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High efficient sedimentary basin simulations on hybrid CPU-GPU clusters

Authors :
Nan Wu
Chunyuan Zhang
Huayou Su
Wenjie Wei
Xing Cai
Mei Wen
Source :
Cluster Computing. 17:359-369
Publication Year :
2013
Publisher :
Springer Science and Business Media LLC, 2013.

Abstract

The key to achieving high performance on a GPU-enhanced cluster is efficient exploitation of each GPU's powerful computing capability. Moreover, rationally balancing the workload between CPUs and GPUs can release additional computing power, which arises from the CPUs. In this paper, we extend our earlier work on using a hybrid CPU-GPU cluster for real-world sedimentary basin simulation, by further improving the involved CUDA implementations. A thorough analysis of the achieved new performance is also carried out. By using 1024 GPUs and 12288 CPU cores together, our best CPU-GPU hybrid implementation is able to achieve a double-precision performance of 72.8 TFlops, in connection with simulations on a huge 131072×131072 mesh.

Details

ISSN :
15737543 and 13867857
Volume :
17
Database :
OpenAIRE
Journal :
Cluster Computing
Accession number :
edsair.doi...........448dfd0657f879e6efe498d1f4fee728
Full Text :
https://doi.org/10.1007/s10586-013-0300-9