Incamake
Itsinda Rifitanye isano na Politiki Optimisiyoneri (GRPO) nuburyo bwo gushimangira-kwiga uburyo bwo guhuza neza imvugo yerekana imvugo igenzura buri gisubizo kubitsinda ryibisubizo byabavandimwe kubibazo bimwe, bikuraho umuyoboro wihariye wakoreshejwe na PPO. Yabaye icyamamare nkamahugurwa yibanze inyuma yibitekerezo bya DeepSeek.
Itsinda Rifitanye isano na Politiki Optimisiyoneri ni tekinoroji yo kubaka tekinike igira ingaruka ku bwiza bw'icyitegererezo, igiciro cy'ibikorwa remezo, ubukererwe, no kwizerwa ku gipimo.
Kwibira cyane
GRPO ni variant ya politike-igenda ishimangira imyigire igamije gukora kugirango RL ihuze neza imiterere yindimi nini zihendutse kandi zihamye. PPO isanzwe ikenera 'kunegura' (icyitegererezo cyagaciro), hafi nini nka politiki ubwayo, kugirango igereranye uburyo buri kimenyetso ari cyiza. GRPO ikuraho uwo kunegura burundu. Kuri buri gisubizo cyerekana itsinda ryuzuza (vuga 8-64), ritsindire byose hamwe nibimenyetso byigihembo, hanyuma ubare ibyiza byose birangiye muguhuza ibihembo byacyo muburyo butandukanye bwo gutandukana kwitsinda. Hejuru-ugereranije ibisubizo birashimangirwa kandi munsi yikigereranyo cyahagaritswe. Ijambo KL-gutandukana rigumisha icyitegererezo hafi ya politiki yerekana. Yinjijwe na DeepSeek, yakoresheje DeepSeekMath hamwe na Moderi yo gutekereza ya DeepSeek-R1.
Ubushishozi
Igitekerezo cyingenzi ni ugusimbuza PPO yize agaciro shingiro hamwe nitsinda rya Monte Carlo. Kubitsinda ryibisubizo hamwe nibihembo r_i, buri nyungu ni A_i = (r_i - bivuze (r)) / std (r). Ayo manota asanzwe agwiza ibipimo byagabanijwe, neza nko muri PPO, hamwe na KL igihano cyerekeranye nicyitegererezo cyahagaritswe curbs drift. Kuberako ntamunenga watojwe, kwibuka no kubara hafi kimwe cya kabiri, kandi kuri buri kintu gisanzwe gitanga bisanzwe byapimwe, ibyiza-bitandukanye.
Kumenya Amatsinda Yerekeye Politiki Yoroheje
Itsinda Rifitanye isano na Politiki Optimisiyoneri (GRPO) nuburyo bwo gushimangira-kwiga uburyo bwo guhuza neza imvugo yerekana imvugo igenzura buri gisubizo kubitsinda ryibisubizo byabavandimwe kubibazo bimwe, bikuraho umuyoboro wihariye wakoreshejwe na PPO. Yabaye icyamamare nkamahugurwa yibanze inyuma yibitekerezo bya DeepSeek. Itsinda Rifitanye isano na Politiki Optimisiyoneri ni tekinoroji yo kubaka tekinike igira ingaruka ku bwiza bw'icyitegererezo, igiciro cy'ibikorwa remezo, ubukererwe, no kwizerwa ku gipimo. Kugirango wubake byimbitse, fata Optimisation ya Groupe Relative Group nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha Politiki Yerekeranye na Optimisiyoneri yorohereza imyubakire, 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
Guhugura DeepSeek-R1 na DeepSeekMath kubyara urunigi rurerure-rwibitekerezo ukoresheje ibihembo bishingiye kumategeko yo gukosora kubibazo byimibare
Kuringaniza neza-ibisekuru-bigezweho aho buri gisubizo cyatanzwe gitangwa niba cyatsinze ibizamini, kandi itsinda risanzwe ryo gutora abatsinze
Gufungura-isoko ya RLHF imiyoboro (urugero, muri TRL na verl isomero) ukoresheje GRPO guhuza moderi zo kuganira utishyuye umuyoboro wihariye.
Gutezimbere amabwiriza-akurikira cyangwa imyitwarire yumutekano muguhitamo ibisubizo byinshi kuri buri gihe no guhemba abo ibihembo byikitegererezo cyo hejuru ugereranije na bagenzi babo
Uburyo bwo Gushyira mu bikorwa
Amatsinda Yerekeranye na Politiki yo Gukwirakwiza mubikorwa
Guhugura DeepSeek-R1 na DeepSeekMath kubyara urunigi rurerure-rwibitekerezo ukoresheje ibihembo bishingiye kumategeko yo gukosora kubibazo byimibare.
Guhugura DeepSeek-R1 na DeepSeekMath kugirango bitange urunigi rurerure-rwibitekerezo ukoresheje ibihembo bishingiye ku gukosora ibihembo ku bibazo by’imibare Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Amatsinda Yerekeranye na Politiki yo Gukwirakwiza mubikorwa
Kuringaniza neza-ibisekuru byerekana aho buri gisubizo cyatanzwe gitangwa niba cyatsinze ibizamini, kandi itsinda risanzwe ryo gutora abatsinze.
Moderi-yerekana neza-ibisekuruza byerekana aho buri gisubizo cyatanzwe cyatsinzwe niba cyatsinze ibizamini byibice, kandi itsinda risanzwe ryo gutora abatsinze Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Amatsinda Yerekeranye na Politiki yo Gukwirakwiza mubikorwa
Gufungura-isoko ya RLHF imiyoboro (urugero, muri TRL na verl isomero) ukoresheje GRPO guhuza moderi zo kuganira utishyuye umuyoboro wihariye.
Gufungura-isoko ya RLHF imiyoboro (urugero, muri TRL na amasomero ya verl) ukoresheje GRPO kugirango uhuze moderi yo kuganira utishyuye umuyoboro wihariye wihariye 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.
Amatsinda Yerekeranye na Politiki yo Gukwirakwiza mubikorwa
Gutezimbere amabwiriza-akurikira cyangwa imyitwarire yumutekano muguhitamo ibisubizo byinshi kuri buri gihe no guhemba abo ibihembo byikitegererezo cyo hejuru ugereranije na bagenzi babo.
Gutezimbere amabwiriza-akurikira cyangwa imyitwarire yumutekano muguhitamo ibisubizo byinshi kuri buri mwanya no guhemba abo igipimo cyicyitegererezo cyigihembo ugereranije na bagenzi babo Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe 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.