Cloud TPU

We built the Tensor Processing Unit (TPU) in order to make it possible for anyone to achieve similar breakthroughs. Cloud TPU is the custom-designed machine ... WhyGoogle close DiscoverwhyleadingbusinesseschooseGoogleCloud Whetheryourbusinessisearlyinitsjourneyorwellonitswaytodigitaltransformation,GoogleCloudcanhelpyousolveyourtoughestchallenges. Learnmore Keybenefits Overview Topreasonsbusinesseschooseus. Multicloud Runyourappswhereveryouneedthem. Trustandsecurity Keepyourdatasecureandcompliant. Globalinfrastructure BuildonthesameinfrastructureasGoogle. Datacloud Unifydataacrossyourorganization. Opencloud Scalewithopen,flexibletechnology. Sustainability Runonthecleanestcloudintheindustry. Productivityandcollaboration ConnectyourteamswithAI-poweredapps. Resources Events BrowseupcomingGoogleCloudevents. Blog Readourlatestproductnewsandstories. Customerstories Explorecasestudiesandvideos. Analystreports Readwhatindustryanalystssayaboutus. 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Empoweringbusinesseswith GoogleCloudAI Machine learninghasproducedbusinessandresearchbreakthroughsranging fromnetworksecuritytomedicaldiagnoses.WebuilttheTensor ProcessingUnit(TPU)inordertomakeitpossibleforanyoneto achievesimilarbreakthroughs.CloudTPUisthecustom-designed machinelearningASICthatpowersGoogleproductslikeTranslate, Photos,Search,Assistant,andGmail.Here’showyoucanputthe TPUandmachinelearningtoworkacceleratingyourcompany’s success,especiallyatscale. BuiltforAIonGoogleCloud CloudTPUisdesignedtoruncutting-edgemachinelearning modelswithAIservicesonGoogleCloud.Anditscustom high-speednetworkoffersover100petaflopsofperformanceina singlepod—enoughcomputationalpowertotransformyourbusiness orcreatethenextresearchbreakthrough. IteratefasteronyourML solutions Trainingmachinelearningmodelsislikecompilingcode:you needtoupdateoften,andyouwanttodosoasefficientlyas possible.MLmodelsneedtobetrainedoverandoverasappsare built,deployed,andrefined.CloudTPU’srobustperformanceand lowcostmakeitidealformachinelearningteamslookingto iteratequicklyandfrequentlyontheirsolutions. Proven,state-of-the-artmodels Youcanbuildyourownmachinelearning-poweredsolutionsfor manyreal-worldusecases.Justbringyourdata,downloada Google-optimizedreferencemodel,andstarttraining. Trythedemo WanttolearnmoreabouthowtheCloudTPUis fine-tunedforyourmachinelearningapplications? Give the demo a tryorread the blog. Machinelearning performanceandbenchmarks ToseehowCloudTPUcomparestootheraccelerators,read theblogorviewtheMLPerfbenchmarkresults. CloudTPUoffering CloudTPUv4isavailable.To requestaquoteforTPUv4,pleasecontactasales representative. CloudTPUfeatures Modellibrary Getstartedimmediatelybyleveragingour growing libraryofoptimizedmodels for CloudTPU.Theseprovideoptimizedperformance,accuracy,and qualityinimageclassification,objectdetection,language modeling,speechrecognition,andmore. ConnectCloudTPUstocustom machinetypes YoucanconnecttoCloudTPUsfromcustom DeepLearningVMImage types, whichcanhelpyouoptimallybalanceprocessorspeeds,memory, andhigh-performancestorageresourcesforyourworkloads. FullyintegratedwithGoogle Cloud Attheircore,CloudTPUsandGoogle Cloud’s dataandanalytics servicesarefullyintegratedwithotherGoogleCloud offerings, like GoogleKubernetesEngine (GKE).SowhenyourunmachinelearningworkloadsonCloud TPUs,youbenefitfromGoogleCloud’sindustry-leading storage, networking, and dataanalytics technologies. PreemptibleCloudTPU YoucansavemoneybyusingpreemptibleCloudTPUsfor fault-tolerantmachinelearningworkloads,suchaslong trainingrunswithcheckpointingorbatchpredictiononlarge datasets.PreemptibleCloudTPUsare70%cheaperthan on-demandinstances,makingeverythingfromyourfirst experimentstolarge-scalehyperparametersearchesmore affordablethanever. Thepotential ofusingCloudTPUpodstoaccelerateourdeeplearningresearch whilekeepingoperationalcostsandcomplexitylowisabigdraw.It takesusnowalittleover24hourstotrainmodelsonourlocalGPU cluster.Itwilltakeus,dependingonthesizeoftheTPUpod, anywherefrom7hoursto15minutes. BenMabey,Vice PresidentEngineering,RecursionPharmaceuticals Readstory arrow_forward Ourcustomers Seemorecustomers Technicalresources CloudTPUtutorials,quickstarts,anddocs Viewdocumentation Next’19:FastandleandatasciencewithTPUs Watchvideo CloudTPUcontentfromAIHub Learnmore What’sinanimage:fast,accurateimagesegmentationwithCloudTPUs Readblogpost WhatmakesTPUsfine-tunedfordeeplearning? Readblogpost TrainTensorFlowMLmodelsfasterandatlowercostonCloudTPUPods Learnmore Pricing CloudTPUchargesforusingpreemptibleandnon-preemptible (on-demand)CloudTPUusetotrainmachinelearningmodels.For detailedpricinginformation,pleaseview the pricingguide. SingleCloudTPUdevicepricing Thefollowingtableshowsthepricingperregionforusinga singleCloudTPUdevice. US Europe AsiaPacific Version On-demand Preemptible CloudTPUv2 $4.50/TPUhour $1.35/TPUhour CloudTPUv3 $8.00/TPUhour $2.40/TPUhour Version On-demand Preemptible CloudTPUv2 $4.95/TPUhour $1.485/TPUhour CloudTPUv3 $8.80/TPUhour $2.64/TPUhour Version On-demand Preemptible CloudTPUv2 $5.22/TPUhour $1.566/TPUhour CloudTPUv3 Notavailableinthisregion Notavailableinthisregion CloudTPUPodpricing ThefollowingtableshowsthepricingforusingCloudTPUPodslices. CloudTPUv2Pod EvaluationPrice/hr 1-yrCommitmentPrice(37%discount) 3-yrCommitmentPrice(55%discount) 32-corePodslice $24USD $132,451USD $283,824USD 128-corePodslice $96USD $529,805USD $1,135,296USD 256-corePodslice $192USD $1,059,610USD $2,270,592USD 512-corePodslice $384USD $2,119,219USD $4,541,184USD CloudTPUv3Pod EvaluationPrice/hr 1-yrCommitmentPrice(37%discount) 3-yrCommitmentPrice(55%discount) 32-corePodslice $32USD $176,601USD $378,432USD TorequestaCloudTPUPodconfigurationoraquoteforlargerCloudTPUv3Podslices,pleasecontactasalesrepresentative.CloudTPUv4Podisnowavailable.TorequestaquoteforaCloudTPUv4,pleasecontactasalesrepresentative. Takethenextstep StartbuildingonGoogleCloudwith $300infreecreditsand20+alwaysfreeproducts. Tryitfree Needhelpgettingstarted? Contactsales Workwithatrustedpartner Findapartner Continuebrowsing Seeallproducts Takethenextstep Startyournextproject,explore interactivetutorials,andmanageyouraccount. Gotoconsole Needhelpgettingstarted? Contactsales Workwithatrustedpartner Findapartner Gettips&bestpractices Seetutorials CloudAIproductscomplywiththe GoogleCloudSLApolicies.Theymayofferdifferentlatencyor availabilityguaranteesfromotherGoogleCloudservices. [{ "type":"thumb-down", "id":"hardToUnderstand", "label":"Hardtounderstand" },{ "type":"thumb-down", "id":"incorrectInformationOrSampleCode", "label":"Incorrectinformationorsamplecode" },{ "type":"thumb-down", "id":"missingTheInformationSamplesINeed", "label":"Missingtheinformation/samplesIneed" },{ "type":"thumb-down", "id":"otherDown", "label":"Other" }] [{ "type":"thumb-up", "id":"easyToUnderstand", "label":"Easytounderstand" },{ "type":"thumb-up", "id":"solvedMyProblem", "label":"Solvedmyproblem" },{ "type":"thumb-up", "id":"otherUp", "label":"Other" }] Needtotellusmore? 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