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An optimal scheduling algorithm for data parallel hardware architectures

机译:数据并行硬件体系结构的最佳调度算法

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摘要

The problem of dataflow applications scheduling on multi-core architectures is notoriously difficult. This difficulty is related to the rapid evaluation of Telecommunication and multimedia systems accompanied by a rapid increase of user requirements in terms of latency, execution time, consumption, energy, etc. Having an optimal scheduling on multi-cores DSP (Digital signal Processors) platforms is a challenging task. In this context, we present a novel technique and algorithm in order to find a valid schedule that optimizes the key performance metrics such as the latency. Our contribution is based on Satisfiability Modulo Theories (SMT) solver technologies which is strongly driven by the industrial applications and needs. We use an approach which is based on the synchronous and hierarchical behavior of both Simulink and synchronous dataflow. Whence, results of running the scheduler using our proposed SMT solver algorithm refinements produce an optimal scheduling in terms of latency and numbers of cores.
机译:众所周知,在多核体系结构上进行数据流应用程序调度的问题非常困难。该困难与电信和多媒体系统的快速评估有关,伴随着用户需求在等待时间,执行时间,消耗,能源等方面的迅速增加。在多核DSP(数字信号处理器)平台上进行最佳调度是一项艰巨的任务。在这种情况下,我们提出了一种新颖的技术和算法,以便找到有效的时间表来优化关键性能指标(例如延迟)。我们的贡献基于可满足性模理论(SMT)求解器技术,该技术在工业应用和需求的驱动下得到了极大的推动。我们使用一种基于Simulink和同步数据流的同步和分层行为的方法。因此,使用我们提出的SMT求解器算法改进方案运行调度程序的结果会在延迟和内核数方面产生最佳调度。

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