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Software Pipeline–Based Partitioning Method with Trade-Off between Workload Balance and Communication Optimization

机译:在工作量平衡和通信优化之间进行权衡的基于软件管道的分区方法

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For a multiprocessor System-on-Chip (MPSoC) to achieve high performance via parallelism, we must consider how to partition a given application into different components and map the components onto multiple processors. In this paper, we propose a software pipeline–based partitioning method with cyclic dependent task management and communication optimization. During task partitioning, simultaneously considering computation load balance and communication optimization can cause interference, which leads to performance loss. To address this issue, we formulate their constraints and apply an integer linear programming approach to find an optimal partitioning result — one that requires a trade-off between these two factors. Experimental results on a reconfigurable MPSoC platform demonstrate the effectiveness of the proposed method, with 20% to 40% performance improvements compared to a traditional software pipeline–based partitioning method.
机译:为了使多处理器片上系统(MPSoC)通过并行性实现高性能,我们必须考虑如何将给定的应用程序划分为不同的组件,并将这些组件映射到多个处理器上。在本文中,我们提出了一种基于软件管道的分区方法,该方法具有循环依赖的任务管理和通信优化。在任务分区期间,同时考虑计算负载平衡和通信优化可能会导致干扰,从而导致性能损失。为了解决这个问题,我们制定了它们的约束条件,并应用整数线性规划方法来找到最佳的分区结果-一个需要在这两个因素之间进行权衡的问题。在可重构MPSoC平台上的实验结果证明了该方法的有效性,与传统的基于软件管道的分区方法相比,性能提高了20%至40%。

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