SC13 Home > SC13 Schedule > SC13 Presentation - Towards Benchmarking Graph-Processing Platforms

SCHEDULE: NOV 16-22, 2013

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Towards Benchmarking Graph-Processing Platforms

SESSION: Research Poster Reception

EVENT TYPE: Posters, Electronic Posters, and Education Posters

TIME: 5:15PM - 7:00PM

AUTHOR(S):Yong Guo, Marcin Biczak, Ana Lucia Varbanescu, Alexandru Iosup, Claudio Martella, Theodore L. Willke

ROOM:Mile High Pre-Function

ABSTRACT:
Graph-processing platforms are increasingly used in a variety of domains. Although both industry and academia are developing and tuning graph-processing algorithms and platforms, the performance of graph-processing platforms has never been explored or compared in-depth. Thus, users face the daunting challenge of selecting an appropriate plat- form for their specific application. To alleviate this challenge, we propose an empirical method for benchmarking graph-processing platforms. We implement a benchmark- ing suite, which includes a comprehensive process and a selection of representative metrics, datasets, and algorithmic classes. In our process, we focus on evaluating basic performance, resource utilization, scalability, and overhead. Our selection includes 5 classes of algorithms and 7 graphs. We use our suite on 6 platforms and, besides valuable insights gained for each platform, we also present the first comprehensive comparison of graph-processing platforms.

Chair/Author Details:

Yong Guo - Delft University of Technology

Marcin Biczak - Delft University of Technology

Ana Lucia Varbanescu - University of Amsterdam

Alexandru Iosup - Delft University of Technology

Claudio Martella - VU University Amsterdam

Theodore L. Willke - Intel Corporation

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