Introduction to High-Performance Scientific Computing.pdf

Introduction to High-Performance Scientific Computing.pdf

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頁(yè)數(shù):267頁(yè)

時(shí)間:2019-03-04

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1、IntroductiontoHigh-PerformanceScienti?cComputingPublicDraft-openforcommentsVictorEijkhoutwithEdmondChow,RobertvandeGeijnJuly30,2010–revision.2352PrefaceThe?eldofhighperformancescienti?ccomputingliesatthecrossroadsofanumberofdisciplinesandskillsets,andcorrespondingly,forsomeonetobesuccessfulatusin

2、gparallelcomputinginsci-encerequiresatleastelementaryknowledgeofandskillsinalltheseareas.Computationsstemfromanapplicationcontext,sosomeacquaintancewithphysicsandengineeringsciencesisdesirable.Then,problemsintheseapplicationareasaretypicallytranslatedintolinearalgebraic,andsometimescom-binatorial

3、,problems,soacomputationalscientistneedsknowledgeofseveralaspectsofnumericalanalysis,linearalgebra,anddiscretemathematics.Anef?cientimplementationofthepracticalformu-lationsoftheapplicationproblemsrequiressomeunderstandingofcomputerarchitecture,bothontheCPUlevelandonthelevelofparallelcomputing.Fi

4、nally,inadditiontomasteringallthesesciences,acomputationalsciencesneedssomespeci?cskillsofsoftwaremanagement.Theauthorsofthisbookfeltthat,whilegoodtextsexistonappliedphysics,numericallinearalgebra,computerarchitecture,parallelcomputing,performanceoptimization,nobookbringstogetherthesestrandsinaun

5、i?edmanner.TheneedforabooksuchasthepresentwasespeciallyapparentattheTexasAdvancedComputingCenter:usersofthefacilitiesthereoftenturnouttomisscrucialpartsofthebackgroundthatwouldmakethemef?cientcomputationalscientists.Thisbook,then,comprisesthosetopicsthattheauthorshavefoundindispensibleforscientis

6、tsengaginginlarge-scalecomputations.Thecontentsofthisbookisacombinationoftheoreticalmaterialandself-guidedtutorialsonvariouspracticalskills.Thetheorychaptershaveexercisesthatcanbeassignedinaclassroom,however,theirplacementinthetextissuchthatareadernotinclinedtodoexercisescansimplytakethemasstatem

7、entoffact.Thetutorialsshouldbedonewhilesittingatacomputer.Giventhepracticeofscienti?ccomputing,theyhaveaclearUnixbias.PublicdraftThisbookisun?nished.Ifandwhenitis?nished,itwillbepublishedonlineandthroughlulu.comforpeop

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