M'ndandanda wazopezekamo[Bisani][Show]
Ma GPU a Mtambo akufunika kwambiri popeza matekinoloje atsopano monga kuphunzira mozama, AI, ndi kuphunzira pamakina zimatuluka.
Ma GPU (Graphics Processing Units) ndi mapurosesa apadera omwe amapangidwa kuti azitha kuyang'anira ma data akulu kwambiri komanso mawerengero ovuta omwe amafunikira pazochitika monga zojambula zamakompyuta ndi masewera. Tsopano ndizofunika kwambiri pamunda wa nzeru zochita kupanga (AI) komanso, komabe, mochedwa.
Ma CPU Achikhalidwe (Central Processing Units) akulephera kukwaniritsa zofunikira chifukwa mitundu ya AI imafunikira mphamvu zambiri zamakompyuta kuti iphunzitse ndikuyendetsa.
Kumbali ina, popeza amamangidwa kuti azithandizira kukonzanso kofananira, ma GPU ndi othandiza pakuwongolera kuchuluka kwa data komanso kuwerengera kovutirako kofunikira pakuchita kwa AI.
Ngati muli muukadaulo, muyenera kuti mudamvapo za ntchito za cloud GPU. Kwa iwo omwe satsatira.
Ntchito yochokera pamtambo yomwe imapatsa ogwiritsa ntchito intaneti kuzinthu zamphamvu za GPU imadziwika kuti ntchito yamtambo ya GPU ya AI. M'malo mofuna kugula ndi kusunga zida zawo za GPU, mautumikiwa amathandiza makasitomala kubwereka zinthu za GPU ngati pakufunika.
Izi zimapangitsa kuti anthu ndi mabungwe athe kugwiritsa ntchito mphamvu za ma GPU popanda kupanga ndalama zoyambira kapena kulipira chindapusa chopitiliza kukonza.
Ntchito zambiri zamtambo za GPU za AI zimapereka zosankha zingapo za GPU, kuphatikiza mitundu ingapo ndi masinthidwe komanso kusinthasintha kokweza kapena kutsika ngati kuli kofunikira. Tsopano mutha kusankha zida zoyenera za GPU pazofunikira ndi mapulojekiti awo apadera chifukwa cha ntchitoyi.
Kuphatikiza apo, mautumikiwa nthawi zambiri amabwera ndi kuthekera kwina kuphatikiza maukonde, kusungirako, ndi zida zamapulogalamu kuti zithandizire makasitomala pantchito zawo za AI. Mu positi iyi, tiwona mautumiki apamwamba a GPU amtundu wa AI.
1. Linode
Linode imapereka ma GPU pakufunika kwa ntchito zambiri monga kukonza makanema, makompyuta asayansi, makina kuphunzira, luntha lochita kupanga, ndi zina.
Amapereka makina owoneka bwino a GPU (VMs) omwe amayenda pa NVIDIA Quadro RTX 6000, Tensor, ndi RT cores ndipo amagwiritsa ntchito CUDA kuchita. kuphunzira kwakukulu, kutsata zolemetsa za ntchito, ndi mawerengedwe ovuta.
Posandutsa ndalama zomwe mumagwiritsa ntchito kukhala ndalama zogwirira ntchito, mutha kugwiritsa ntchito luso la Linode GPU's GPU ndi mtengo weniweni wamtambo.
Kuphatikiza apo, Linode imakumasulani kuti musade nkhawa ndi zida za Hardware kuti mutha kuyang'ana kwambiri luso lanu lamphamvu.
Ndi Linode GPUs, ndizotheka kuzigwiritsa ntchito pazinthu zamakono monga kutsatsira makanema, luntha lochita kupanga, komanso kuphunzira pamakina.
Kuphatikiza apo, kutengera kuchuluka kwa mphamvu yokonza yomwe ikufunika pazantchito zomwe zikuyembekezeredwa, mutha kulandira mpaka makadi 4 pachochitika chilichonse.
mitengo
Mitengo imayamba pa $1.5/ola pa dongosolo lodzipereka la RTX6000 GPU. Yambani ndi Linode kwaulere.
2. AI wamkulu
Vast AI ndi msika wapadziko lonse lapansi pomwe ogwiritsa ntchito amatha kubwereka ma GPU otsika mtengo kuti agwiritse ntchito pamakompyuta ochita bwino kwambiri.
Amachepetsa mtengo wa ntchito zolemetsa kwambiri popangitsa omvera kubwereketsa zida zawo za GPU, kupangitsa ogwiritsa ntchito kugwiritsa ntchito chida chawo chofufuzira pa intaneti kuti apeze mitengo yotsika mtengo yamakompyuta molingana ndi zosowa zawo ndikukhazikitsa malamulo kapena kuyambitsa ma SSH.
Amapereka zochitika za SSH, zochitika za Jupyter ndi Jupyter GUI, kapena zochitika zokhazokha, ndipo zimakhala zowongoka. mawonekedwe a mawonekedwe.
Ntchito yophunzirira mozama (DLPerf), yomwe imaneneratu za ntchito yophunzirira mwakuya, imaperekedwanso.
Makina omwe amagwiritsidwa ntchito ndi Vast AI ndi a Ubuntu ndipo samapereka ma desktops akutali. Amagwiritsanso ntchito zochitika zomwe zimapezeka pakufunika kwa chindapusa china chokhazikitsidwa ndi wolandira.
mitengo
Mitengo imayamba pa $0.80/ola pa 4x RTX A6000.
3. AWS & NVIDIA
Pamodzi, AWS ndi NVIDIA nthawi zonse akupereka mayankho a GPU omwe ndi otsika mtengo, osinthika, komanso amphamvu.
Zimaphatikizapo zochitika ndi ntchito za NVIDIA GPU-powered Amazon EC2 monga AWS IoT Greengrass yomwe imayika ndi ma module a NVIDIA Jetson Nano.
Pamalo ogwirira ntchito, kuphunzira pamakina (ML), ntchito za intaneti ya Zinthu (IoT), ndi makompyuta ochita bwino kwambiri, ogwiritsa ntchito amagwiritsa ntchito AWS ndi NVIDIA. Kuchita bwino kumaperekedwa ndi ma NVIDIA GPU omwe amawongolera zochitika za Amazon EC2.
Kuphatikiza apo, gwiritsani ntchito AWS IoT Greengrass kulumikiza zida za m'mphepete mwa NVIDIA ndi ntchito zamtambo za AWS.
Zochitika za Amazon EC2 P4d zimayendetsedwa ndi NVIDIA A100 Tensor Core GPUs, zomwe zimapereka maukonde otsika kwambiri pamakampani komanso kutulutsa kwapamwamba kwambiri.
Zofanana ndi izi, pali zochitika zina zosiyanasiyana zomwe zimapezeka pazinthu zina, monga Amazon EC2 P3, Amazon EC2 G4, etc.
mitengo
Mutha kulembetsa kuyesa kwaulere ndipo chonde funsani wogulitsa kuti apeze mitengo yake.
4. Paperspace CORE
A CORE ndi nsanja yoyendetsedwa bwino yamtambo ya GPU yopangidwa ndi Paperspace yomwe imapereka makina owongoka, otsika mtengo, komanso ofulumizitsa ntchito zosiyanasiyana.
Gwiritsani ntchito zida zotsogola zamakompyuta zomwe zimaperekedwa ndi Paperspace CORE kuti mufulumizitse njira zamabungwe. Kuti mulowe mwachangu, zida zogwirira ntchito, ndi mapulogalamu apakompyuta a Mac, Linux, ndi Windows, imapereka mawonekedwe osavuta kugwiritsa ntchito komanso ovuta.
Igwiritseni ntchito kuti mugwiritse ntchito mapulogalamu ofunikira pamlingo wopanda malire wa mphamvu yosinthira. CORE imapereka netiweki yothamanga kwambiri, kupereka mwachangu, chithandizo cha mapulogalamu a 3D, ndi API yathunthu yofikira mwadongosolo.
Ndi GUI yosavuta kugwiritsa ntchito komanso mwachilengedwe, pezani chithunzi chokwanira cha zomangamanga zanu pamalo amodzi.
Kuphatikiza apo, pezani zowongolera bwino kwambiri chifukwa cha mawonekedwe a CORE, omwe amapereka zida zamphamvu ndikukuthandizani kuti musefa, kusintha, kulumikiza, kapena kupanga makina, maukonde, ndi ogwiritsa ntchito.
mitengo
Mitengo imayamba pa $0.45/ola pa M4000 GPU yodzipereka.
5. Alibaba Elastic GPU Service
Alibaba Elastic GPU Service (EGS) imagwiritsa ntchito ukadaulo wa GPU kuti ipereke mphamvu zofananira komanso zamphamvu zosinthira. Ntchito zambiri, kuphatikiza kukonza makanema, kuwonera, makompyuta asayansi, ndi kuphunzira mozama, ndizoyenera.
EGS imagwiritsa ntchito ma GPU angapo, kuphatikiza AMD FirePro S7150, NVIDIA Tesla M40, NVIDIA Tesla V100, NVIDIA Tesla P4, ndi NVIDIA Tesla P100.
Mudzakhala ndi mwayi kuphatikiza pa intaneti maphunziro ozama zolozera ndi maphunziro, chizindikiritso cha zinthu, chithunzi ndi kuzindikira mawu, HD media coding, video conferencing, source film restoration, and 4K/8K HD live.
Pezani njira zina monga kuwonetsa makanema, ndalama zamakompyuta, kulosera zanyengo, kayeseleledwe kakugundana, uinjiniya wa majini, kusintha kosagwirizana, kugwiritsa ntchito maphunziro akutali, ndi kapangidwe ka engineering.
mitengo
Imapereka kuyesa kwaulere ndi dongosolo lolembetsa lolipira-monga-mupita, zomwe zikutanthauza kuti mumangogwiritsa ntchito zochitika kapena ma GPU omwe mumagwiritsa ntchito.
6. Genesis Cloud
Genesis Cloud imapereka nsanja ya GPU yotsika mtengo kwambiri. Akugwira ntchito mogwirizana ndi malo angapo ogwira ntchito zama data padziko lonse lapansi kuti apereke mapulogalamu osiyanasiyana.
Genesis Cloud imapereka zinthu zambiri zothandiza popanda mtengo wowonjezera, kuphatikiza zithunzithunzi zochirikiza ntchito yanu, magulu achitetezo amtundu wamtundu wa intaneti, ma voliyumu osungira ma seti akulu akulu, FastAI, PyTorch, zithunzi zokhazikitsidwa kale, ndi TensorFlow API yapagulu.
Amafulumizitsa kuwerengera mothandizidwa ndi NVIDIA GeForce RTX 3090, RTX 3080, RTX 3060 Ti, ndi GTX 1080 Ti matekinoloje muzochitika zawo zamtambo za GPU.
Mutha kugwiritsa ntchito mphamvu ya kompyuta ya GPU kupanga makanema ojambula kapena kuphunzitsa mawindo a neural.
mitengo
Mitengo imayamba pa $1.30/ola pa NVIDIA® GeForce™ RTX 3090.
7. Google Cloud GPU
Google Cloud Platform (GCP) imapereka maulendo angapo a GPU omwe angagwiritsidwe ntchito kufulumizitsa njira monga kuphunzira pamakina, kuphunzira mozama, ndi makompyuta ochita bwino kwambiri (HPC).
Kupyolera muzochitika za GPU izi, zomwe zimathandizidwa ndi NVIDIA, AMD, ndi Intel GPUs, ndizotheka kupeza ma laibulale a CUDA ndi cuDNN, omwe amagwiritsidwa ntchito kawirikawiri pamakompyuta othamanga a GPU.
Chifukwa cha kusintha kwa makina, mitengo yosinthika, komanso mwayi wambiri wa GPU, HPC ikhoza kukhala yopindulitsa kwambiri.
Kuphatikiza apo, ikhoza kukuthandizani kuchepetsa ntchito yanu. Pakati pa ma GPU omwe amapereka ndi NVIDIA K80, P4, V100, A100, T4, ndi P100. Magawo ochepa okha omwe amwazikana m'malo osiyanasiyana ali ndi mwayi wopeza ma GPU.
mitengo
Mtengo umasiyana kutengera dera, GPU yomwe mwasankha, ndi mtundu wa makina. Kwa NVIDIA A100, mitengo imayambira pa $3.93 pa GPU iliyonse.
8. NVIDIA GPU Cloud
NVIDIA GPU Cloud (NGC) ndi nsanja yokhazikika pamtambo yomwe imapatsa ogwiritsa ntchito mapulogalamu osiyanasiyana ofulumizitsa a GPU, monga zida zowonera, mapulogalamu a HPC, ndi kuphunzira kwakukulu maziko.
Madivelopa, akatswiri asayansi, ndipo ochita kafukufuku tsopano atha kugwiritsa ntchito mphamvu zamakompyuta za NVIDIA GPU pamtambo popanda kudera nkhawa za zomangamanga kapena zosungira zofunika kugwiritsa ntchito mapulogalamu awo chifukwa cha NGC.
Laibulale yokhala ndi zida zokhazikitsidwa kale imaphatikizidwa ndi NGC ndipo imatha kutumizidwa mwachangu pamapulogalamu angapo. mtambo kompyuta zomangamanga, kuphatikiza Amazon Web Services, Google Cloud Platform, ndi Microsoft Azure.
Kufikira ku NGC kumapatsanso ogwiritsa ntchito mwayi wofikira papulatifomu yozama ya NVIDIA, yomwe imabwera ndi mapulogalamu ndi zida zingapo zopangira ndikukhazikitsa mitundu yophunzirira mwakuya, kuphatikiza TensorRT, cuDNN, ndi CUDA-X AI.
mitengo
Kutengera ndi ntchito ndi zinthu zomwe mumagwiritsa ntchito, mtengo wa NVIDIA GPU Cloud's (NGC) umasintha. Ngakhale mautumiki ena a NGC, monga ma pulogalamu ophunzirira mwakuya, ndi aulere kugwiritsa ntchito, ena, monga zotengera za HPC, amatha kulipira mtengo. Chonde onani catalog ya NGC.
9. Lambda GPU Cloud
Lambda imapereka zitsanzo za mtambo za GPU zophunzitsira mozama zachitsanzo ndi scalability kuchokera pa kompyuta imodzi kupita kumakina ambiri.
Kuchokera pa bolodi, pezani makina aliwonse apadera Buku la Jupyter malo opangira mapulogalamu. Kuti mulowe mwachindunji, gwiritsani ntchito SSH mwachindunji ndi imodzi mwa makiyi a SSH kapena gwirizanitsani kudzera pa Web Terminal pa mtambo dashboard.
Kuchuluka kwa 10 Gbps yolumikizana ndi ma inter-node kumathandizidwa ndi nthawi iliyonse, kulola kugawidwa kwa maphunziro pogwiritsa ntchito machitidwe monga Horovod.
Kuchulukitsa kuchuluka kwa ma GPU nthawi imodzi kapena zingapo kungathandize kufulumizitsa kukhathamiritsa kwachitsanzo. Pulatifomu imathandizira zochitika za GPU kuchokera ku NVIDIA RTX 6000, Quadro RTX 6000, ndi Tesla V100s.
mitengo
Mitengo imayamba pa $1.10/ola pa NVIDIA A100.
10. IBM Cloud GPU
IBM Cloud GPU imagwiritsa ntchito netiweki yomwazika padziko lonse lapansi yama data kuti ipereke njira zosinthira zosankhidwa za seva ndikulumikizana bwino ndi zomangamanga za IBM zamtambo, ma API, ndi mapulogalamu.
Ndi Intel Xeon 4210, Xeon 5218, ndi Xeon 6248 GPU nthawi, imapereka njira yopanda zitsulo ya Server GPU.
Mutha kuchita ntchito zapamwamba kwambiri, zovutirapo, zapadera, komanso zolemetsa wamba mwachindunji pazida za seva pogwiritsa ntchito chitsulo chopanda chitsulo, monga momwe amachitira ndi ma GPU omwe ali pamalopo.
Pakusankha kwawo kwa seva yopanda zitsulo, amaperekanso ma NVIDIA T4 GPUs ndi mapurosesa a Intel Xeon okhala ndi ma cores 40, komanso zitsanzo zama seva awo omwe ali ndi mitundu ya NVIDIA V100 ndi P100.
mitengo
Mitengo imayamba pa $514/mwezi pa Intel Xeon4110.
Kutsiliza
Pomaliza, mautumiki abwino kwambiri amtundu wa GPU a AI ndi omwe amapereka zida zamphamvu za GPU, zosankha zamitengo zosinthika, komanso makulitsidwe osavuta.
Makampani onse omwe amapereka ma GPU amtundu wa AI - AWS, NVIDIA, IBM, ndi GCP - ali ndi mizere yabwino kwambiri yopangira ntchito ndi magwiridwe antchito.
Njira yabwino kwambiri imatsimikiziridwa ndi zomwe mukufuna, zovuta zachuma, zomangamanga zomwe zilipo kale, komanso zomwe amakonda ogulitsa.
Siyani Mumakonda