Huab GPUs yog qhov xav tau zoo vim tias cov thev naus laus zis tshiab xws li kev kawm tob, AI, thiab kev kawm tshuab tau tshwm sim.
GPUs (Graphics Processing Units) yog cov txheej txheem tshwj xeeb uas tsim los tswj cov ntaub ntawv loj heev thiab cov kev suav tsis sib xws uas xav tau rau cov dej num xws li khoos phis tawj duab thiab kev ua si. Lawv tam sim no tseem ceeb heev rau thaj chaw ntawm artificial txawj ntse (AI) zoo li, txawm li cas los xij, thaum lig.
Ib txwm CPUs (Central Processing Units) tsis muaj peev xwm ua tau raws li qhov xav tau vim tias AI qauv xav tau ntau lub zog ntawm kev suav rau kev cob qhia thiab khiav.
Ntawm qhov tod tes, txij li lawv tau tsim los txhawb kev ua haujlwm sib luag, GPUs muaj txiaj ntsig zoo ntawm kev tswj hwm cov ntaub ntawv loj thiab cov kev suav sib txawv uas xav tau rau kev ua haujlwm AI.
Yog tias koj nyob hauv tech, koj yuav tsum tau hnov txog cov kev pabcuam huab GPU. Rau cov, leej twg yuav tsis ua raws.
Ib qho kev pabcuam huab uas muab cov neeg siv online nkag mus rau cov peev txheej GPU muaj zog yog hu ua huab GPU kev pabcuam rau AI. Hloov chaw yuav tsum tau yuav thiab tswj lawv tus kheej GPU kho vajtse, cov kev pabcuam no ua rau cov neeg siv khoom tuaj yeem xauj GPU cov peev txheej raws li xav tau.
Qhov no ua rau nws muaj peev xwm ua tau rau tib neeg thiab cov koom haum siv GPUs 'kev ua haujlwm muaj peev xwm yam tsis tas yuav ua kom muaj peev txheej pib loj lossis them cov nqi kho txuas ntxiv.
Feem ntau ntawm huab GPU kev pabcuam rau AI muab ntau yam kev xaiv GPU, suav nrog ntau tus qauv thiab kev teeb tsa thiab qhov yooj yim los ntsuas lossis nqis raws li qhov tsim nyog. Tam sim no koj tuaj yeem xaiv cov peev txheej GPU zoo tshaj plaws rau lawv cov kev xav tau tshwj xeeb thiab cov haujlwm ua tsaug rau qhov kev pabcuam no.
Tsis tas li ntawd, cov kev pabcuam nquag tuaj nrog lwm lub peev xwm suav nrog kev sib tham, khaws cia, thiab cov cuab yeej software los pab cov neeg siv khoom hauv lawv cov haujlwm AI. Hauv tsab xov xwm no, peb yuav saib saum huab cua GPU kev pabcuam rau AI.
1. Linode
Linode muaj GPUs ntawm kev thov rau kev ua haujlwm xws li kev ua yeeb yaj kiab, suav nrog kev tshawb fawb, tshuab kev kawm, artificial txawj ntse, thiab lwm yam.
Nws muab GPU-optimized virtual tshuab (VMs) uas khiav ntawm NVIDIA Quadro RTX 6000, Tensor, thiab RT cores thiab siv CUDA muaj peev xwm ua. kawm tob, ray tracing workloads, thiab kev suav cov complex.
Los ntawm kev xa koj cov peev txheej rau hauv kev siv nyiaj, koj tuaj yeem siv Linode GPU lub peev xwm GPU thiab tus nqi tiag tiag ntawm huab.
Tsis tas li ntawd, Linode tso cai rau koj los ntawm kev txhawj xeeb txog kev kho vajtse kom koj tuaj yeem mloog zoo rau koj qhov kev txawj ntse tshaj plaws.
Nrog Linode GPUs, tam sim no nws muaj peev xwm siv lawv rau cov ntawv thov zoo li video streaming, txawj ntse txawj ntse, thiab kev kawm tshuab.
Tsis tas li ntawd, nyob ntawm seb lub zog ua haujlwm yuav tsum tau ua rau cov haujlwm uas xav tau, koj tuaj yeem tau txais txog li 4 daim npav rau txhua qhov piv txwv.
pricing
Tus nqi pib ntawm $ 1.5 / teev rau kev mob siab rau RTX6000 GPU txoj kev npaj. Pib nrog Linode dawb.
2. Loj AI
Loj AI yog qhov chaw lag luam thoob ntiaj teb uas cov neeg siv tuaj yeem xauj GPUs pheej yig rau siv hauv kev ua haujlwm siab.
Lawv txo tus nqi ntawm kev ua haujlwm hnyav los ntawm kev ua kom cov tswv lag luam xauj tawm lawv cov khoom siv GPU, ua rau cov neeg siv siv lawv cov cuab yeej tshawb fawb online los nrhiav cov nqi pheej yig tshaj plaws rau kev suav raws li lawv cov kev xav tau thiab ua tiav cov lus txib lossis tso SSH kev sib txuas.
Lawv muab SSH piv txwv, Jupyter piv txwv nrog Jupyter GUI, lossis cov piv txwv nkaus xwb, thiab ua kom ncaj nraim cov neeg siv interface.
Ib qho kev kawm sib sib zog nqus kev ua haujlwm (DLPerf), uas kwv yees kwv yees qhov kev kawm tob tob, kuj tau muab.
Cov tshuab siv los ntawm Vast AI yog Ubuntu-based thiab tsis muaj cov chaw taws teeb desktops. Lawv kuj ua haujlwm xws li muaj nyob rau ntawm kev thov rau tus nqi tshwj xeeb tsim los ntawm tus tswv tsev.
pricing
Tus nqi pib ntawm $ 0.80 / teev rau 4x RTX A6000.
3. AWS & NVIDIA
Ua ke, AWS thiab NVIDIA tab tom xa cov GPU-raws li kev daws teeb meem uas pheej yig, hloov tau, thiab muaj zog.
Nws suav nrog NVIDIA GPU-powered Amazon EC2 piv txwv thiab cov kev pabcuam zoo li AWS IoT Greengrass uas nruab nrog NVIDIA Jetson Nano modules.
Rau cov chaw ua haujlwm virtual, kev kawm tshuab (ML), Internet of Things (IoT) cov kev pabcuam, thiab kev suav ua haujlwm siab, cov neeg siv siv AWS thiab NVIDIA. Scalable kev ua tau zoo yog muab los ntawm NVIDIA GPUs uas muaj zog Amazon EC2 piv txwv.
Tsis tas li ntawd, siv AWS IoT Greengrass los txuas NVIDIA-based edge devices rau AWS cloud services.
Amazon EC2 P4d piv txwv yog siv los ntawm NVIDIA A100 Tensor Core GPUs, uas muab kev lag luam qis tshaj latency networking thiab tshaj tawm.
Zoo ib yam li qhov no, muaj lwm qhov sib txawv muaj rau qee qhov xwm txheej, xws li Amazon EC2 P3, Amazon EC2 G4, thiab lwm yam.
pricing
Koj tuaj yeem thov kev sim dawb thiab thov hu rau tus neeg muag khoom rau nws tus nqi.
4. Paperspace CORE
A CORE yog lub peev xwm tswj hwm huab GPU platform tsim los ntawm Paperspace uas muab kev ncaj ncees, muaj txiaj ntsig zoo, thiab nrawm suav rau ntau yam kev siv.
Siv cov cuab yeej siv thev naus laus zis los ntawm Paperspace CORE txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm rau txhawm Rau kev nkag sai sai, cov cuab yeej sib koom tes, thiab cov ntawv thov desktop rau Mac, Linux, thiab Windows, nws muaj cov neeg siv-phooj ywg thiab tsis yooj yim interface.
Siv nws los ua cov haujlwm xav tau ntawm qhov kev ua haujlwm tsis kawg. CORE muaj lub network ceev ceev, kev npaj ceev, kev txhawb nqa rau 3D apps, thiab ua tiav API rau kev nkag mus rau programmatic.
Nrog ib qho yooj yim-rau-siv thiab intuitive GUI, tau txais daim duab qhia txog koj cov infrastructure hauv ib qhov chaw.
Tsis tas li ntawd, tau txais kev tswj hwm zoo ua tsaug rau CORE tus thawj coj interface, uas muaj cov cuab yeej muaj zog thiab ua rau koj lim, txheeb, txuas, lossis tsim tshuab, tes hauj lwm, thiab cov neeg siv.
pricing
Tus nqi pib ntawm $ 0.45 / teev rau lub siab M4000 GPU.
5. Alibaba Elastic GPU Kev Pabcuam
Alibaba Elastic GPU Service (EGS) leverages GPU thev naus laus zis los xa cov peev txheej ua tau zoo thiab muaj peev xwm ua tau zoo. Ntau daim ntawv thov, suav nrog kev ua yeeb yaj kiab, kev pom, kev tshawb fawb, thiab kev kawm tob, yog qhov zoo rau nws.
EGS ua rau siv ntau tus GPUs, suav nrog AMD FirePro S7150, NVIDIA Tesla M40, NVIDIA Tesla V100, NVIDIA Tesla P4, thiab NVIDIA Tesla P100.
Koj yuav muaj kev nkag tau mus rau qhov zoo nrog rau hauv online sib sib zog nqus kev kawm inference kev pab cuam thiab kev cob qhia, kev txheeb xyuas cov ntsiab lus, daim duab thiab lub suab lees paub, HD media coding, video conferencing, qhov chaw ua yeeb yaj kiab, thiab 4K / 8K HD nyob.
Tau txais lwm txoj hauv kev xws li video rendering, suav nyiaj txiag, kev kwv yees huab cua, kev sib tsoo simulation, genetic engineering, non-linear editing, daim ntawv thov kev kawm nyob deb, thiab engineering tsim, thiab.
pricing
Nws muaj kev sim pub dawb thiab them nyiaj raws li koj-mus rau npe, uas txhais tau tias koj tsuas yog qhov xwm txheej lossis GPU koj siv.
6. Chiv Keeb Huab
Chiv Keeb Huab muaj cov nqi zoo tshaj huab GPU platform. Lawv ua haujlwm nrog kev koom tes nrog ntau lub chaw cov ntaub ntawv zoo thoob plaws ntiaj teb los muab ntau yam kev siv.
Chiv Keeb Huab muab ntau yam txiaj ntsig zoo yam tsis muaj nqi ntxiv, suav nrog cov duab thaij duab rau thaub qab koj txoj haujlwm, pab pawg kev nyab xeeb rau kev sib txuas hauv network, khaws cia ntim rau cov ntaub ntawv loj, FastAI, PyTorch, cov duab preset, thiab cov pej xeem TensorFlow API.
Lawv ceev kev suav nrog kev pab los ntawm NVIDIA GeForce RTX 3090, RTX 3080, RTX 3060 Ti, thiab GTX 1080 Ti thev naus laus zis hauv lawv cov huab GPU piv txwv.
Koj tuaj yeem siv lub zog ntawm GPU xam los tsim cov yeeb yaj kiab animated lossis tsheb ciav hlau neural networks.
pricing
Tus nqi pib ntawm $ 1.30 / teev rau NVIDIA® GeForce™ RTX 3090.
7. Google Cloud GPU
Google Cloud Platform (GCP) muaj ntau yam GPU uas tuaj yeem siv los ua kom cov txheej txheem nrawm xws li kev kawm tshuab, kev kawm tob, thiab kev ua haujlwm siab (HPC).
Los ntawm cov xwm txheej GPU no, uas tau txais kev txhawb nqa los ntawm NVIDIA, AMD, thiab Intel GPUs, nws tuaj yeem nkag mus rau CUDA thiab cuDNN cov tsev qiv ntawv, uas nquag siv rau GPU-nrawm xam.
Vim yog kev hloov kho tshuab, hloov tau tus nqi, thiab ntau yam ntawm GPU muaj peev xwm, HPC tuaj yeem ua tau zoo dua.
Tsis tas li ntawd, nws tuaj yeem pab koj txo koj txoj haujlwm. Ntawm cov GPUs lawv muab yog NVIDIA K80, P4, V100, A100, T4, thiab P100. Tsuas yog qee qhov chaw me me uas tau tawg mus thoob qhov chaw sib txawv tau nkag mus rau GPUs.
pricing
Tus nqi yuav txawv raws li cheeb tsam, GPU koj xaiv, thiab hom tshuab. Rau NVIDIA A100, tus nqi pib ntawm $ 3.93 ib GPU.
8. NVIDIA GPU huab
NVIDIA GPU Cloud (NGC) yog huab-raws li platform uas muab cov neeg siv nkag mus rau ntau yam GPU-accelerated software, xws li cov cuab yeej pom, HPC cov kev pab cuam, thiab kawm tob khaw.
Cov neeg tsim khoom, cov ntaub ntawv kws tshawb fawb, thiab tam sim no cov kws tshawb fawb tuaj yeem yooj yim siv lub tshuab xam zauv ntawm NVIDIA GPUs hauv huab yam tsis tas yuav txhawj xeeb txog kev tsim kho vaj tse lossis kev saib xyuas xav tau los khiav lawv cov apps ua tsaug rau NGC.
Lub tsev qiv ntawv ntawm cov thawv ntim khoom ua ntej tau suav nrog NGC thiab tuaj yeem xa mus sai rau ntau tus huab xam infrastructures, suav nrog Amazon Web Services, Google Cloud Platform, thiab Microsoft Azure.
Kev nkag mus rau NGC tseem muab cov neeg siv nkag mus rau NVIDIA qhov kev kawm sib sib zog nqus, uas los nrog ntau cov haujlwm thiab cov peev txheej tsim thiab siv cov qauv kev kawm sib sib zog nqus, suav nrog TensorRT, cuDNN, thiab CUDA-X AI.
pricing
Nyob ntawm cov kev pabcuam tshwj xeeb thiab cov peev txheej uas koj siv, NVIDIA GPU Cloud's (NGC) tus nqi hloov pauv. Txawm hais tias qee qhov kev pabcuam NGC, xws li kev kawm sib sib zog nqus software pawg, siv dawb, lwm tus, xws li HPC daim ntawv thov ntim, tuaj yeem them tus nqi. Thov xa mus rau NGC catalog.
9. Lambda GPU huab
Lambda muab huab GPU piv txwv rau kev kawm sib sib zog nqus qauv kev cob qhia thiab scalability los ntawm ib lub computer lub cev mus rau ntau lub tshuab virtual.
Los ntawm dashboard, tam sim ntawd nkag mus rau txhua lub tshuab tshwj xeeb Jupyter Phau Ntawv programming ib puag ncig. Rau kev nkag ncaj qha, siv SSH ncaj qha nrog ib qho ntawm SSH yuam sij lossis txuas ntawm Web Terminal ntawm huab dashboard.
Qhov siab tshaj plaws ntawm 10 Gbps ntawm inter-node kev sib txuas tau txais kev txhawb nqa los ntawm txhua qhov piv txwv, tso cai rau kev faib kev cob qhia siv cov qauv zoo li Horovod.
Scaling nce tus naj npawb ntawm GPUs ntawm ib lossis ob peb lub sijhawm tuaj yeem pab ua kom cov qauv ua kom zoo dua. Lub platform txhawb GPU piv txwv los ntawm NVIDIA RTX 6000, Quadro RTX 6000, thiab Tesla V100s.
pricing
Tus nqi pib ntawm $ 1.10 / teev rau NVIDIA A100.
10. IBM Cloud GPU
IBM Cloud GPU siv thoob ntiaj teb kev sib cais ntawm cov chaw khaws ntaub ntawv los muab cov txheej txheem xaiv neeg rau zaub mov hloov tau yooj yim thiab kev sib raug zoo nrog IBM huab architecture, APIs, thiab kev siv.
Nrog Intel Xeon 4210, Xeon 5218, thiab Xeon 6248 GPU piv txwv, nws muaj qhov liab qab-hlau Server GPU kev xaiv.
Koj tuaj yeem ua qhov ua tau zoo, latency-rhiab, tshwj xeeb, thiab cov haujlwm ua haujlwm ncaj qha ntawm cov khoom siv hluav taws xob siv cov hlau liab liab, ib yam li lawv tuaj yeem nrog GPUs hauv tsev.
Rau lawv cov kev xaiv neeg rau zaub mov liab qab, lawv kuj muab piv txwv nrog NVIDIA T4 GPUs thiab Intel Xeon processors nrog txog 40 cores, nrog rau cov piv txwv rau lawv cov kev pabcuam virtual nrog NVIDIA V100 thiab P100 qauv.
pricing
Tus nqi pib ntawm $ 514 / hli rau Intel Xeon4110.
xaus
Thaum kawg, qhov zoo tshaj plaws huab GPU kev pabcuam rau AI yog cov uas muaj cov peev txheej GPU muaj zog, kev xaiv tus nqi hloov tau, thiab kev ntsuas yooj yim.
Txhua lub tuam txhab uas muab GPU piv txwv rau AI workloads-AWS, NVIDIA, IBM, thiab GCP-muaj cov khoom lag luam zoo heev ntawm kev ua haujlwm thiab kev ua haujlwm.
Qhov kev xaiv zoo tshaj plaws yog qhov kawg txiav txim siab los ntawm koj cov kev xav tau tshwj xeeb, kev txwv nyiaj txiag, kev tsim vaj tsev nyob hauv qhov chaw, thiab cov neeg muag khoom nyiam.
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