Isiqulatho[Fihla][Bonisa]
Ii-GPUs zamafu zikwimfuno enkulu njengoko itekhnoloji entsha efana nokufunda nzulu, i-AI, kunye nokufunda koomatshini kuvela.
Ii-GPUs (iiYunithi zokuLungiselela iMizobo) ziiprosesa ezikhethekileyo ezenzelwe ukuphatha iiseti zedatha ezinkulu kunye nezibalo ezintsonkothileyo ezifunekayo kwimisebenzi efana nemizobo yekhompyuter kunye nomdlalo. Ngoku zibalulekile kwintsimi ye kukubhadla okungeyonyani (AI) ngokunjalo, nangona kunjalo, njengasemva kwexesha.
Ii-CPU zesiNtu (iiYunithi zokuLungiselela i-Central) azikwazi ukuhlangabezana nemfuno kuba iimodeli ze-AI zifuna isixa esibalulekileyo samandla ekhompyutha ukuqeqesha nokusebenza.
Kwelinye icala, kuba zakhelwe ukuxhasa ukusetyenzwa ngokuhambelanayo, ii-GPU zisebenza ngakumbi ekulawuleni umthamo omkhulu wedatha kunye nokubalwa okuntsonkothileyo okufunekayo kwimisebenzi ye-AI.
Ukuba ukwitekhnoloji, kufuneka uve malunga neenkonzo ze-GPU zelifu. Kwabo, abangayi kulandela.
Inkonzo esekwe kwilifu enika abasebenzisi ukufikelela kwi-intanethi kwizixhobo ezinamandla ze-GPU yaziwa njengenkonzo yelifu ye-GPU ye-AI. Endaweni yokufuna ukuthenga nokugcina izixhobo zabo ze-GPU, ezi nkonzo zenza ukuba abathengi baqeshe izixhobo ze-GPU njengoko kufuneka.
Oku kwenza kube nokwenzeka ukuba abantu kunye nemibutho isebenzise amandla okusebenza e-GPU ngaphandle kokwenza utyalo-mali olukhulu okanye ukuhlawula umrhumo oqhubekayo wokulungisa.
Uninzi lweenkonzo ze-GPU zelifu ze-AI zibonelela ngoluhlu olubanzi lweenketho ze-GPU, kubandakanya iimodeli ezininzi kunye nolungelelwaniso kunye nokuguquguquka kokunyusa okanye ukuhla njengoko kuyimfuneko. Ngoku ungakhetha izixhobo ezifanelekileyo ze-GPU kwiimfuno zabo ezizodwa kunye neeprojekthi enkosi kule nkonzo.
Ukongeza, iinkonzo zihlala ziza kunye nezinye izinto ezibandakanya ukunxibelelana, ukugcinwa, kunye nezixhobo zesoftware ukunceda abathengi kwiiprojekthi zabo ze-AI. Kule post, siza kujonga kwiinkonzo ze-GPU zefu eziphezulu ze-AI.
1. Linode
ILinode ibonelela ngeGPUs kwimfuno yomthwalo wemisebenzi efana nokusetyenzwa kwevidiyo, ikhompuyutha yesayensi, yokufunda umatshini, ubukrelekrele bokwenziwa, kunye nabanye.
Ibonelela nge-GPU-optimised oomatshini benyani (VMs) abasebenza kwi-NVIDIA Quadro RTX 6000, Tensor, kunye ne-RT cores kwaye isebenzisa isakhono seCUDA ukwenza. ukufunda okunzulu, i-ray tracing imithwalo yemisebenzi, kunye nezibalo ezinzima.
Ngokuguqula inkcitho yakho enkulu ibe yinkcitho yokusebenza, ungasebenzisa amandla e-GPU yeLinode GPU kunye nexabiso lokwenyani lelifu.
Ukongeza, iLinode iyakukhulula ekubeni nexhala malunga nehardware ukuze ukwazi ukugxila kwezona zakhono zinamandla.
NgeLinode GPUs, ngoku kuyenzeka ukuba uzisebenzise kwizicelo ezinobunkunkqele ezifana nokusasazwa kwevidiyo, ubukrelekrele bokwenziwa, kunye nokufunda koomatshini.
Ukongeza, kuxhomekeke kubungakanani bamandla okusebenza afunekayo kumthwalo olindelweyo womsebenzi, unokufumana ukuya kutsho kumakhadi ama-4 kumzekelo ngamnye.
namaxabiso
Amaxabiso aqala kwi $1.5/yure kwisicwangciso esizinikezeleyo se-RTX6000 GPU. Qalisa ngeLinode simahla.
2. I-AI enkulu
I-AI enkulu yindawo yentengiso yehlabathi apho abasebenzisi banokuqesha ii-GPU ezingabizi kakhulu ukuze zisetyenziswe kwikhompyuter esebenza kakhulu.
Banciphisa iindleko zemisebenzi enzima ngokuvumela ababuki zindwendwe ukuba baqeshise izixhobo zabo ze-GPU, bevumela abasebenzisi ukuba basebenzise isixhobo sabo sokukhangela kwi-intanethi ukufumana amaxabiso asezantsi ekhompyuter ngokuhambelana neemfuno zabo kwaye baphumeze imiyalelo okanye baqalise unxibelelwano lwe-SSH.
Banikezela ngeemeko ze-SSH, iimeko zeJupyter kunye neJupyter GUI, okanye imiyalelo yomyalelo kuphela, kwaye ibonisa ngokuthe ngqo. Indawo yomsebenzisi.
Umsebenzi wokwenza umsebenzi wokufunda nzulu (i-DLPerf), oqikelela uqikelelo lomsebenzi wokufunda nzulu, nawo unikiwe.
Iinkqubo ezisetyenziswa yiVast AI zise-Ubuntu kwaye aziboneleli ngeedesktop ezikude. Bakwasebenzisa iimeko ezifumanekayo ngemfuno yomrhumo othile osekwe ngumamkeli.
namaxabiso
Ixabiso liqala kwi-$ 0.80 / iyure ye-4x RTX A6000.
3. I-AWS kunye ne-NVIDIA
Ngokudibeneyo, i-AWS kunye ne-NVIDIA zihlala zihambisa izisombululo ezisekwe kwi-GPU ezifikelelekayo, eziguquguqukayo, nezinamandla.
Ibandakanya i-NVIDIA GPU-powered Amazon EC2 iimeko kunye neenkonzo ezifana ne-AWS IoT Greengrass efakela kunye neemodyuli ze-NVIDIA Jetson Nano.
Kwizitishi zokusebenza ezibonakalayo, ukufunda ngomatshini (ML), iinkonzo ze-Intanethi yeZinto (IoT), kunye nekhompyuter yokusebenza okuphezulu, abasebenzisi basebenzisa i-AWS kunye ne-NVIDIA. Ukusebenza okunokwehla kubonelelwa yi-NVIDIA GPUs enika amandla iimeko zeAmazon EC2.
Ukongeza, sebenzisa i-AWS IoT Greengrass ukuqhagamshela izixhobo ezisekwe kwi-NVIDIA kwiinkonzo zelifu ze-AWS.
Imizekelo ye-Amazon EC2 P4d inikwe amandla yi-NVIDIA A100 Tensor Core GPUs, ebonelela ngeyona ndlela iphantsi yothungelwano lwe-latency networking kunye nokuphuma okuphezulu.
Ngokufanayo nale nto, kukho ezinye iimeko ezahlukeneyo ezikhoyo kwiimeko ezithile, ezifana ne-Amazon EC2 P3, i-Amazon EC2 G4, njl.
namaxabiso
Ungafaka isicelo solingo lwasimahla kwaye nceda uqhagamshelane nomthengisi ngamaxabiso alo.
4. Isithuba sephepha CORE
I-CORE liqonga le-GPU elilawulwa ngokupheleleyo elenziwe yi-Paperspace ebonelela ngokuthe ngqo, ngexabiso elisebenzayo, kunye nekhompyuter ekhawulezayo kwiinkqubo ezahlukeneyo.
Sebenzisa iziseko zekhompuyutha ezikhawulezayo ezibonelelwa yiPaperspace CORE ukukhawulezisa iinkqubo zombutho. Ukukhwela ngokukhawuleza, izixhobo ezisebenzisanayo, kunye nosetyenziso lwedesktop yeMac, Linux, kunye neWindows, ibonelela ngomsebenzisi-elula kunye nojongano olulula.
Yisebenzise ukwenza iinkqubo ezibango kwisixa esingenasiphelo samandla okuqhuba. I-CORE ibonelela ngenethiwekhi ekhawuleza kakhulu, ukubonelela ngokukhawuleza, inkxaso yee-apps ze-3D, kunye ne-API epheleleyo yofikelelo lwenkqubo.
Nge-GUI ekulula ukuyisebenzisa kunye ne-intuitive, fumana umfanekiso obanzi weziseko zakho kwindawo enye.
Ukongeza, fumana ulawulo olubalaseleyo enkosi kujongano lolawulo lwe-CORE, olubonelela ngezixhobo ezinamandla kwaye ikuvumela ukuba ucofe, uhlele, uqhagamshele okanye wenze oomatshini, uthungelwano kunye nabasebenzisi.
namaxabiso
Amaxabiso aqala kwi-0.45 yeedola ngeyure kwi-M4000 GPU ezinikeleyo.
5. Inkonzo ye-Alibaba Elastic GPU
Inkonzo ye-Alibaba Elastic GPU (EGS) isebenzisa itekhnoloji ye-GPU ukuhambisa amandla ahambelanayo kunye namandla okusebenza. Usetyenziso oluninzi, kubandakanya ukusetyenzwa kwevidiyo, ukubonwa, ikhompyuter yesayensi, kunye nokufunda nzulu, iyilungele kakuhle.
I-EGS isebenzisa inani le-GPUs, kuquka i-AMD FirePro S7150, i-NVIDIA Tesla M40, i-NVIDIA Tesla V100, i-NVIDIA Tesla P4, kunye ne-NVIDIA Tesla P100.
Uya kuba nokufikelela kwiinzuzo ezibandakanya kwi-intanethi Iinkonzo zothelekelelo lokufunda olunzulu kunye noqeqesho, ukuchongwa komxholo, umfanekiso kunye nokuqatshelwa kwezwi, i-HD media coding, i-conferencing yevidiyo, ukubuyisela ifilimu yomthombo, kunye ne-4K / 8K HD ephilayo.
Fumana ezinye izinto ezifana nonikezelo lwevidiyo, imali yokubala, uqikelelo lwemozulu, ukulinganisa ukungqubana, ubunjineli bemfuza, ukuhlela okungahambelaniyo, usetyenziso lwemfundo ekude, kunye noyilo lobunjineli, ngokunjalo.
namaxabiso
Ibonelela ngesilingo sasimahla kunye nesicwangciso sobhaliso lokuhlawula njengoko uhamba, okuthetha ukuba wena kuphela zeziphi iimeko okanye ii-GPU ozisebenzisayo.
6. Ilifu leGenesis
Ilifu leGenesis libonelela ngeqonga le-GPU lelifu elinexabiso eliphezulu. Basebenza ngentsebenziswano kunye namaziko amaninzi edatha asebenzayo kwihlabathi lonke ukubonelela ngeentlobo ezahlukeneyo zezicelo.
Ilifu leGenesis libonelela ngoluhlu olubanzi lweempawu eziluncedo ngaphandle kweendleko ezongezelelweyo, kubandakanywa ne-snapshots yokuxhasa umsebenzi wakho, amaqela okhuseleko kwi-traffic yenethiwekhi, umthamo wokugcinwa kweeseti ezinkulu zedatha, i-FastAI, i-PyTorch, imifanekiso esetyenzisiweyo, kunye ne-TensorFlow API yoluntu.
Bakhawuleza ukubala ngoncedo lwe-NVIDIA GeForce RTX 3090, i-RTX 3080, i-RTX 3060 Ti, kunye ne-GTX 1080 Ti itekhnoloji kwiimeko zabo ze-GPU zelifu.
Unokusebenzisa amandla ekhompyuter ye-GPU ukuvelisa iimuvi ezinoopopayi okanye uloliwe amanethiwekhi.
namaxabiso
Amaxabiso aqala kwi- $1.30/ngeyure ye-NVIDIA® GeForce™ RTX 3090.
7. Google Cloud GPU
I-Google Cloud Platform (GCP) ibonelela ngenani lee-GPU zeziganeko ezinokusetyenziswa ukukhawulezisa iinkqubo ezifana nokufunda koomatshini, ukufunda nzulu, kunye ne-high-performance computing (HPC).
Ngale mizekelo ye-GPU, exhaswa yi-NVIDIA, i-AMD, kunye ne-Intel GPUs, kunokwenzeka ukufikelela kwiilayibrari ze-CUDA kunye ne-cuDNN, ezisetyenziswa rhoqo kwi-GPU-accelerated computing.
Ngenxa yokuguqulwa koomatshini, amaxabiso aguquguqukayo, kunye noluhlu olukhulu lwamathuba e-GPU, i-HPC inokuvelisa ngakumbi.
Ukongeza, kuya kukunceda unciphise umsebenzi wakho. Phakathi kweGPUs ababonelela ngazo yi-NVIDIA K80, P4, V100, A100, T4, kunye ne-P100. Kuphela linani elincinci lezowuni ezisasazwe kwiindawo ezahlukeneyo ezinokufikelela kwiiGPUs.
namaxabiso
Iindleko ziya kwahluka ngokwengingqi, iGPU oyikhethayo, kunye nohlobo lomatshini. Kwi-NVIDIA A100, amaxabiso aqala kwi-3.93 yeedola nge-GPU nganye.
8. Ilifu leNVIDIA GPU
I-NVIDIA GPU Cloud (NGC) liqonga elisekelwe kwilifu elinika abasebenzisi ukufikelela kwiintlobo ngeentlobo zesoftware ekhawulezileyo yeGPU, njengezixhobo zokujonga, iinkqubo zeHPC, kunye ukufunda okunzulu izikhokelo.
Abaphuhlisi, izazinzulu zedatha, kwaye abaphandi ngoku banokusebenzisa amandla ekhompyuter ye-NVIDIA GPUs efini ngaphandle kokukhathazeka malunga neziseko okanye ukugcinwa okufunekayo ukuze basebenzise ii-apps zabo ngenxa ye-NGC.
Ithala leencwadi lezikhongozeli zesoftware esele ziqwalaselwe iqukwe kwi-NGC kwaye inokusasazwa ngokukhawuleza kwinani ukhomyutha yamafu amaziko, kuquka iiNkonzo zeWebhu zeAmazon, iPlatform yeLifu likaGoogle, kunye neMicrosoft Azure.
Ukufikelela kwi-NGC kwakhona kunika abasebenzisi ukufikelela kwiqonga lokufunda elinzulu le-NVIDIA, eliza nenani leenkqubo kunye nezixhobo zokudala nokuphumeza iimodeli zokufunda ezinzulu, kubandakanya iTensorRT, cuDNN, kunye neCUDA-X AI.
namaxabiso
Ngokuxhomekeke kwiinkonzo ezithile kunye nezixhobo ozisebenzisayo, ixabiso le-NVIDIA GPU Cloud's (NGC) liyatshintsha. Ngelixa ezinye iinkonzo ze-NGC, ezifana ne-software yokufunda nzulu, zikhululekile ukuzisebenzisa, ezinye, ezifana nezikhongozeli zesicelo se-HPC, zinokubiza ixabiso. Nceda ubhekisele kwikhathalogu ye-NGC.
9. Lambda GPU Cloud
I-Lambda ibonelela ngemizekelo ye-GPU yelifu yoqeqesho olunzulu lwemodeli yokufunda kunye nokulinganisa ukusuka kwikhompyuter enye yomzimba ukuya koomatshini abaninzi benyani.
Ukusuka kwideshibhodi, fikelela ngoko nangoko kumatshini ngamnye okhethekileyo Incwadana yokubhalela kaJupyter inkqubo yendawo. Ukufikelela ngokuthe ngqo, sebenzisa i-SSH ngokuthe ngqo ngesinye sezitshixo ze-SSH okanye uqhagamshele ngeSitena seWebhu kwideshibhodi yelifu.
Ubuninzi be-10 Gbps yoqhagamshelwano lwe-inter-node luxhaswa ngumzekelo ngamnye, ukuvumela ukusasazwa koqeqesho kusetyenziswa izikhokelo ezifana neHorovod.
Ukunyusa inani le-GPUs kwimeko enye okanye ezininzi kunokunceda ukukhawulezisa ukwenziwa kwemodeli. Iqonga lixhasa iimeko ze-GPU ukusuka kwi-NVIDIA RTX 6000, i-Quadro RTX 6000, kunye ne-Tesla V100s.
namaxabiso
Amaxabiso aqala kwi-$1.10/ngeyure kwiNVIDIA A100.
10. IBM Cloud GPU
I-IBM Cloud GPU isebenzisa inethiwekhi esasazeke kwihlabathi jikelele yamaziko edatha ukubonelela ngeenkqubo zokukhetha iseva eziguquguqukayo kunye nonxibelelwano olugudileyo kunye ne-IBM cloud architecture, APIs, kunye nokusetyenziswa.
Nge-Intel Xeon 4210, i-Xeon 5218, kunye ne-Xeon 6248 GPU iimeko, inika inketho ye-GPU ye-metal-metal.
Unokwenza ukusebenza okuphezulu, uvakalelo-mva, okhethekileyo, kunye nomthwalo oqhelekileyo wokusebenza ngokuthe ngqo kwi-hardware ye-server usebenzisa iimeko ezingenanto-zentsimbi, njengokuba zinokwenza ngee-GPU ezikwindawo.
Kukhetho lwabo lwe-metal-metal, babonelela nangemizekelo ye-NVIDIA T4 GPUs kunye ne-Intel Xeon processors ukuya kuthi ga kwi-40 cores, kunye nemizekelo yeendlela zabo ezizezinye zeseva ezinemodeli ye-NVIDIA V100 kunye ne-P100.
namaxabiso
Amaxabiso aqala kwi-514 yeedola / ngenyanga ye-Intel Xeon4110.
isiphelo
Okokugqibela, ezona nkonzo zibalaseleyo zelifu ze-GPU ze-AI zezo zibonelela ngezixhobo ezomeleleyo ze-GPU, ukhetho lwamaxabiso oluguquguqukayo, kunye nokukala okulula.
Zonke iinkampani ezibonelela ngeemeko ze-GPU ze-AI yomthwalo wemisebenzi-AWS, NVIDIA, IBM, kunye ne-GCP-zinemigca yemveliso egqwesileyo ngokwendlela yokusebenza kunye nokusebenza.
Olona khetho lungcono ekugqibeleni lugqitywa ziimfuno zakho ezizodwa, imiqobo yezemali, iziseko zophuhliso esele zikho, kunye nezinto ezikhethwa ngumthengisi.
Shiya iMpendulo