Dubawa
Haɓaka Manufofin Dangantaka na Ƙungiya (GRPO) hanya ce ta ƙarfafawa-koyo don ingantaccen tsarin harshe wanda ke yin hukunci akan kowace amsa a kan gungun 'yan'uwan amsoshi guda ɗaya, kawar da keɓantaccen hanyar sadarwar ƙima da PPO ke amfani da shi. Ya zama sananne azaman babban dabarar horarwa a bayan ƙirar tunanin DeepSeek.
Haɓaka Manufofin Dangantaka na Ƙungiya wani shingen ginin fasaha ne wanda ke shafar ingancin ƙira, farashin kayayyakin more rayuwa, jinkiri, da aminci a sikeli.
Zurfafa nutsewa
GRPO bambance-bambancen koyarwa-gradient ƙarfafa koyo da aka ƙera don sanya RL kyakkyawan daidaita manyan nau'ikan harshe mai rahusa da kwanciyar hankali. Madaidaicin PPO yana buƙatar ƙwararren 'mai suka' (samfurin ƙima), gwargwadon girman manufofin kanta, don kimanta yadda kowane alamar ke da kyau. GRPO yana cire wannan suka gaba ɗaya. Ga kowane faɗakarwa yana ba da samfuran ƙungiyar gamawa (a ce 8-64), ya ƙididdige su duka tare da siginar lada, sannan ya ƙididdige fa'idar kowane kammalawa ta hanyar daidaita ladan sa a kan ma'anar ƙungiyar da madaidaicin karkata. Amsoshi sama da matsakaici ana ƙarfafa su kuma waɗanda ke ƙasa da matsakaicin an danne su. Kalmar bambance-bambancen KL tana kiyaye ƙirar kusa da manufar tunani. DeepSeek ya gabatar da shi, yana ƙarfafa DeepSeekMath da ƙirar tunani DeepSeek-R1.
Fahimtar Fasaha
Babban ra'ayin shine maye gurbin tushen ƙimar koyo na PPO tare da tushen rukunin Monte Carlo. Ga rukunin abubuwan da aka fitar tare da lada r_i, kowane fa'ida shine A_i = (r_i - ma'ana (r)) / std (r). Wannan ƙimar da aka daidaita tana haɓaka ƙimar yuwuwar da aka yanke, daidai kamar yadda yake a cikin PPO, da kuma hukuncin KL akan daskararrun ƙirar ƙira yana hana drift. Saboda babu wani mai sukar da aka horar, ƙwaƙwalwar ajiya da ƙididdige kusan rabin, kuma daidaitawa da sauri yana ba da ma'auni, ƙananan fa'idodi.
Haɓaka Manufofin Dangi na Ƙungiya na Jagora
Haɓaka Manufofin Dangantaka na Ƙungiya (GRPO) hanya ce ta ƙarfafawa-koyo don ingantaccen tsarin harshe wanda ke yin hukunci akan kowace amsa a kan gungun 'yan'uwan amsoshi guda ɗaya, kawar da keɓantaccen hanyar sadarwar ƙima da PPO ke amfani da shi. Ya zama sananne azaman babban dabarar horarwa a bayan ƙirar tunanin DeepSeek. Haɓaka Manufofin Dangantaka na Ƙungiya wani shingen ginin fasaha ne wanda ke shafar ingancin ƙira, farashin kayayyakin more rayuwa, jinkiri, da aminci a sikeli. Don haɓaka fahimta mai zurfi, ɗauki Inganta Manufofin Dangi na Ƙungiya azaman ƙirar aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu ke buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da Inganta Manufofin Dangantaka na Ƙungiya suna haɓaka gine-gine, bayanai, da zaɓin kayan more rayuwa tare da dogaro da farashi. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. A lokaci guda, Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
Horar da DeepSeek-R1 da DeepSeekMath don samar da dogon jerin tunani na tunani ta amfani da lada na daidaitattun ƙa'ida akan matsalolin lissafi.
Kyawawan ƙirar ƙira-ƙira mai kyau inda kowane samfurin da aka ƙirƙira ya sami maki ta ko ya wuce gwaje-gwaje na yanki, kuma an daidaita ƙungiyar don zaɓar masu nasara.
Buɗaɗɗen bututun RLHF (misali, a cikin ɗakunan karatu na TRL da verl) ta amfani da GRPO don daidaita samfuran taɗi ba tare da biyan kuɗin hanyar sadarwa ta daban ba.
Haɓaka bin umarni ko ɗabi'a na aminci ta hanyar samar da amsoshi da yawa a cikin gaggawa da kuma ba da lada ga waɗanda ƙimar samfurin lada mafi girma dangane da takwarorinsu.
Hanyoyin Aiwatarwa
Inganta Manufofin Dangi na Ƙungiya a aikace
Horar da DeepSeek-R1 da DeepSeekMath don samar da dogon jerin tunani-tunani ta amfani da lada na daidaitattun ƙa'ida akan matsalolin lissafi.
Horon DeepSeek-R1 da DeepSeekMath don samar da dogon tsarin tunani na tunani ta amfani da lada na daidaitattun ka'ida akan matsalolin lissafi Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da kuma bin diddigin nasarorin samar da aiki da ƙimar kuskure akan lokaci.
Inganta Manufofin Dangi na Ƙungiya a aikace
Kyakkyawar ƙirar ƙira-ƙirƙirar lambar inda kowane samfurin samfurin ya sami maki ta ko ya ci gwajin naúrar, kuma an daidaita ƙungiyar don zaɓar masu nasara.
Kyawawan ƙirar ƙirar ƙira mai kyau inda kowane samfurin samfurin ya sami maki ta ko ya wuce gwaje-gwaje na yanki, kuma an daidaita ƙungiyar don zaɓar masu cin nasara Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Inganta Manufofin Dangi na Ƙungiya a aikace
Buɗaɗɗen bututun RLHF (misali, a cikin ɗakunan karatu na TRL da verl) ta amfani da GRPO don daidaita ƙirar taɗi ba tare da biyan kuɗin hanyar sadarwa ta daban ba.
Buɗaɗɗen bututun RLHF (misali, a cikin ɗakunan karatu na TRL da verl) ta amfani da GRPO don daidaita ƙirar taɗi ba tare da biyan kuɗin cibiyar sadarwar ƙima daban-daban Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓaka ɗan adam don ƙararraki, da bin diddigin abubuwan samarwa da ƙimar kuskure akan lokaci.
Inganta Manufofin Dangi na Ƙungiya a aikace
Haɓaka bin umarni ko halayen aminci ta hanyar samar da amsoshi da yawa a cikin gaggawa da kuma ba da lada ga waɗanda ƙimar samfurin lada mafi girma dangane da takwarorinsu.
Haɓaka bin umarni ko halayen aminci ta hanyar ɗaukar amsoshi da yawa cikin sauri da kuma ba da lada ga waɗanda ƙimar samfurin lada mafi girma dangane da takwarorinsu Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da kuma bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.