Dubawa
Daidaitawar ƙwararru ta raba ƙirar ƙwararrun masana'antu da yawa na ciyarwar gaba a cikin GPUs daban-daban don haka kowace na'ura tana riƙe da yanki kaɗan na sigogi. Yana da mabuɗin don ba da samfuran MoE na siga na tiriliyan a rahusa, tunda ƴan ƙwararrun ƙwararru ne kawai ke gudanar da kowace alama.
Daidaitawar Kwararru don MoE Hidima tubalin ginin fasaha ne wanda ke shafar ingancin samfuri, farashin kayayyakin more rayuwa, latency, da aminci a sikeli.
Zurfafa nutsewa
A Mixture-of-Experts Layer (MoE) ya maye gurbin babbar hanyar sadarwa ta gaba ɗaya tare da ƙananan ƙananan (masana) da na'ura mai ba da hanya tsakanin hanyoyin sadarwa wanda ke ɗaukar manyan-k (sau da yawa 1 ko 2) masana kowace alama. Daidaiton ƙwararru (EP) yana sanya masana daban-daban akan GPUs daban-daban. A ra'ayi, na'ura mai ba da hanya tsakanin hanyoyin sadarwa ya yanke shawarar waɗanne ƙwararrun kowace alamar ke buƙata, sannan matakin sadarwa na gaba-da-zuwa yana jujjuya alamu zuwa GPUs da ke riƙe da zaɓaɓɓun ƙwararrun da suka zaɓa, suna gudanar da FFN, kuma suna jujjuya sakamakon baya. Wannan yana ƙyale samfurin ya sami ɗimbin ma'auni (mai rahusa) yayin kunna ƙaramin juzu'i a kowace alama (ƙananan FLOPs). Samfura kamar Mixtral 8x7B, DeepSeek-V3, da GPT-OSS suna amfani da wannan. Ƙaƙƙarfan sassa suna daidaita ma'aunin ƙwararru da ƙwararru biyu masu tsada duka-zuwa-duka a kowane Layer.
Fahimtar Fasaha
Babban makanikin shine gama-gari guda biyu-zuwa-duka a kowane Layer na MoE: aikawa (aika alamu ga ƙwararrun su) da haɗa ( tattara abubuwan da aka dawo dasu). Saboda hanyar tuƙi ya dogara da bayanai, adadin alamun da ke bugun kowane ƙwararre ya bambanta, yana haifar da rashin daidaituwar kaya da 'yan iska.' Serving systems add capacity factors, expert buffers, and token dropping or padding to keep GEMMs (matrix multiplies) uniform, and often overlap the all-to-all communication with expert computation to hide latency.
Daidaita Ƙwararrun Ƙwararru don Hidimar MoE
Daidaitawar ƙwararru ta raba ƙirar ƙwararrun masana'antu da yawa na ciyarwar gaba a cikin GPUs daban-daban don haka kowace na'ura tana riƙe da yanki kaɗan na sigogi. Yana da mabuɗin don ba da samfuran MoE na siga na tiriliyan a rahusa, tunda ƴan ƙwararrun ƙwararru ne kawai ke gudanar da kowace alama. Daidaitawar Kwararru don MoE Hidima tubalin ginin fasaha ne wanda ke shafar ingancin samfuri, farashin kayayyakin more rayuwa, latency, da aminci a sikeli. Don haɓaka fahimta mai zurfi, bi da Daidaituwar Kwararru don MoE Hidima azaman ƙirar aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya dogara da abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da Daidaitawar Kwararru don Hidimar MoE suna haɓaka gine-gine, bayanai, da zaɓin abubuwan 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
Yin hidimar Mixtral 8x7B a cikin 2-4 GPUs ta hanyar sanya 2-4 na ƙwararrunsa 8 akan kowace na'ura
DeepSeek-V3 ta yin amfani da iyakantaccen kuɗaɗe don ɗaukar nodes nawa ƙwararrun ƙwararrun alamar ke faɗi, yankan tsaka-tsakin-zuwa-duka.
Yin amfani da vLLM ko SGLang ƙwararriyar yanayi-daidaitacce don ɗaukar nauyin ƙirar 200B+ akan kullin 8-GPU guda ɗaya.
Haɗa daidaiton ƙwararru tare da daidaitawar tensor akan matakan kulawa a cikin jigilar EP+TP matasan
Hanyoyin Aiwatarwa
Daidaitawar Kwararru don MoE Hidima a aikace
Yin hidimar Mixtral 8x7B a cikin 2-4 GPUs ta hanyar sanya 2-4 na ƙwararrunsa 8 akan kowace na'ura.
Yin hidimar Mixtral 8x7B a cikin 2-4 GPUs ta hanyar sanya 2-4 na ƙwararrun 8 akan kowace na'ura 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 yawan aiki da ƙimar kuskure akan lokaci.
Daidaitawar Kwararru don MoE Hidima a aikace
DeepSeek-V3 ta yin amfani da iyakantaccen kuɗaɗe don ɗaukar nodes nawa ƙwararrun ƙwararrun alamar ke faɗi, yanke tsaka-tsakin-zuwa-duka.
DeepSeek-V3 ta yin amfani da iyakantaccen kuɗaɗe don ɗaukar nau'ikan nodes na ƙwararrun ƙwararrun alamar, yanke kuɗaɗen duka-duka 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.
Daidaitawar Kwararru don MoE Hidima a aikace
Amfani da vLLM ko SGLang ƙwararriyar yanayin daidaitacce don ɗaukar nauyin ƙirar 200B+ akan kullin 8-GPU guda ɗaya.
Yin amfani da vLLM ko SGLang ƙwararrun ƙwararrun yanayin daidaitawa don ɗaukar ƙirar 200B+ akan ƙirar ƙira guda 8-GPU 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'i, da bin duk abubuwan da aka samu na samarwa da ƙimar kuskure akan lokaci.
Daidaitawar Kwararru don MoE Hidima a aikace
Haɗa daidaiton ƙwararru tare da daidaitawar tensor akan matakan kulawa a cikin jigilar EP+TP matasan.
Haɗa daidaiton ƙwararrun ƙwararru tare da daidaitawar tensor akan matakan kulawa a cikin ƙwararrun turawar EP + TP 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 bin duk 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.