Okuqukethwe[Fihla][Bonisa]
Amafu GPU adingeka kakhulu njengoba kuvela ubuchwepheshe obusha obufana nokufunda okujulile, i-AI, nokufunda ngomshini.
Ama-GPU (Amayunithi Okucubungula Imifanekiso) amaphrosesa akhethekile enzelwe ukuphatha amasethi edatha amakhulu kanye nokubala okuyinkimbinkimbi okudingekayo kwimisebenzi efana nezithombe zekhompyutha nokudlala. Manje zibalulekile emkhakheni we ukuhlakanipha okungekhona okwangempela (AI) futhi, noma kunjalo, njengoba kamuva nje.
Ama-CPU Endabuko (Amayunithi Okucubungula Amaphakathi) awakwazi ukuhlangabezana nesidingo njengoba amamodeli e-AI adinga inani elibalulekile lamandla ekhompyutha ukuze aqeqeshe futhi asebenze.
Ngakolunye uhlangothi, njengoba yakhelwe ukusekela ukucutshungulwa okufanayo, ama-GPU asebenza kangcono ekulawuleni umthamo omkhulu wedatha nokubala okuyinkimbinkimbi okudingekayo ekusebenzeni kwe-AI.
Uma ukutech, kufanele ngabe uzwile mayelana nezinsizakalo ze-GPU zamafu. Kulabo, abangeke balandele.
Isevisi esekelwe emafini enikeza abasebenzisi ukufinyelela ku-inthanethi kuzinsiza ze-GPU enamandla yaziwa njengesevisi ye-GPU yamafu ye-AI. Esikhundleni sokudinga ukuthenga nokugcina ihadiwe yabo ye-GPU, lezi zinsizakalo zivumela amakhasimende ukuthi aqashe izinsiza ze-GPU njengoba kudingeka.
Lokhu kwenza kube nokwenzeka ukuthi abantu nezinhlangano zisebenzise amandla okucubungula ama-GPU ngaphandle kokutshala izimali ezinkulu ekuqaleni noma ukukhokha imali eqhubekayo yokulungisa.
Iningi lezinsizakalo ze-GPU zamafu ze-AI zinikeza izinhlobonhlobo ezibanzi zezinketho ze-GPU, okuhlanganisa amamodeli ambalwa nokucushwa kanye nokuguquguquka kokukhuphuka noma ukwehla njengoba kudingekile. Manje usungakhetha izinsiza ze-GPU ezifanele ngezidingo zazo ezihlukile namaphrojekthi ngenxa yale sevisi.
Ukwengeza, izinsizakalo zivame ukuza namanye amakhono afaka ukuxhumana kwenethiwekhi, ukugcinwa, namathuluzi esoftware ukusiza amakhasimende kumaphrojekthi abo e-AI. Kulokhu okuthunyelwe, sizobheka izinsizakalo ze-GPU zamafu eziphezulu ze-AI.
1. Linode
I-Linode inikeza ama-GPU lapho kudingeka khona umsebenzi omningi njengokucubungula ividiyo, ikhompuyutha yesayensi, ukufunda imishini, ubuhlakani bokwenziwa, nokunye.
Ihlinzeka ngemishini ye-GPU-optimized virtual (VMs) esebenza ku-NVIDIA Quadro RTX 6000, Tensor, ne-RT cores futhi isebenzisa amandla e-CUDA ukwenza. ukufunda okujulile, imithwalo yemisebenzi yokulandelela imisebe, nezibalo eziyinkimbinkimbi.
Ngokuguqula izindleko zakho ezinkulu zibe yizindleko zokusebenza, ungasebenzisa ikhono le-GPU ye-Linode GPU kanye nenani langempela lefu.
Ukwengeza, i-Linode ikukhulula ekukhathazekeni nge-hardware ukuze ukwazi ukugxila kumakhono akho aqine kakhulu.
Ngama-Linode GPUs, manje sekungenzeka ukusebenzisela izinhlelo zokusebenza eziyinkimbinkimbi njengokusakaza ividiyo, ubuhlakani bokwenziwa, nokufunda ngomshini.
Ukwengeza, kuye ngenani lamandla okucubungula adingekayo kumthwalo olindelekile womsebenzi, ungathola amakhadi afika kwangu-4 ngesenzakalo ngasinye.
Zamanani
Intengo iqala ku-$1.5/ihora ngohlelo oluzinikele lwe-RTX6000 GPU. Qalisa nge-Linode mahhala.
2. I-AI enkulu
I-Vast AI iyindawo yemakethe yomhlaba wonke lapho abasebenzisi bangaqasha khona ama-GPU ashibhile ukuze asetshenziswe kukhompyutha esebenza kahle kakhulu.
Banciphisa izindleko zemisebenzi esindayo ngokwekhompyutha ngokuvumela ababungazi ukuthi baqashise izingxenyekazi zekhompuyutha zabo ze-GPU, okuvumela abasebenzisi ukuthi basebenzise ithuluzi labo lokusesha ku-inthanethi ukuze bathole izintengo ezishibhe kakhulu zekhompyutha ngokuhambisana nezidingo zabo futhi bakhiphe imiyalo noma baqalise ukuxhumeka kwe-SSH.
Bahlinzeka ngezimo ze-SSH, izimo ze-Jupyter nge-Jupyter GUI, noma izimo zokuyala kuphela, futhi zifaka phakathi okuqondile. isikhombimsebenzisi somsebenzisi.
Umsebenzi wokusebenza kokufunda okujulile (i-DLPerf), obikezela ukusebenza komsebenzi wokufunda okujulile okulinganiselwe, nawo uyanikezwa.
Amasistimu asetshenziswa yi-Vast AI asekelwe ku-Ubuntu futhi awanikezi amadeskithophu akude. Baphinde basebenzise izimo ezitholakala lapho kudingeka khona imali ethile esungulwe umsingathi.
Zamanani
Intengo iqala ku-$0.80/ihora ku-4x RTX A6000.
3. I-AWS ne-NVIDIA
Ndawonye, i-AWS ne-NVIDIA zihlala ziletha izixazululo ezisekelwe ku-GPU ezithengekayo, ezivumelana nezimo, nezinamandla.
Ihlanganisa izimo ze-Amazon EC2 enikwe amandla yi-NVIDIA GPU namasevisi afana ne-AWS IoT Greengrass efaka ngamamojula e-NVIDIA Jetson Nano.
Kuzindawo zokusebenza ezibonakalayo, ukufunda ngomshini (ML), amasevisi e-inthanethi Yezinto (IoT), kanye nekhompyutha esebenza kahle kakhulu, abasebenzisi basebenzisa i-AWS ne-NVIDIA. Ukusebenza okwehlayo kunikezwa ama-NVIDIA GPU anika amandla izimo ze-Amazon EC2.
Ukwengeza, sebenzisa i-AWS IoT Greengrass ukuxhuma amadivayisi asekelwe ku-NVIDIA kumasevisi wamafu e-AWS.
Izimo ze-Amazon EC2 P4d zinikwa amandla yi-NVIDIA A100 Tensor Core GPUs, ehlinzeka ngenethiwekhi ye-latency ephansi kakhulu yemboni kanye nokusebenza okuphezulu kakhulu.
Ngokufanayo nalokhu, kunezinye izimo ezihlukene ezitholakalayo ezimweni ezithile, njenge-Amazon EC2 P3, Amazon EC2 G4, njll.
Zamanani
Ungafaka isicelo sesilingo samahhala futhi sicela uxhumane nomthengisi ukuze uthole amanani aso.
4. I-Paperspace CORE
I-CORE inkundla ye-GPU yefu ephethwe ngokugcwele edalwe i-Paperspace ehlinzeka ngekhompyutha eqondile, engabizi kakhulu, nesheshiswayo yezinhlelo zokusebenza ezihlukahlukene.
Sebenzisa ingqalasizinda yekhompuyutha esheshisiwe ehlinzekwa yi-Paperspace CORE ukusheshisa izinqubo zenhlangano. Ukungena okusheshayo, amathuluzi okuhlanganyela, nezinhlelo zokusebenza zedeskithophu ze-Mac, Linux, ne-Windows, inikeza isixhumi esibonakalayo esisebenziseka kalula nesingelula.
Isebenzisele ukwenza izinhlelo ezidinga inani elingenamkhawulo lamandla okucubungula. I-CORE inikeza inethiwekhi eshesha kakhulu, ukuhlinzekwa okusheshayo, usekelo lwezinhlelo zokusebenza ze-3D, kanye ne-API ephelele yokufinyelela okuhleliwe.
Nge-GUI esebenziseka kalula futhi enembile, thola isithombe esibanzi sengqalasizinda yakho endaweni eyodwa.
Ukwengeza, zuza ukulawula okuhle kakhulu sibonga isixhumi esibonakalayo sokuphatha se-CORE, esinikeza amathuluzi anamandla futhi sikwenza ukwazi ukuhlunga, ukuhlunga, ukuxhuma, noma ukudala imishini, amanethiwekhi, nabasebenzisi.
Zamanani
Intengo iqala ku-$0.45/ihora ku-M4000 GPU ezinikele.
5. Isevisi ye-Alibaba Elastic GPU
I-Alibaba Elastic GPU Service (EGS) isebenzisa ubuchwepheshe be-GPU ukuletha amandla afanayo nanamandla okucubungula. Izinhlelo zokusebenza eziningi, okuhlanganisa ukucutshungulwa kwevidiyo, ukubona ngeso, ikhompuyutha yesayensi, nokufunda okujulile, kuzilungele kahle.
I-EGS isebenzisa inani lama-GPU, okuhlanganisa i-AMD FirePro S7150, i-NVIDIA Tesla M40, i-NVIDIA Tesla V100, i-NVIDIA Tesla P4, ne-NVIDIA Tesla P100.
Uzokwazi ukufinyelela izinzuzo ezifaka ku-inthanethi izinsiza zokufundisa ezijulile nokuqeqeshwa, ukuhlonza okuqukethwe, ukubonwa kwesithombe nezwi, ukubhalwa kwekhodi kwemidiya ye-HD, inkomfa ngevidiyo, ukubuyiselwa kwefilimu engumthombo, kanye ne-4K/8K HD bukhoma.
Thola ezinye izindlela ezifana nokunikezela ngevidiyo, ezezimali zekhompyutha, ukubikezela isimo sezulu, ukulingisa ukungqubuzana, ubunjiniyela bofuzo, ukuhlela okungaqondile, izinhlelo zokusebenza zemfundo ekude, kanye nomklamo wobunjiniyela.
Zamanani
Inikeza isivivinyo samahhala nohlelo lokubhalisa lokukhokha njengoba uhamba, okusho ukuthi wena kuphela yiziphi izimo noma ama-GPU owasebenzisayo.
6. Ifu likaGenesise
IGenesis Cloud inikeza inkundla ye-GPU yamafu ebiza kakhulu. Basebenza ngokubambisana nezikhungo zedatha ezimbalwa ezisebenzayo emhlabeni wonke ukuze bahlinzeke ngezinhlelo zokusebenza ezihlukahlukene.
I-Genesis Cloud inikeza izinhlobonhlobo zezici eziwusizo ngaphandle kwezindleko ezengeziwe, okuhlanganisa izifinyezo zokwenza ikhophi yasenqolobaneni yomsebenzi wakho, amaqembu okuvikela ethrafikhi yenethiwekhi, amavolumu esitoreji samasethi amakhulu edatha, i-FastAI, i-PyTorch, izithombe ezisethiwe, kanye ne-API yomphakathi ye-TensorFlow.
Basheshisa ukubala ngosizo lwe-NVIDIA GeForce RTX 3090, RTX 3080, RTX 3060 Ti, kanye nobuchwepheshe be-GTX 1080 Ti ezimweni zabo ze-GPU yamafu.
Ungasebenzisa amandla ekhompuyutha ye-GPU ukukhiqiza amamuvi opopayi noma isitimela amanethiwekhi we-neural.
Zamanani
Intengo iqala ku-$1.30/ngehora ku-NVIDIA® GeForce™ RTX 3090.
7. I-Google Cloud GPU
I-Google Cloud Platform (GCP) inikezela ngenani lezimo ze-GPU ezingasetshenziswa ukusheshisa izinqubo ezifana nokufunda komshini, ukufunda okujulile, ne-high-performance computing (HPC).
Ngalezi zimo ze-GPU, ezisekelwa i-NVIDIA, AMD, kanye ne-Intel GPUs, kungenzeka ukuthi ufinyelele kumtapo wolwazi we-CUDA kanye ne-cuDNN, evame ukusetshenziselwa ukwenza ikhompuyutha esheshisa i-GPU.
Ngenxa yokulungiswa komshini, amanani avumelana nezimo, kanye nohlu olukhulu lwamathuba e-GPU, i-HPC ingakhiqiza kakhulu.
Ukwengeza, kungakusiza unciphise umsebenzi wakho. Phakathi kwama-GPU abawahlinzekayo kukhona i-NVIDIA K80, P4, V100, A100, T4, ne-P100. Inombolo encane kuphela yezindawo ezihlakazekile ezindaweni ezahlukene ezikwazi ukufinyelela ama-GPU.
Zamanani
Izindleko zizohluka ngokuya ngesifunda, i-GPU oyikhethayo, kanye nohlobo lomshini. Nge-NVIDIA A100, amanani aqala ku-$3.93 nge-GPU ngayinye.
8. I-NVIDIA GPU Cloud
I-NVIDIA GPU Cloud (NGC) iyinkundla esekelwe emafini enikeza abasebenzisi ukufinyelela kuzinhlobonhlobo zesofthiwe esheshisa i-GPU, njengamathuluzi okubona, izinhlelo ze-HPC, kanye ukufunda okujulile izinhlaka.
Onjiniyela, ososayensi bemininingwane, futhi abacwaningi manje sebengakwazi ukusebenzisa kalula amandla okwenza ikhompuyutha e-NVIDIA GPU efwini ngaphandle kokukhathazeka nengqalasizinda noma ukugcinwa okudingekayo ukuze basebenzise izinhlelo zabo zokusebenza ngenxa ye-NGC.
Umtapo wolwazi weziqukathi zesofthiwe ezilungiselelwe kusengaphambili ufakiwe ne-NGC futhi ungatshalwa ngokushesha kunombolo ngamafu izingqalasizinda, okuhlanganisa i-Amazon Web Services, i-Google Cloud Platform, ne-Microsoft Azure.
Ukufinyelela ku-NGC futhi kunikeza abasebenzisi ukufinyelela kunkundla yokufunda ejulile ye-NVIDIA, eza nenani lezinhlelo nezisetshenziswa zokudala nokusebenzisa amamodeli okufunda ajulile, okuhlanganisa i-TensorRT, i-cuDNN, ne-CUDA-X AI.
Zamanani
Kuye ngamasevisi athile nezisetshenziswa ozisebenzisayo, intengo ye-NVIDIA GPU Cloud's (NGC) iyashintsha. Nakuba izinsiza ezithile ze-NGC, njengesitaki sesofthiwe yokufunda ejulile, zikhululekile ukuzisebenzisa, ezinye, njengeziqukathi zohlelo lwe-HPC, zingakhokhisa inani. Sicela ubhekisele kukhathalogi ye-NGC.
9. I-Lambda GPU Cloud
I-Lambda ihlinzeka ngezimo ze-GPU zefu zokuqeqeshwa kwemodeli yokufunda okujulile kanye nokulinganisa ukusuka kukhompuyutha eyodwa ebonakalayo kuya emishinini eminingi ebonakalayo.
Kusuka kudeshibhodi, finyelela ngokushesha okukhethekile komshini ngamunye Incwadi kaJupyter imvelo yokuhlela. Ukuze uthole ukufinyelela okuqondile, sebenzisa i-SSH ngokuqondile ngomunye wokhiye be-SSH noma xhuma nge-Web Terminal kudeshibhodi yamafu.
Ubukhulu obungu-10 Gbps bokuxhunywa kwe-inter-node busekelwa isibonelo ngasinye, okuvumela ukuqeqeshwa okusabalalisiwe kusetshenziswa izinhlaka ezifana ne-Horovod.
Ukukhuphula inani lama-GPU esimweni esisodwa noma ezimbalwa kungasiza ukusheshisa ukwenziwa kwemodeli. Inkundla isekela izimo ze-GPU ezivela ku-NVIDIA RTX 6000, Quadro RTX 6000, kanye ne-Tesla V100s.
Zamanani
Intengo iqala ku-$1.10/ngehora ku-NVIDIA A100.
10. I-IBM Cloud GPU
I-IBM Cloud GPU isebenzisa inethiwekhi ehlakazeke emhlabeni wonke yezikhungo zedatha ukuze inikeze izinqubo zokukhetha iseva eziguquguqukayo kanye nokuxhumana okushelelayo ne-IBM cloud architecture, APIs, kanye nezinhlelo zokusebenza.
Ngezimo ze-Intel Xeon 4210, Xeon 5218, kanye ne-Xeon 6248 GPU, inikeza inketho ye-GPU Yeseva yensimbi.
Ungakwazi ukugcwalisa ukusebenza okuphezulu, okuzwela ukubambezeleka, okukhethekile, kanye nomthwalo ojwayelekile wokusebenza ngokuqondile kuhadiwe yeseva usebenzisa izimo zensimbi engenalutho, njengoba bengenza ngama-GPU asendaweni.
Ngenketho yabo yeseva yensimbi engenalutho, baphinde banikeze izimo nge-NVIDIA T4 GPUs kanye nama-Intel Xeon processors anama-cores angama-40, kanye nezimo zezinye izindlela zabo zeseva ebonakalayo ezinamamodeli e-NVIDIA V100 kanye ne-P100.
Zamanani
Intengo iqala ku-$514/ngenyanga ku-Intel Xeon4110.
Isiphetho
Okokugcina, izinsizakalo ze-GPU zamafu ezinhle kakhulu ze-AI yilezo ezinikeza izinsiza eziqinile ze-GPU, ukukhetha kwamanani okuguquguqukayo, kanye nokukala okulula.
Zonke izinkampani ezihlinzeka ngezimo ze-GPU zomthwalo we-AI—AWS, NVIDIA, IBM, ne-GCP—zinemigqa emihle kakhulu yomkhiqizo ngokuya ngokusebenza nokusebenza.
Inketho engcono kakhulu ekugcineni inqunywa izidingo zakho ezihlukile, izingqinamba zezimali, ingqalasizinda esivele ikhona, kanye nezintandokazi zomthengisi.
shiya impendulo