Title :
Parallel DC3 Algorithm for Suffix Array Construction on Many-Core Accelerators
Author :
Gang Liao ; Longfei Ma ; Guangming Zang ; Lin Tang
Author_Institution :
Comput., Electr. & Math. Sci. & Eng. (CEMSE), King Abdullah Univ. of Sci. & Technol. (KAUST), Jeddah, Saudi Arabia
Abstract :
In bioinformatics applications, suffix arrays are widely used to DNA sequence alignments in the initial exact match phase of heuristic algorithms. With the exponential growth and availability of data, using many-core accelerators, like GPUs, to optimize existing algorithms is very common. We present a new implementation of suffix array on GPU. As a result, suffix array construction on GPU achieves around 10x speedup on standard large data sets, which contain more than 100 million characters. The idea is simple, fast and scalable that can be easily scale to multi-core processors and even heterogeneous architectures.
Keywords :
graphics processing units; multiprocessing systems; parallel algorithms; GPU; many-core accelerators; parallel DC3 algorithm; suffix array construction; Arrays; Bioinformatics; DNA; Graphics processing units; Heuristic algorithms; Silicon;
Conference_Titel :
Cluster, Cloud and Grid Computing (CCGrid), 2015 15th IEEE/ACM International Symposium on
Conference_Location :
Shenzhen
DOI :
10.1109/CCGrid.2015.56