Visual Animation of Parallel Algorithms for Matrix Computations

M. Heath
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引用次数: 46

Abstract

In this talk we show how graphical animation of the behavior of parallel algorithms can facilitate the design and performance enhancement of algorithms for matrix computations on parallel computer architectures. Using a portable instrumented communication library and a graphical animation package developed at Oak Ridge National Laboratory, we illustrate the effects of various strategies in parallel algorithm design, including interconnection topologies, global communication patterns, data mapping schemes, load balancing, and pipelining techniques for overlapping communication with computation. In this talk we focus on distributed-memory parallel architectures in which the processors communicate by passing messages. The linear algebra problems we consider include matrix factorization and the solution of triangular systems.
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矩阵计算并行算法的视觉动画
在这次演讲中,我们将展示并行算法行为的图形化动画如何促进并行计算机架构上矩阵计算算法的设计和性能增强。利用美国橡树岭国家实验室开发的便携式仪器通信库和图形动画包,我们说明了并行算法设计中各种策略的影响,包括互连拓扑、全局通信模式、数据映射方案、负载平衡和用于重叠通信与计算的流水线技术。在本次演讲中,我们将重点讨论分布式内存并行架构,其中处理器通过传递消息进行通信。我们考虑的线性代数问题包括矩阵分解和三角形系统的解。
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