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TechnicalBrief
NVIDIAeGPUDirectStorage
BenchmarkingGPUDirectandtheWesternDigitalOpenFlexData24NVMe-oFrStoragePlatform
Abstract
Thispaperdemonstratesthearchitecturalviabilityofhigh-performancedisaggregatedstorageinfrastructureusingRDMAwithRoCEv2
inaML/AItrainingenvironment.ThearchitecturedemenstratessimplicitywhilstallowingaflexibleapproachtothelinearscalingofGPUs，
PerformanceandStorage
ArtificialIntelligence
TherapidadoptionofArtificialIntelligence(Alinrecentyearsrepresentsaparadigmshiftinthetechnolegyindustry.Thissurgeisattributed
tosignificantadvancerentsincomputingpowendataavailabilityandalgorithmnicinnovations.AsAlintegratesdeeperintovarioussectors，
industriesarecompelledtoadapt,notonlytoleverageitspotentialputalsotoremaincompetitiveandrelevant.
Alstransformativeimpactstemsfromitsabilitytoanalyzevastamountsofdataandlearnfromit,offeringunprecedentedinsightsand
automationcapabilities.ThishasopenednewfrontiersinareasSuchashealthcare,whereAlassistsindiagnosingdiseasesmoreaccurately
andquickly;infinance,throughtheautomationofcomplextradingstrategiesangriskassessmentandinmanufacturing,wherepredictive
maintenanceandoptimizedproductionprocesseshavebecomethenorm.
OneofthemostvisibleeffectsofAlsproliferationisthedisruptionoftraditionalbusinessmodels.CompaniesareincreasinglyrelyingonAl
toenhancecustomerexperiences,streamlineoperations,anddriveinnovation.Thetrendtowardspersenalizat