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dc.contributor.authorMacko, Peter
dc.contributor.authorMargo, Daniel Wyatt
dc.contributor.authorSeltzer, Margo I.
dc.date.accessioned2013-10-24T15:01:13Z
dc.date.issued2013
dc.identifierQuick submit: 2013-07-10T17:01:08-04:00
dc.identifier.citationMacko, Peter, Daniel Margo, and Margo Seltzer. 2013. Performance introspection of graph databases. In Proceedings of the 6th international systems and storage conference, ed. Mary Baker and Sivan Toledo, Haifa, Israel: Association for Computing Machinery.en_US
dc.identifier.urihttp://nrs.harvard.edu/urn-3:HUL.InstRepos:11205389
dc.description.abstractThe explosion of graph data in social and biological networks, recommendation systems, provenance databases, etc. makes graph storage and processing of paramount importance. We present a performance introspection framework for graph databases, PIG, which provides both a toolset and methodology for understanding graph database performance. PIG consists of a hierarchical collection of benchmarks that compose to produce performance models; the models provide a way to illuminate the strengths and weaknesses of a particular implementation. The suite has three layers of benchmarks: primitive operations, composite access patterns, and graph algorithms. While the framework could be used to compare different graph database systems, its primary goal is to help explain the observed performance of a particular system. Such introspection allows one to evaluate the degree to which systems exploit their knowledge of graph access patterns. We present both the PIG methodology and infrastructure and then demonstrate its efficacy by analyzing the popular Neo4j and DEX graph databases.en_US
dc.description.sponsorshipEngineering and Applied Sciencesen_US
dc.language.isoen_USen_US
dc.publisherAssociation for Computing Machineryen_US
dc.relation.isversionofdoi:10.1145/2485732.2485750en_US
dash.licenseOAP
dc.subjectmeasurementen_US
dc.subjectperformanceen_US
dc.subjectgraphsen_US
dc.subjectdatabasesen_US
dc.subjectperformance introspectionen_US
dc.titlePerformance Introspection of Graph Databasesen_US
dc.typeConference Paperen_US
dc.date.updated2013-07-10T21:01:36Z
dc.description.versionAccepted Manuscripten_US
dc.rights.holderPeter Macko, Daniel Margo, Margo Seltzer
dc.relation.journalProceedings of the 6th International Systems and Storage Conferenceen_US
dash.depositing.authorSeltzer, Margo I.
dc.date.available2013-10-24T15:01:13Z
dc.identifier.doi10.1145/2485732.2485750*
workflow.legacycommentsIn QSDB.en_US
dash.contributor.affiliatedMacko, Peter
dash.contributor.affiliatedMargo, Daniel
dash.contributor.affiliatedSeltzer, Margo


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