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Publications of SPCL
|M. Besta, T. Hoefler:|
|Towards high-performance processing, storage, and analytics of extreme-scale graphs|
(Presentation - presented in Valencia, Spain, Jun. 2019, )
Invited talk at the 2019 International Congress on Industrial and Applied Mathematics (ICIAM'19)
AbstractLarge graphs are behind many problems in today's processing landscape. The growing sizes of such graphs, reaching 12 trillion edges recently, require unprecedented amounts of compute power, storage, and energy. In this talk, we illustrate how to effectively process such extreme-scale graphs. Our solutions are related to various forms of graph compression, vectorizable graph representations, communication avoidance, effective utilization of massively parallel hardware, and others.