kimwe giteganijwe buri gihe cyangwa gishya, interuro zitandukanye.
Ubushyuhe na Sampling ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Kuri buri ntambwe, imvugo yururimi ntisohora ijambo muburyo butaziguye - itanga amanota ('logit') kuri buri kimenyetso mumagambo yacyo, softmax ihinduka ikwirakwizwa rishoboka. Icyitegererezo nuburyo ikimenyetso gikurikira cyatoranijwe muri uko kugabana. Ubushyuhe buvugurura isaranganya mbere yo guhitamo: ubushyuhe buke butuma amahitamo yo hejuru yiganje, ibisohoka rero byibanda kandi bisubirwamo; ubushyuhe bwo hejuru buringaniza, kureka ibimenyetso bidashoboka kunyerera kubwinshi butandukanye (kandi amakosa menshi). Akayunguruzo kazwi cyane kagabanya ikidendezi mbere. Hejuru-k ibika gusa k ishoboka-yerekana ibimenyetso. Top-p, cyangwa nucleus sampling, ikomeza urutonde ruto rwibimenyetso bishoboka ko byiyongera kuri p (vuga 0.9), pisine rero ikura mugihe icyitegererezo kidashidikanywaho kandi kigabanuka mugihe cyizeye. Hamwe na hamwe igenamiterere rigurisha kwizerwa kurwanya guhanga.
Ubushishozi
Ubushyuhe bukora mukugabanya buri logit na T mbere ya softmax: ibishoboka biragereranywa na exp (logit / T). T munsi ya 1 ityaza icyuho kugirango ikimenyetso cyo hejuru kiganje; T hejuru ya 1 igabanya icyuho kandi igorora ikwirakwizwa. Kuri T hafi 0 icyitegererezo gihinduka umururumba, burigihe ufata ikimenyetso kimwe gishoboka. Top-k yerekana umubare wabakandida ku mubare uteganijwe, mugihe top-p ishyiraho igiteranyo-gishoboka cyo guhagarika, bityo umubare wabakandida bayo uhuza nuburyo icyitegererezo kiri kuri iyo ntambwe.
Kumenya Ubushyuhe no Gutoranya
Ubushyuhe hamwe nicyitegererezo ni imvugo igenzura uburyo 'bidashoboka' cyangwa 'umutekano' imvugo y'ururimi imvugo. Bahitamo niba ubona igisubizo kimwe giteganijwe buri gihe cyangwa gishya, interuro zitandukanye. Ubushyuhe na Sampling ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugira ngo wubake byimbitse, fata Ubushyuhe na Sampling nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Ubushyuhe na Sampling igishushanyo mbonera, kugarura, no gusuzuma 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
Gushiraho ubushyuhe hafi 0 yo kubyara code cyangwa gukuramo amakuru, aho ushaka igisubizo kimwe cyukuri buri gihe
Kuzamura ubushyuhe bugera kuri 0.8-1.0 kugirango bungurane ibitekerezo ku mazina, amagambo, cyangwa ibitekerezo byinkuru kugirango ubone amahitamo atandukanye
Koresha top-p hafi 0.9 rero icyitegererezo cyicyitegererezo kiva mumagambo yemewe gusa kandi wirinde ibimenyetso bidasanzwe
Koresha top-k kugirango utsindire abakandida kandi wirinde amagambo adasanzwe, adashingiye kumutwe kugaragara mubisubizo byabakiriya
Uburyo bwo Gushyira mu bikorwa
Ubushyuhe no Gutoranya mubikorwa
Gushiraho ubushyuhe hafi 0 yo kubyara code cyangwa gukuramo amakuru, aho ushaka igisubizo kimwe cyukuri buri gihe.
Gushiraho ubushyuhe hafi 0 yo kubyara kode cyangwa gukuramo amakuru, aho ushaka igisubizo kimwe cyukuri burigihe burigihe Amakipe asanzwe abona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Ubushyuhe no Gutoranya mubikorwa
Kuzamura ubushyuhe bugera kuri 0.8-1.0 kugirango bungurane ibitekerezo ku mazina, amagambo, cyangwa ibitekerezo byinkuru kugirango ubone amahitamo atandukanye.
Kuzamura ubushyuhe bugera kuri 0.8-1.0 kugirango bungurane ibitekerezo ku mazina, amagambo, cyangwa ibitekerezo byinkuru kugirango babone amahitamo atandukanye 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.
Ubushyuhe no Gutoranya mubikorwa
Ukoresheje top-p hafi 0.9 rero icyitegererezo cyicyitegererezo kiva mumagambo yemewe gusa kandi wirinda ibimenyetso bidasanzwe.
Ukoresheje top-p hafi 0.9 bityo icyitegererezo ntangarugero kiva mumagambo yemewe gusa kandi ikirinda ibimenyetso bidasanzwe Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ubushyuhe no Gutoranya mubikorwa
Koresha top-k kugirango utsindire abakandida kandi wirinde amagambo adasanzwe, adashingiye kumutwe kugaragara mubisubizo byabakiriya.
Gukoresha top-k kugirango utsindire abakandida kandi wirinde amagambo adasanzwe, adafite insanganyamatsiko kugaragara mubisubizo byabakiriya-Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro 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.