Dubawa
Tsare-tsare na GPU yana yanke shawarar waɗanne ayyuka ke gudana akan waɗanne masu haɓakawa da kuma lokacin, yayin da ƙungiyar kade-kade ke daidaita waɗannan ayyukan a cikin duka tarin injuna. Tare suna kiyaye GPUs masu tsada a cikin aiki, gaskiya, kuma abin dogaro ga yawancin masu amfani da nauyin aiki.
Tsare-tsare na GPU da Ƙungiyar Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwaƙwalwa na Ƙaƙwalwa na Ƙaƙwalwa na Ƙaƙwalwa na Ƙaƙwal ) ne wanda ke shafar ingancin samfurin, farashin kayan aiki, latency, da aminci a ma'auni.
Zurfafa nutsewa
A cikin gungu na AI da aka raba, yawancin masu amfani suna gasa don ƙarancin GPUs waɗanda zasu iya kashe dubun dubatar daloli kowanne. Mai tsara tsarawa ya dace da buƙatun kowane aiki (yawan GPUs, ƙwaƙwalwar ajiya, topology) zuwa kayan aikin da ake da su, yana aiwatar da abubuwan fifiko da ƙimar rabon gaskiya, da layukan layi suna aiki lokacin da tari ya cika. Orchestration yana ci gaba: yana sanya kwantena, yana hawa bayanai, yana sarrafa gazawa, sake kunna ma'aikatan da suka fado, da dinke tare da horarwa da aka rarraba. Kubernetes tare da kayan aikin na'urar NVIDIA da ƙari-kan kamar Volcano ko Kueue suna gudanar da tsara tsarin ƙungiyoyi, inda duk ma'aikatan aikin da aka rarraba dole ne su fara tare ko babu wanda ya yi. Tsari mai kyau kuma yana mutunta GPU interconnect topology, co-locating martaba waɗanda ke buƙatar saurin sadarwar NVLink don guje wa jinkirin ƙulli-ƙulli.
Fahimtar Fasaha
GPUs an fallasa su azaman abubuwan ƙididdigewa, albarkatun da ba za a iya raba su ba, don haka masu tsara jadawalin bibiyar su kamar lamba maimakon kewayon CPU masu iya rabawa. Tsare-tsare na ƙungiyoyi (ko haɗin gwiwa) yana da mahimmanci: aikin horarwa da aka rarraba tare da madaidaicin matsayi na 64 idan an ba da GPUs 60 kawai, don haka mai tsarawa dole ne ya ware duk-ko-komai. Matsayin Topology-sane yana karanta shimfidu NVLink da InfiniBand don ci gaba da sadar da saƙon kusa, yana rage ƙarancin raguwa wanda ke mamaye manyan horon samfuri.
Ƙwararrun Jadawalin GPU da Ƙungiyoyin Ƙira
Tsare-tsare na GPU yana yanke shawarar waɗanne ayyuka ke gudana akan waɗanne masu haɓakawa da kuma lokacin, yayin da ƙungiyar kade-kade ke daidaita waɗannan ayyukan a cikin duka tarin injuna. Tare suna kiyaye GPUs masu tsada a cikin aiki, gaskiya, kuma abin dogaro ga yawancin masu amfani da nauyin aiki. Tsare-tsare na GPU da Ƙungiyar Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwaƙwalwa na Ƙaƙwalwa na Ƙaƙwalwa na Ƙaƙwalwa na Ƙaƙwal ) ne wanda ke shafar ingancin samfurin, farashin kayan aiki, latency, da aminci a ma'auni. Don gina fahimta mai zurfi, bi da Tsarin GPU da Ƙwararrun Ƙwararru a matsayin ƙirar aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, bayyana zato, da kuma raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da Jadawalin GPU da Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwaƙwalwa na Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwaƙwalwa na Ƙaƙwalwa na Ƙaƙwalwa na Ƙaƙwalwa na Ƙaƙwalwa na Ƙaƙwalwa na Ƙaƙwalwa na Ƙaƙwalwa ) suna inganta gine-gine, bayanai, da zaɓin kayan more rayuwa a kan 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
Gidan binciken bincike yana amfani da ƙididdiga na gaskiya don haka babu ƙungiya ɗaya da za ta iya ɗaukar duk GPUs yayin da wasu ke jira a cikin jerin gwano.
Kubernetes tare da ƙungiyar Volcano-suna tsara aikin horarwa na 32-GPU don haka kowane ma'aikaci zai fara lokaci ɗaya, yana hana ɓarna ɓarna.
Mai tsara tsarawa yana ƙaddamar da gwaji mai ƙarancin fifiko, yana bincika shi, kuma yana 'yantar da GPUs don aikin sake horarwa na gaggawa.
Matsayin Topology-sane ya haɗu da matsayi takwas akan kulli ɗaya mai haɗin NVLink don haɓaka gradient gabaɗaya.
Hanyoyin Aiwatarwa
Jadawalin GPU da Ƙungiyoyin Ƙungiyoyi a aikace
Gidan binciken bincike yana amfani da ƙididdiga na gaskiya don haka babu ƙungiya ɗaya da za ta iya ɗaukar duk GPUs yayin da wasu ke jira a cikin jerin gwano.
Gidan binciken bincike yana amfani da ƙididdiga masu adalci don haka babu ƙungiya ɗaya da za ta iya ɗaukar duk GPUs yayin da wasu ke jira a cikin jerin gwanon 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.
Jadawalin GPU da Ƙungiyoyin Ƙungiyoyi a aikace
Kubernetes tare da ƙungiyar Volcano-suna tsara aikin horarwa na 32-GPU don haka kowane ma'aikaci zai fara lokaci ɗaya, yana hana ɓarna ɓarna.
Kubernetes tare da ƙungiyar Volcano-suna tsara aikin horarwa na 32-GPU don haka kowane ma'aikaci ya fara lokaci ɗaya, hana ɓarna ɓarna Ƙungiyoyin yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓaka ɗan adam don ƙararraki, da kuma bin diddigin nasarorin yawan aiki da ƙimar kuskure akan lokaci.
Jadawalin GPU da Ƙungiyoyin Ƙungiyoyi a aikace
Mai tsara tsarawa yana ƙaddamar da gwaji mai ƙarancin fifiko, yana bincika shi, kuma yana 'yantar da GPUs don aikin sake horarwa na gaggawa.
Mai tsara tsarawa yana ƙaddamar da gwaji mai mahimmanci, yana bincika shi, kuma yana ba da GPUs don saurin samarwa da haɓaka haɓaka ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Jadawalin GPU da Ƙungiyoyin Ƙungiyoyi a aikace
Matsayin Topology-sane ya haɗu da matsayi takwas akan kulli ɗaya mai haɗin NVLink don haɓaka gradient gabaɗaya.
Matsayin Topology-sane yana ba da matsayi takwas akan kullin haɗin NVLink guda ɗaya don haɓaka ƙwararrun ƙungiyoyi masu raguwa 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 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.