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Parallel Distributed Breadth First Search on the Kepler Architecture

delete2016-07-01
delete21
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M
Mauro Bisson *
M
Massimo Bernaschi
E
Enrico Mastrostefano
DOI:10.1109/TPDS.2015.2475270delete
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摘要

摘要

En 中文
We present the results obtained by using an evolution of our CUDA-based solution for the exploration, via a breadth first search, of large graphs. This latest version exploits at its best the features of the Kepler architecture and relies on a combination of techniques to reduce both the number of communications among the GPUs and the amount of exchanged data. The final result is a code that can visit more than 800 billion edges in a second by using a cluster equipped with 4,096 Tesla K20X GPUs.
Keyword:
Large graphs
breadth first search
parallel computing
GPU
CUDA
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IEEE Transactions on Parallel and Distributed Systems 封面图
IEEE Transactions on Parallel and Distributed Systems
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论文数:
5.2K
被引数:
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consiglio nazionale delle ricerche (cnr)
学者数:
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论文数: 5.7W
被引数: 48
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