High dimensional pricing of exotic European contracts on a GPU Cluster, and comparison to a CPU cluster
Appl. Probability Res. Group, ENPC-CERMICS, Champs-sur-Marne, France
IEEE International Symposium on Parallel & Distributed Processing, 2009. IPDPS 2009
@article{abbas2009high,
title={High dimensional pricing of exotic European contracts on a GPU Cluster, and comparison to a CPU cluster},
author={Abbas-Turki, L.A. and Vialle, S. and Lapeyre, B. and Mercier, P.},
year={2009},
publisher={IEEE}
}
The aim of this paper is the efficient use of CPU and GPU clusters for a general path-dependent exotic European pricing, and their comparison in terms of speed and energy consumption. To reach our goal, we propose a parallel random number generator which is well suited to the parallelization paradigm, then, we implement a multidimensional Asian contract as a benchmark using g++/OpenMP/OpenMPI on CPUs and CUDA-nvcc/OpenMPI on GPUs. Finally, we give the detailed results of the two architectures for different size problems using 1-16 GPUs and 1-256 dual-core CPUs.
May 15, 2011 by hgpu
