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Performance evaluation of MPI and hybrid MPI+OpenMP programming paradigms on multi-core processors cluster

机译:多核处理器集群上MPI和Hybrid MPI + OpenMP编程范例的性能评估

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Processors design is now switched to multi-core architecture in a direction that minimizes energy consumption. A decade ago CPUs speed could not accelerate without extra ordinary cooling and consequently hit a clock speed barrier. The multi-core architecture is introduced to improve computing performance by providing hardware parallelism through more CPU cores, each having restrained clock speed. This has been a break through in High Performance Computing (HPC). While more processor cores rendered effective execution results, multi-core technology inaugurated an extra layer of complexity for programming issues. To exploit each core in a multi-core environment, application software should be optimized by using multithreading. Multi-core processors can even degrade the performance for single threaded application due to reduction in clock speed. In this paper we compare performance of multithreading fine-grained and course-grained computational problems further flavored as computation-intensive and data-intensive problems by using MPI and hybrid MPI+OpenMP approach and evaluate suitability of multi-core cluster depending on the nature of the problems.
机译:处理器设计现在在最小化能量消耗的方向上切换到多核架构。十年前CPU速度不能加速而无需额外的常规冷却,因此达到时钟速度屏障。引入多核架构来通过更多CPU核心提供硬件并行性来提高计算性能,每个CPU核心具有限制时钟速度。这一直是在高性能计算(HPC)中的突破。虽然更多处理器核心呈现有效的执行结果,但多核技术揭示了额外的复杂性,用于编程问题。要利用多核环境中的每个核心,应使用多线程优化应用软件。由于时钟速度的降低,多核处理器甚至可以降低单螺纹应用的性能。在本文中,我们通过使用MPI和混合MPI + OpenMP方法对多线程和课程粒度计算问题进行了多线程和课程粒度的计算问题的性能,并根据本质的性质评估多核集群的适用性问题。

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