Incamake
GPUs na TPU nuburyo bubiri bwiganje bwa chip yo guhugura no gukoresha AI. GPUs iroroshye guhuza impande zose ziganjemo NVIDIA; TPUs ni __AIU_PROTECTED_11 __ 'imashini yihariye yubatswe kugirango igabanye imibare inyuma yimiyoboro.
GPU vs TPU kuri AI ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
GPU (Graphics Processing Unit) yabanje kubakwa kugirango itange amashusho yimikino-yimikino, ariko ibihumbi byayo ibangikanye byaje kuba byiza kubibare bya matrix mukwiga byimbitse. NVIDIA GPUs (nka A100 na H100), ifatanije na ecosystem ya software ya CUDA, yabaye inganda zidasanzwe. TPU (Igice cyo Gutunganya Tensor) ni __AIU_PROTECTED_11 __ 'ASIC - porogaramu yihariye ikoreshwa kuva kera kugirango ikore tensor. TPU ikoresha 'systolique array' ikwirakwiza amakuru binyuze murusobe rwibintu byinshi-byegeranya hamwe na traffic traffic yibuke, bigatuma ikora neza cyane kugwiza matrix. Ubucuruzi bufatika: GPU irahuze, iraboneka cyane, kandi ishyigikiwe na ecosystem nini ya software; TPUs irashobora gutanga imikorere myiza kuri watt nigiciro cyamahugurwa manini manini ariko ahanini ahujwe na Google Igicu hamwe na TensorFlow / JAX.
Ubushishozi
Umutwe utandukanye ni ubwubatsi. GPU ifite byinshi-rusange-intego yibanze hiyongereyeho 'Tensor Cores' yihariye kubibare. TPU yubatswe hafi ya systolique array: gride ya gride aho amakuru anyura mumirongo ihuriweho kugwiza-kwegeranya, bityo ibisubizo bigahita binyura hagati ya selile aho guhora usoma no kwandika kwibuka. Ibi bigabanya cyane umuvuduko wibikoresho byo kwibuka - akenshi icyuho nyacyo - bigatuma TPU ikora neza kuri matrix yuzuye igwira yiganjemo imyitozo ya nete-nete.
Kumenya GPU vs TPU kuri AI
GPUs na TPU nuburyo bubiri bwiganje bwa chip yo guhugura no gukoresha AI. GPUs iroroshye guhuza impande zose ziganjemo NVIDIA; TPUs ni __AIU_PROTECTED_11 __ 'imashini yihariye yubatswe kugirango igabanye imibare inyuma yimiyoboro. GPU vs TPU kuri AI ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata GPU vs TPU kuri AI nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha GPU vs TPU kuri AI atezimbere ubwubatsi, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Guhugura icyitegererezo kinini cyururimi kuri Google Igicu cya TPU 'pod' ibihumbi n'ibihumbi bifatanye.
Abashakashatsi bakoresha NVIDIA H100 GPUs hamwe na CUDA kugirango bagerageze hamwe nuburyo bushya bwububiko
Gutangira gukodesha GPU kumasaha kumasaha yatanzwe nigicu kubera guhinduka kwabo hamwe nubufasha bwagutse
Google umwirondoro wo gushakisha no Guhindura neza kuri TPUs murwego runini
Uburyo bwo Gushyira mu bikorwa
GPU vs TPU kuri AI mubikorwa
Guhugura icyitegererezo kinini cyururimi kuri Google Igicu cya TPU 'pod' ibihumbi n'ibihumbi bifatanye.
Guhugura icyitegererezo kinini cyururimi kuri Google Igicu cya TPU 'pod' ibihumbi n'ibihumbi bifatanyirijwe hamwe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
GPU vs TPU kuri AI mubikorwa
Abashakashatsi bakoresha NVIDIA H100 GPUs hamwe na CUDA kugirango bagerageze hamwe nuburyo bushya bwububiko.
Abashakashatsi bakoresha NVIDIA H100 GPUs hamwe na CUDA kugirango bagerageze hamwe nuburyo bushya bwubatswe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
GPU vs TPU kuri AI mubikorwa
Gutangira gukodesha GPU kumasaha kumasaha yatanzwe nigicu kubera guhinduka kwabo hamwe nubufasha bwagutse.
Gutangira gukodesha GPU kumasaha kumasaha avuye kubicu kuberako bihindagurika kandi bigashyigikirwa murwego rusanzwe Amakipe abona ibisubizo byiza mugihe asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
GPU vs TPU kuri AI mubikorwa
Google umwirondoro wo gushakisha no Guhindura neza kuri TPUs murwego runini.
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Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.