多核系统中竞价算法的混合并行算法

A. P. Nascimento, C. Vasconcelos, F. S. Jamel, A. Sena
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引用次数: 5

摘要

二部图匹配问题是基于寻找与另一个点相似性最大的点,并且在生物信息学和计算机视觉等多个领域进行了探索。为了解决这一匹配问题,拍卖算法得到了广泛的应用,并采用其并行实现在合理的计算时间内找到匹配解。例如,图像分析可能需要大量的处理,因为密集的图像可能有数千个点需要考虑。此外,为了利用多核架构的优势,可以使用混合实现来处理分布式和共享内存中的通信。本文的主要目标是实现并评估一种多核集群的混合并行拍卖算法的性能。实验分析了问题大小、求解匹配的迭代次数以及这些参数对通信成本的影响及其对执行时间的影响。
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A Hybrid Parallel Algorithm for the Auction Algorithm in Multicore Systems
The bipartite graph matching problem is based on finding a point that maximizes the chances of similarity with another one, and it is explored in several areas such as Bioinformatics and Computer Vision. To solve that matching problem the auction algorithm has been widely used and its parallel implementation is employed to find matching solutions in a reasonable computational time. For example, image analysis may require a large amount of processing, as dense images can have thousands of points to be considered. Furthermore, to exploit the benefits of multicore architectures, a hybrid implementation can be used to deal with communication in both distributed and shared memory. The main goal of this paper is to implement and evaluate the performance of an hybrid parallel auction algorithm for multicore clusters. The experiments carried out analyzes the problem size, the number of iterations to solve the matching and the impact of these parameters in the communication costs and how it affects the execution times.
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