GPU vs TPU kuri AI
GPUs na TPU nuburyo bubiri bwiganje bwa chip yo guhugura no gukoresha AI.
Incamake
GPUs are flexible all-rounders dominated by NVIDIA; TPUs are Google's custom chips built specifically to crunch the math behind neural networks.
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.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
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Kazoza ka GPU vs TPU kuri AI
Imikorere-silicon igenda yihuta. Kurenga __AIU_PROTECTED_11 __ 'TPUs, Amazone (Trainium / Inferentia), Microsoft (Maia), kandi benshi batangiye gutegura imashini yihariye ya AI kugirango bagabanye kwishingikiriza kuri NVIDIA nigiciro gito. Tegereza byinshi byihariye - chip zitandukanye zashyizwe mubikorwa byo guhugura hamwe no gutinda-gutinda - hamwe no gushimangira imikorere-kuri watt nkuko ingufu ziba imbogamizi. CUDA ya NVIDIA ituma GPU yiganje kuri ubu, ariko icyerekezo kirekire ni icyerekezo cyibikoresho bitandukanye.
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 nisaha uhereye kubitanga ibicu kubera guhinduka kwabo hamwe nubufasha bwagutse
Google umwirondoro wo gushakisha no Guhindura neza kuri TPUs murwego runini
Ingaruka & Kurinda
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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.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
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Ubuyobozi bukurikira
Ubuyobozi bwa GPU bwo kwibuka no gucamo ibice
Ibibazo bikunze kubazwa
What is GPU vs TPU for 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 yabanje gukora iki mbere yuko iba hagati ya AI?
GPU yubatswe kugirango itange ibishushanyo, ariko igishushanyo mbonera cyacyo cyerekanwe ko ari cyiza kubibare bya matrix mukwiga byimbitse.
Ninde utegura TPU?
Igice cyo gutunganya Tensor ni chip yihariye (ASIC) yateguwe na Google byumwihariko kubikorwa byimikorere-imiyoboro.
Ni ubuhe buryo bwibanze bwibikoresho bituma TPU ikora neza mugwiza matrix?
TPUs ikoresha sisitemu ya sisitemu aho amakuru anyura murusobe rwinshi-rwegeranya, rutanga ibisubizo hagati yabyo no kugabanya urujya n'uruza.
Niki kintu gikunze kuba icyuho NYAKURI TPU igamije kugabanya?
Kwimura amakuru muri no hanze yibuka ni ibintu bigabanya; sisitemu ya systolike igabanya ibi unyuze hagati yigihe gito.
Ni izihe nyungu zifatika za GPUs kurenza TPU?
GPU irahuze, iraboneka henshi, kandi ishyigikiwe na ecosystem ya CUDA ikuze hamwe ninkunga yagutse, bigatuma inganda zidahwitse.