Guhatira Flash kwitondera kuri TPU no Kwiga Inzira igoye

Guhatira Flash kwitondera kuri TPU no Kwiga Inzira Ikomeye

Gukurikirana optimizme nindirimbo ya siren kubashakashatsi. Ntabwo isezeranya inyungu ziyongera gusa, ahubwo ishimishwa no kugoreka ibyuma kubushake bwawe. Odyssey mperutse guhatira gushyira mubikorwa uburyo bugezweho bwa Flash Attention-yagenewe NVIDIA GPUs-kuri Google TPU yavutse kuriyi mitekerereze. Intego yari nziza: kwihutisha umuyoboro wingenzi. Urugendo, ariko, rwabaye igishushanyo mbonera mu kuri gukomeye kwimiterere ya moderi. Ni umugani ushimangira impamvu urubuga nka Mewayz, rwakira kandi rugacunga ibinyabuzima bitandukanye, ni ngombwa mu bucuruzi burambye.

Indirimbo ya Siren yimikorere ya Peak

Flash Attention ni algorithm yimpinduramatwara yihutisha cyane moderi ya Transformer mugutezimbere uburyo bwo kwibuka. Kuri GPUs yari yarateguriwe, ni amarozi meza. Porogaramu yibanze, moteri yo gutunganya inyandiko, yishingikiriza cyane kuri ubu buryo. Kubona ibipimo ngenderwaho, ikigereranyo cyasaga nkicyoroshye: Flash Attention + igipimo cya TPU = gutunganya byihuse nigiciro gito. Ninuma, nizeye ko hamwe na tinking yo mu rwego rwo hasi ihagije - gukirana na kernel imiterere, umwanya wibukwa, hamwe na XLA ikusanya - nashoboraga gutuma iyi nkingi ya kare ihurira mu mwobo uzengurutse, utunganya tensor. Intego yibanze yibanze gusa kubitsinda tekinike, ntabwo yibanze kumutima igihe kirekire.

Cascade yibintu bitagaragara

"Intsinzi" yambere yari yasinze. Nyuma yibyumweru, nabonye icyitegererezo cyo gukora. Ariko intsinzi ntiyabaye impfabusa. Hack yari yoroshye, ivunika na buri kantu kavugururwa ryibitabo. Ikirushijeho kuba kibi, cyaremye itagaragara itagaragara kumuyoboro wose. Inzira ya kode ya bespoke yahindutse silo, iduhatira gukomeza inyandiko zinyuranye zoherejwe, kugenzura ibyuma, ndetse na logique yo gupakira amakuru. Icyari kigamijwe kuba module nziza yahindutse agasanduku kirabura. Twabonye kunanirwa kubabaza:

• Ikipe ya Bottleneck: Gusa numvise code ya labyrintine, ihagarika iterambere niba ntaboneka.
• Imitekerereze ya Modular: Kwishyira hamwe hejuru yingufu zikwiranye

  Isomo ryibanze ntabwo ryerekeye TPU cyangwa kwitondera algorithms. Byari bijyanye na modularité. Twari twarenze ku ihame shingiro: ibice bya sisitemu bigomba guhindurwa no gukorana, ntibisangire hamwe. Muguhatira ibice bitari kavukire murwego rwacu, twatanze ituze, ubwumvikane, nubwitonzi kugirango imikorere ya hypothetique idakunze kugaragara mubikorwa. Aha niho filozofiya yubucuruzi bwa modular OS nka Mewayz iba ikomeye. Mewayz ntabwo ari ukugufunga mumutwe umwe; nibijyanye no gutanga orchestre igufasha gukoresha igikoresho cyiza kumurimo-cyaba GPU yihariye optimizasiyo cyangwa moderi kavukire ya TPU-utiriwe wubaka kandi ugakomeza urugingo rwihuza.

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  Kwiga no Gutera Umuvuduko Urambye

  Twarangije guhagarika igeragezwa rya Flash Attention. Ahubwo, twibanze ku gushyira mu bikorwa TPU-kavukire ko gushyira mu bikorwa, nubwo bitinze ku mpapuro, byagaragaye ko byizewe kandi bikomeza. Sisitemu rusange yinjira mubyukuri yarateye imbere kubera ituze ryayo. Icyingenzi cyane, twatangiye kubaka serivise zacu za AI nkibisobanuro, bisobanuwe neza. Ihinduka mubitekerezo - gushyira imbere amasezerano asukuye hagati yibigize hejuru yimikorere mbisi, yimikorere yaho - nibyo rwose bituma ubucuruzi bugera mubwenge. Mwisi yisi yibikoresho byihuta byihuta, urubuga nka Mewayz rutanga urwego rwo gucomeka mubushobozi bushya utongeye kubaka uruziga, cyangwa muritwe, tutagerageje kubyutsa gutunganya. Inzira igoye yatwigishije ko umuvuduko urambye atari ugutsinda buri rugamba ruto, ahubwo ni ukureba ko ingabo zawe zose zishobora kugenda hamwe.

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  Ibibazo bikunze kubazwa

  Guhatira Flash kwitondera kuri TPU no Kwiga Inzira Ikomeye

  Gukurikirana optimizme nindirimbo ya siren kubashakashatsi. Ntabwo isezeranya inyungu ziyongera gusa, ahubwo ishimishwa no kugoreka ibyuma kubushake bwawe. Odyssey mperutse guhatira gushyira mubikorwa uburyo bugezweho bwa Flash Attention-yagenewe NVIDIA GPUs-kuri Google TPU yavutse kuriyi mitekerereze. Intego yari nziza: kwihutisha umuyoboro wingenzi. Urugendo, ariko, rwabaye igishushanyo mbonera mu kuri gukomeye kwimiterere ya moderi. Ni umugani ushimangira impamvu urubuga nka Mewayz, rwakira kandi rugacunga ibinyabuzima bitandukanye, ni ngombwa mu bucuruzi burambye.

  Indirimbo ya Siren yimikorere ya Peak

  Flash Attention ni algorithm yimpinduramatwara yihutisha cyane moderi ya Transformer mugutezimbere uburyo bwo kwibuka. Kuri GPUs yari yarateguriwe, ni amarozi meza. Porogaramu yibanze, moteri yo gutunganya inyandiko, yishingikiriza cyane kuri ubu buryo. Kubona ibipimo ngenderwaho, ikigereranyo cyasaga nkicyoroshye: Flash Attention + igipimo cya TPU = gutunganya byihuse nigiciro gito. Ninuma, nizeye ko hamwe na tinking yo mu rwego rwo hasi ihagije - gukirana na kernel imiterere, umwanya wibukwa, hamwe na XLA ikusanya - nashoboraga gutuma iyi nkingi ya kare ihurira mu mwobo uzengurutse, utunganya tensor. Intego yibanze yibanze gusa kubitsinda tekinike, ntabwo yibanze kumutima igihe kirekire.

  Cascade yibintu bitagaragara

  "Intsinzi" yambere yari yasinze. Nyuma yibyumweru, nabonye icyitegererezo cyo gukora. Ariko intsinzi ntiyabaye impfabusa. Hack yari yoroshye, ivunika na buri kantu kavugururwa ryibitabo. Ikirushijeho kuba kibi, cyaremye itagaragara itagaragara kumuyoboro wose. Inzira ya kode ya bespoke yahindutse silo, iduhatira gukomeza inyandiko zinyuranye zoherejwe, kugenzura ibyuma, ndetse na logique yo gupakira amakuru. Icyari kigamijwe kuba module nziza yahindutse agasanduku kirabura. Twabonye kunanirwa kubabaza:

  Imitekerereze ya Modular: Kwishyira hamwe hejuru yingufu zikwiranye

  Isomo ryibanze ntabwo ryerekeye TPU cyangwa kwitondera algorithms. Byari bijyanye na modularité. Twari twarenze ku ihame shingiro: ibice bya sisitemu bigomba guhindurwa no gukorana, ntibisangire hamwe. Muguhatira ibice bitari kavukire murwego rwacu, twatanze ituze, ubwumvikane, nubwitonzi kugirango imikorere ya hypothetique idakunze kugaragara mubikorwa. Aha niho filozofiya yubucuruzi bwa modular OS nka Mewayz iba ikomeye. Mewayz ntabwo ari ukugufunga mumutwe umwe; nibijyanye no gutanga orchestre igufasha gukoresha igikoresho cyiza kumurimo-cyaba GPU yihariye optimizasiyo cyangwa moderi kavukire ya TPU-utiriwe wubaka kandi ugakomeza urugingo rwihuza.

  Kwiga no Gutera Umuvuduko Urambye

  Twarangije guhagarika igeragezwa rya Flash Attention. Ahubwo, twibanze ku gushyira mu bikorwa TPU-kavukire ko gushyira mu bikorwa, nubwo bitinze ku mpapuro, byagaragaye ko byizewe kandi bikomeza. Sisitemu rusange yinjira mubyukuri yarateye imbere kubera ituze ryayo. Icyingenzi cyane, twatangiye kubaka serivise zacu za AI nkibisobanuro, bisobanuwe neza. Ihinduka mubitekerezo - gushyira imbere amasezerano asukuye hagati yibigize hejuru yimikorere mbisi, yimikorere yaho - nibyo rwose bituma ubucuruzi bugera mubwenge. Mwisi yisi yibikoresho byihuta byihuta, urubuga nka Mewayz rutanga urwego rwo gucomeka mubushobozi bushya utongeye kubaka uruziga, cyangwa muritwe, tutagerageje kubyutsa gutunganya. Inzira igoye yatwigishije ko umuvuduko urambye atari ugutsinda buri rugamba ruto, ahubwo ni ukureba ko ingabo zawe zose zishobora kugenda hamwe.

  Ibikoresho byawe byose byubucuruzi ahantu hamwe

  Hagarika guhuza porogaramu nyinshi. Mewayz ikomatanya ibikoresho 208 kumadorari 49 gusa / ukwezi - kuva kubarura kugeza HR, kubika kugeza kubisesengura. Nta karita y'inguzanyo isabwa gutangira.

  {"@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [{"@type": "Ikibazo", "izina": Indirimbo ya siren. Ntabwo isezeranya inyungu ziyongera gusa, ariko gushimishwa no kugoreka ibyuma kubushake bwawe. Odyssey yanjye iheruka guhatira ishyirwa mubikorwa rya Flash Attention-igenewe Google TPU yavutse kuri iyi allure cyane urubuga nka Mewayz, rwakira kandi rugacunga ibinyabuzima bitandukanye, ni ngombwa mu bikorwa by’ubucuruzi birambye. " moteri yo gutunganya inyandiko, yishingikirije cyane kuri ziriya ngero, Kubona ibipimo ngenderwaho byasaga naho byoroshye: Flash Attention + kwota yacu ya TPU = ibiciro byihuse ndabikora, nizeye ko hamwe na tinking yo mu rwego rwo hasi-gukirana na kernel, umwanya wibukwa, hamwe na compte ya XLA itunganijwe neza umutima utera. " inzira ya kode ya TPU yahindutse silo, iduhatira gukomeza inyandiko zinyuranye zoherejwe, kugenzura ibyuma, ndetse na logique yo gupakira amakuru Icyari kigamijwe kuba module nziza cyarahindutse agasanduku kirabura kabisa: "}}, {" @ ubwoko ":" Ikibazo "," izina ":" Ubwoko ":" " TPUs cyangwa kwitondera algorithms. Byari bijyanye na modularité. Twari twarenze ku mahame shingiro: ibice bya sisitemu bigomba guhindurwa kandi bigasabana, ntidusudira hamwe, duhatira gutekana, gusobanuka, hamwe nubworoherane mubikorwa bya Mike kubyerekeranye no gutanga orchestre igufasha gukoresha igikoresho cyiza kumurimo - cyaba optimizasi ya GPU yihariye cyangwa icyitegererezo kavukire cya TPU - utiriwe wubaka kandi ukagumana ingirabuzimafatizo ihuza. " Byibanze ku gushyira mu bikorwa TPU kavukire ko, nubwo mu buryo bw'igitekerezo gahoro gahoro ku mpapuro, byagaragaye ko byizewe kandi bigakomeza. Muri rusange uburyo bwo kwinjiza ibintu muri rusange kubera ko butajegajega kongera kubaka uruziga, cyangwa muritwe, tutagerageje kongera gutunganya.

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