Gating da Gudanarwa a cikin Ƙididdigar Yanayi
Gating da kewayawa suna barin hanyar sadarwa ta jijiya ta kunna ɓangarorin da take buƙata don kowace shigarwa maimakon gudanar da duka samfurin kowane lokaci.
Dubawa
This decouples model size from compute cost, enabling enormous models that stay fast and cheap to run.
Zurfafa nutsewa
Ƙididdigar ƙididdigewa yana nufin cibiyar sadarwa tana yin shawarwari masu dogaro da bayanai game da waɗanne ƙananan kayayyaki don amfani da su. Ƙaramar cibiyar sadarwar 'gating' ko 'na'ura mai ba da hanya tsakanin hanyoyin sadarwa' tana duba kowace shigarwa (sau da yawa kowace alama) kuma tana samar da maki da ke zaɓar 'ƙwararrun' don aika ta. A cikin tsarin Mixture-of-Experts (MoE), ɗimbin ko ɗaruruwan ƙananan hanyoyin sadarwa sun wanzu, amma na'ura mai ba da hanya tsakanin hanyoyin sadarwa tana ɗaukar saman ɗaya ko biyu kawai a kowace alama, don haka yawancin masana suna zama marasa aiki don kowane shigarwar da aka bayar. Sakamakon shine samfuri tare da ɗimbin ma'auni mai girma amma ƙaramin ƙidayar aiki, yana ba da ikon wakilcin babban ƙira a farashin lokacin aiki na ƙarami. Wannan shine yadda samfura kamar Canjin Canjawa, GLaM, da manyan kan iyaka manyan samfuran harshe suka kai tiriliyan na sigogi masu araha.
Fahimtar Fasaha
Na'ura mai ba da hanya tsakanin hanyoyin sadarwa yawanci tana lissafta softmax akan ƙwararru kuma yana zaɓar top-k, sannan ya haɗa kayan aikin su waɗanda aka auna su da ƙimar ƙofar. Kalubale shine daidaita nauyi: masu amfani da hanyoyin sadarwa suna son wasu ƴan ƙwararru, suna barin wasu marasa horo. Don haka horarwa yana ƙara hasarar ma'auni na ƙarin nauyi don yaɗa alamu daidai gwargwado, tare da iyakoki waɗanda ke faɗuwa ko sake dawo da alamun ambaliya. Saboda zaɓin top-k yana da hankali kuma ba shi da bambanci, gradients yana gudana ne kawai ta hanyar zaɓaɓɓun ƙwararrun da ma'aunin ƙofa.
Dabarun Tasiri
Kudin da kasafin kuɗi
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Shawarwari masu haske
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Kula da inganci
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Makomar Gating da Gudanarwa a cikin Ƙididdigar Yanayi
Ƙofar ƙorafi yanzu ita ce tsakiyar ƙaƙƙarfan ƙirar ƙira, kuma yanayin yana zuwa ga ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararru a yanzu. Yi tsammanin ingantattun dabaru don ingantaccen horo, ragewar sadarwa sama da ƙasa lokacin da masana suka bazu a cikin masu haɓakawa da yawa, da bincike na 'ƙwarewar ƙwararrun' don fahimtar abin da kowane gwani ya koya. Ƙididdigar yanayi kuma tana yaɗuwa fiye da MoE zuwa cibiyoyin sadarwa na farko-farko da ƙira-zurfin zurfafawa waɗanda ke kashe ƙarin ƙididdigewa kawai akan abubuwan shigarwa masu wahala.
Aiwatar da Gaskiyar Duniya
Mai Canjawa Mai Canjawa yana zagayawa kowace alama zuwa ƙwararru ɗaya, yana yin ƙima zuwa sama da ma'auni tiriliyan yayin da ke yin ƙididdige kowane-alama.
Manyan manyan yare na gaba ta hanyar amfani da yadudduka-na-ƙwararrun masana don haka ƙaramin ma'auni ne kawai ke kunna kowace alama.
Rarraba hotuna da wuri-fita waɗanda ke tsayawa a ƙasa mara zurfi don hotuna masu sauƙi kuma suna yin zurfi kawai don masu wuya.
Samfuran harsuna da yawa waɗanda masu amfani da hanyar sadarwa ke koyon aika alamu daga harsuna daban-daban zuwa ƙwararrun ƙwararrun masana daban-daban.
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.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Ci gaba da Bincike
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Jagora na gaba
LLM Inference Routing da Load Daidaita
Tambayoyin da ake yawan yi
What is Gating and Routing in Conditional Computation?
Gating da kewayawa suna barin hanyar sadarwa ta jijiya ta kunna ɓangarorin da take buƙata don kowace shigarwa maimakon gudanar da duka samfurin kowane lokaci. Wannan yana kawar da girman samfurin daga ƙididdige farashi, yana ba da damar ɗimbin ƙira waɗanda ke tsayawa cikin sauri da arha don aiki.
Menene babban ra'ayi bayan lissafin sharadi?
Ƙididdigar ƙididdigewa yana yin zaɓin dogaro da bayanai game da waɗanne ƙananan kayan aikin da za su gudana, don haka yawancin hanyar sadarwa za su iya zama marasa aiki ga kowace shigar da aka bayar.
A cikin Mixture-of-Experts Layer, menene na'ura mai ba da hanya tsakanin hanyoyin sadarwa ke yi?
Na'ura mai ba da hanya tsakanin hanyoyin sadarwa wata karamar cibiyar sadarwa ce da aka koyo wacce ke ƙwararrun masana kuma tana aika kowace alama zuwa manyan-k ƙwararrun, ta bar sauran ba a amfani da ita don wannan alamar.
Me yasa samfuran MoE ke da babban adadin siga amma ƙaramin ƙidayar aiki?
Domin ƙwararrun ƙwararru ɗaya ko biyu ne kawai ake kunna kowace alama, lissafin lokacin aiki yana nuna waɗancan ƙwararrun ne kawai duk da cewa ƙirar tana adana da yawa.
Wace matsala ce ma'aunin ma'auni mai ma'amalar kayatarwa?
Masu ba da hanya tsakanin hanyoyin sadarwa a dabi'ance suna aika mafi yawan alamu zuwa wasu shahararrun masana; asarar daidaita nauyi yana ƙarfafa ko da yadawa don haka duk masana su sami horo.
Me yasa zaɓin ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun k-k ta zama ƙalubale don horarwa na tushen gradient?
Zaɓan ƙwararrun ƙwararrun-k yanke shawara ne mai wuya, mai hankali; gradients kawai za su iya yaduwa ta hanyar ƙwararrun da aka zaɓa da gaske da ma'aunin ƙofa.