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Performance and power modeling in a multi-programmed multi-core environment

机译:多程序多核环境中的性能和功耗建模

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This paper describes a fast, automated technique for accurate on-line estimation of the performance and power consumption of interacting processes in a multi-programmed, multi-core environment. The proposed technique does not require modifying hardware or applications. The performance model uses reuse distance histograms, cache access frequencies, and the relationship between the throughput and cache miss rate of each process to predict throughput. The system-level power model is derived using multi-variable linear regression, accounting for cache contention. Both models are validated on multiple real multi-core systems using SPEC CPU2000 benchmarks; their performance and power estimates are within 3.5% of measured values on average. We explain how to integrate the two models for power estimation during process assignment, helpful for power-aware assignment.
机译:本文介绍了一种快速,自动化的技术,用于在多程序,多核环境中对交互过程的性能和功耗进行准确的在线估计。提出的技术不需要修改硬件或应用程序。性能模型使用重用距离直方图,缓存访问频率以及每个进程的吞吐量和缓存未命中率之间的关系来预测吞吐量。系统级功耗模型是使用多变量线性回归推导得出的,其中考虑了缓存争用。两种模型均使用SPEC CPU2000基准测试在多个真实的多核系统上进行了验证;它们的性能和功率估计平均在测量值的3.5%以内。我们说明了如何在过程分配过程中集成两个模型以进行功率估算,这有助于进行功率感知分配。

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