Ururimi AI

Kwangwa Gutoranya Cyiza-Guhuza

Kwangwa Gutoranya Cyiza-Guhuza (RFT) bitanga ibisubizo byinshi byabakandida, bigakomeza gusa amanota meza, kandi bigakomeza icyitegererezo kubatsinze.

Incamake

Kwangwa Gutoranya Cyiza-Guhuza (RFT) bitanga ibisubizo byinshi byabakandida, bigakomeza gusa amanota meza, kandi bigakomeza icyitegererezo kubatsinze. Nibyingenzi kuko itanga inyungu nyinshi za RLHF ukoresheje imyigire ikurikiranwa neza aho kwiga bigoye gushimangira.

Kwangwa Gutoranya Cyiza-Guhuza ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.

Kwibira cyane

Kwangwa Gutoranya Cyiza-Guhuza, rimwe na rimwe byitwa ibyiza-bya-N-gutunganya neza, ni ikintu cyingenzi muburyo moderi nka __AIU_PROTECTED_13 __ 'Llama 2 na Llama 3 zahujwe. Ibisobanuro biroroshye: kuri buri gisubizo, tanga ibisubizo byinshi (vuga 4 kugeza 64) uhereye kurugero rwubu, utange amanota buriwese hamwe nigihembo cyigihembo cyangwa umugenzuzi wikora, hanyuma ujugunye ('kwanga') byose usibye ibisubizo biri hejuru. Ibyitegererezo bisigaye byujuje ubuziranenge bihinduka bishya bigenzurwa neza na dataset, kandi icyitegererezo cyabatojwe hamwe nigihombo gisanzwe gikurikira. Gusubiramo uyu muzingo byerekana icyerekezo cyo gutanga ibisubizo byiza wenyine. Kuberako icyitegererezo cyigira kubisubizo byayungurujwe, RFT irinda ihungabana no guhuza imitwe ya politiki-igereranya RL mugihe ikomeje gukoresha ibihembo.

Ubushishozi

RFT ikoresha uburyo bwo gutoranya inshuro nyinshi no kugumya guhembwa igihe kinini ugereranije no gutoranya gukarishye, kurwego rwo hejuru. Amahugurwa kuri abo batsinze binyuze muri cross-entropy isanzwe itandukanya neza iyo myitwarire myiza-ya N igaruka mubyitegererezo by'icyitegererezo kimwe. Kubishobora kugenzurwa nkimibare cyangwa code, 'ibihembo' birashobora gusa kuba igisubizo cyanyuma cyangwa ikizamini cyatsinzwe, bikuraho ibikenewe byigihembo cyize.

Kumenya Kwangwa Gutoranya Cyiza-Guhuza

Kwangwa Gutoranya Cyiza-Guhuza (RFT) bitanga ibisubizo byinshi byabakandida, bigakomeza gusa amanota meza, kandi bigakomeza icyitegererezo kubatsinze. Nibyingenzi kuko itanga inyungu nyinshi za RLHF ukoresheje imyigire ikurikiranwa neza aho kwiga bigoye gushimangira. Kwangwa Gutoranya Cyiza-Guhuza ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Kwanga Sampling Nziza-Guhuza nkicyitegererezo 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 Kwanga Sampling Nziza-Guhuza 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.

Kazoza ko Kwangwa Gutoranya Cyiza-Guhuza

RFT ni ingenzi cyane mumahugurwa agezweho, akenshi akoreshwa mbere cyangwa kuruhande rwa RL nka PPO na DPO. Ubujurire bwayo bugenda bwiyongera hamwe nibisobanuro bihendutse kandi byikora byikora byikora: uko moderi igenda itera imbere mukubyara no kwisuzumisha, gusubiramo kwangwa byongeye gushyigikira synthique-data hamwe no kwiteza imbere. Tegereza kwishyira hamwe hamwe nuburyo bwo gutekereza butanga urunigi rwukuri rwibitekerezo, hamwe nubushakashatsi bukomeje bwuburyo bwo kwirinda ibihembo byogusenyuka no gutandukana gutandukana mugihe imyitozo inshuro nyinshi kumusaruro wikitegererezo.

Gushyira mu bikorwa Isi

Guhuza imiterere-yuburyo bwa Llama muguhitamo ibisubizo byinshi kuri buri kibazo, kugumana amanota menshi-yerekana amanota, hanyuma SFT kuri ibyo

Gutezimbere imibare ikemura ibisubizo byinshi no kugumana gusa ibigera kubisubizo nyabyo, bisuzumwa

Kode yerekana aho abakandida babikwa gusa iyo batsinze ibizamini byigice, hanyuma bigakoreshwa nkamakuru yamahugurwa

Kubaka inyigisho zifatika zamakuru mugushungura icyitegererezo cyiza ubwacyo cyatanze ibisubizo kumyitozo ikurikira

Uburyo bwo Gushyira mu bikorwa

Kwangwa Gutoranya Cyiza-Guhuza imyitozo

Guhuza imiterere-yuburyo bwa Llama muguhitamo ibisubizo byinshi kuri buri kibazo, kugumana amanota menshi-yerekana amanota, hanyuma SFT kuri ibyo.

Guhuza imiterere-yuburyo bwa Llama muguhitamo ibisubizo byinshi kuri buri mwanya, kugumana amanota menshi-yerekana ibihembo, hanyuma SFT kuri ayo makipe ubusanzwe ibona ibisubizo byiza iyo isobanuye ibipimo byujuje ubuziranenge imbere, igakomeza inzira yo kuzamura abantu kubibazo, kandi ikurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.

Kwangwa Gutoranya Cyiza-Guhuza imyitozo

Gutezimbere imibare ikemura ibisubizo byinshi no kugumana gusa ibigera kubisubizo nyabyo, bisuzumwa.

Kunoza igisubizo cyibiharuro mugutanga ibisubizo byinshi no kugumana gusa ibyo bigera kubisubizo nyabyo, bisuzumwa Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.

Kwangwa Gutoranya Cyiza-Guhuza imyitozo

Kode yerekana aho abakandida babikwa gusa iyo batsinze ibizamini byigice, hanyuma bigakoreshwa nkamakuru yamahugurwa.

Iyandikwa rya kode aho abakandida babikwa gusa iyo batsinze ibizamini byibice, hanyuma bigakoreshwa nkamakuru yamahugurwa Amakipe akunze kubona umusaruro ushimishije mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.

Kwangwa Gutoranya Cyiza-Guhuza imyitozo

Kubaka inyigisho zifatika zamakuru mugushungura icyitegererezo cyiza ubwacyo cyatanze ibisubizo kumyitozo ikurikira.

Kubaka imibare yamakuru yubushakashatsi mugushungura icyitegererezo cyiza ubwacyo cyabyaye ibisubizo byamahugurwa ataha Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.

Ingaruka & Kurinda

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Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.

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Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.

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Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.

Igishushanyo mbonera

1

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.

2

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.

3

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.

4

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.

Komeza Ubushakashatsi