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GTC ON-DEMAND

Big Data Analytics
Presentation
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High-Performance Graph Primitives on GPU: Design and Implementation of Gunrock
Abstract:
Gunrock is a CUDA library for graph primitives that refactors, integrates, and generalizes best-of-class GPU implementations of breadth-first search, connected components, and betweenness centrality into a unified code base useful for future development of high-performance GPU graph primitives. The talk will share experience on how to design the framework and APIs for computing efficient graph primitives on GPUs. We will focus on the following two aspects: 1) Details of the implementations of several graph algorithms on GPUs. 2) How to abstract these graph algorithms using general operators and functors on GPUs to improve programmer productivity.
 
Topics:
Big Data Analytics, Large Scale Data Analytics, Defense
Type:
Talk
Event:
GTC Silicon Valley
Year:
2014
Session ID:
S4609
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