Incamake
RLHF ni tekinike ihindura icyitegererezo cyururimi ruto nkumufasha ufasha, ufite ikinyabupfura ubitoza kubyo abantu bakunda. Nibyingenzi kuko bihuza imyitwarire yicyitegererezo nibyo abantu bashaka mubyukuri, ntabwo aribyo bishoboka gusa mubibare.
Kwiga gushimangira Biturutse kubitekerezo byabantu ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Icyitegererezo cyururimi rwateganijwe gihanura inyandiko yemewe, ariko birashoboka ntabwo ari kimwe ningirakamaro, inyangamugayo, cyangwa umutekano. RLHF ikosora ibi mubyiciro. Ubwa mbere, kugenzurwa neza-gutunganya byigisha icyitegererezo gukurikiza amabwiriza ukoresheje ibisubizo byanditse byabantu. Ibikurikira, abantu bagereranya ibice bibiri byicyitegererezo kubisubizo bimwe hanyuma bagahitamo icyiza; kugereranya gutoza icyitegererezo cyigihembo gitanga igisubizo icyo aricyo cyose. Hanyuma, imvugo yindimi itezimbere hamwe no gushimangira kwiga gutanga ibisubizo igipimo cyicyitegererezo cyigihembo. Igihano kirinda gutembera kure yicyitegererezo cyambere kugirango gikomeze kuvuga neza kandi ntigikoresha ibibazo byuburyo bwigihembo. RLHF yari ingenzi mu gutuma __AIU_PROTECTED_7 __- abafasha b'uburyo bukoreshwa.
Ubushishozi
Icyitegererezo cyo guhemba gikunze gutozwa kubiri hamwe no gutakaza uburyo bwa Bradley-Terry, biga gutanga igisubizo gikundwa numuntu amanota menshi ya scalar. Politiki noneho ivugururwa hamwe na PPO (Proximal Policy Optimisation), itanga ibihembo byinshi mugihe igihano cya KL-cyo gutandukanya icyitegererezo cyerekanwe kubuza kurenza urugero no 'guhemba ibihembo'. Kuberako PPO idahwitse, uburyo bushya nka DPO (Optimisation Directeur Directeur) gusimbuka icyitegererezo cyigihembo cyihariye hamwe no gushimangira imbaraga, guhindura politiki biturutse kubantu bombi.
Kwiga Gushimangira Kwiga Biturutse kubitekerezo byabantu
RLHF ni tekinike ihindura icyitegererezo cyururimi ruto nkumufasha ufasha, ufite ikinyabupfura ubitoza kubyo abantu bakunda. Nibyingenzi kuko bihuza imyitwarire yicyitegererezo nibyo abantu bashaka mubyukuri, ntabwo aribyo bishoboka gusa mubibare. Kwiga gushimangira Biturutse kubitekerezo byabantu ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Kwiga gushimangira Biturutse kubitekerezo byabantu 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 Reinforcement Kwiga Biturutse kubitekerezo byabantu atezimbere ubwubatsi, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. 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.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. 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
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. 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
Guhuza umufasha wibiganiro kugirango yange ibyifuzo byangiza kandi bitange ibisubizo byingirakamaro, byubatswe neza aho kuba inyandiko yemewe.
Gutondekanya ibice bibiri byincamake kubyo abantu bakunda gutoza icyitegererezo cyandika incamake abantu basanga ari ingirakamaro.
Kugabanya ibisubizo byuburozi cyangwa kubogama mugushimira ibisubizo abatanga amanota yabantu bubaha kandi bafite umutekano.
Gukoresha DPO kuri dataset yicyifuzo cya vanze yanze ibisubizo kugirango uhuze moderi ifungura isoko idakoresheje PPO yuzuye.
Uburyo bwo Gushyira mu bikorwa
Gushimangira Kwiga Biturutse kubitekerezo byabantu mubikorwa
Guhuza umufasha wibiganiro kugirango yange ibyifuzo byangiza kandi bitange ibisubizo byingirakamaro, byubatswe neza aho kuba inyandiko yemewe.
Guhuza umufasha wibiganiro kugirango yange ibyifuzo byangiza kandi bitange ibisubizo byingirakamaro, byubatswe neza aho kuba gusa inyandiko yemewe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gushimangira Kwiga Biturutse kubitekerezo byabantu mubikorwa
Gutondekanya ibice bibiri byincamake kubyo abantu bakunda gutoza icyitegererezo cyandika incamake abantu basanga ari ingirakamaro.
Gutondekanya ibice bibiri byincamake kubantu bakunda gutoza icyitegererezo cyandika incamake abantu mubyukuri basanga Amakipe yingirakamaro mubisanzwe babona ibisubizo byiza mugihe basobanuye ibipimo byujuje ubuziranenge imbere, bagakomeza inzira yo kuzamuka kwabantu kubibazo, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gushimangira Kwiga Biturutse kubitekerezo byabantu mubikorwa
Kugabanya ibisubizo byuburozi cyangwa kubogama mugushimira ibisubizo abatanga amanota yabantu bubaha kandi bafite umutekano.
Kugabanya umusaruro wuburozi cyangwa kubogama mubisubizo bihesha ibisubizo abantu batanga amanota berekana ko amakipe yubahwa kandi afite umutekano mubisanzwe abona umusaruro ushimishije mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gushimangira Kwiga Biturutse kubitekerezo byabantu mubikorwa
Gukoresha DPO kuri dataset yicyifuzo cya vanze yanze ibisubizo kugirango uhuze moderi ifungura isoko idakoresheje PPO yuzuye.
Gukoresha DPO kuri dataset yibyifuzo byahisemo kwangwa kugirango uhuze icyitegererezo gifungura isoko udakoresheje neza PPO loop Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.