Introduction to High-Performance Scientific Computing.pdf

Introduction to High-Performance Scientific Computing.pdf

ID:34299038

大小:2.99 MB

页数:267页

时间:2019-03-04

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1、IntroductiontoHigh-PerformanceScientificComputingPublicDraft-openforcommentsVictorEijkhoutwithEdmondChow,RobertvandeGeijnJuly30,2010–revision.2352PrefaceThefieldofhighperformancescientificcomputingliesatthecrossroadsofanumberofdisciplinesandskillsets,andcorrespondingly,forsomeonetobesuccessfulatusin

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

3、,problems,soacomputationalscientistneedsknowledgeofseveralaspectsofnumericalanalysis,linearalgebra,anddiscretemathematics.Anefficientimplementationofthepracticalformu-lationsoftheapplicationproblemsrequiressomeunderstandingofcomputerarchitecture,bothontheCPUlevelandonthelevelofparallelcomputing.Fi

4、nally,inadditiontomasteringallthesesciences,acomputationalsciencesneedssomespecificskillsofsoftwaremanagement.Theauthorsofthisbookfeltthat,whilegoodtextsexistonappliedphysics,numericallinearalgebra,computerarchitecture,parallelcomputing,performanceoptimization,nobookbringstogetherthesestrandsinaun

5、ifiedmanner.TheneedforabooksuchasthepresentwasespeciallyapparentattheTexasAdvancedComputingCenter:usersofthefacilitiesthereoftenturnouttomisscrucialpartsofthebackgroundthatwouldmakethemefficientcomputationalscientists.Thisbook,then,comprisesthosetopicsthattheauthorshavefoundindispensibleforscientis

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

7、entoffact.Thetutorialsshouldbedonewhilesittingatacomputer.Giventhepracticeofscientificcomputing,theyhaveaclearUnixbias.PublicdraftThisbookisunfinished.Ifandwhenitisfinished,itwillbepublishedonlineandthroughlulu.comforpeop

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