MofySim: A mobile full-system simulation framework for energy consumption and performance analysis

Minho Ju, Hyeonggyu Kim, Soontae Kim
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引用次数: 16

Abstract

The analysis of energy consumption and performance is essential to design and optimize mobile systems because of their limited battery capacity. Full-system simulation provides detailed performance metrics for an entire system. Thus it has been widely used for designing and optimizing microarchitectures and mobile systems. The gem5 simulator provides full-system simulation based on the ARM architecture and Android for mobile systems. However, gem5 for mobile systems does not support wireless network interfaces and can not configure various networking environments such as network errors and network types. Furthermore, gem5 provides only performance statistics without power consumption data. This paper presents a mobile full-system simulation framework based on an enhanced gem5 that includes a simulated mobile system, a simulated server system, and a simulated Ethernet, which enables us to configure various networking environments, in addition to power models for the main components of mobile systems: CPU/caches, DRAM, network interfaces, and display. Using mobile applications and SPEC CPU2006 benchmarks, we show that the proposed mobile full-system simulator achieves performance accuracy within 26.8% error rate for various network packet loss rates, and power modeling accuracy within 12.8% error rate, compared with Nexus 5. This mobile full-system simulator considering the real networking environments provides the energy consumption and performance analysis of not only hardware components, but also application processes and threads at the same time. We also discovered energy-inefficient tasks and the inefficiency of the DVFS ondemand governor on network delays using the proposed mobile full-system simulation framework.
MofySim:用于能源消耗和性能分析的移动全系统仿真框架
由于移动系统的电池容量有限,因此对其能量消耗和性能的分析对于设计和优化移动系统至关重要。全系统仿真提供了整个系统的详细性能指标。因此,它已广泛应用于微架构和移动系统的设计和优化。gem5模拟器为移动系统提供基于ARM架构和Android的全系统仿真。但移动系统的gem5不支持无线网络接口,不能配置网络错误、网络类型等各种组网环境。此外,gem5只提供性能统计数据,不提供功耗数据。本文提出了一个基于增强型gem5的移动全系统仿真框架,其中包括一个模拟移动系统、一个模拟服务器系统和一个模拟以太网,使我们能够配置各种网络环境,以及移动系统主要组件的功率模型:CPU/缓存、DRAM、网络接口和显示器。通过移动应用程序和SPEC CPU2006基准测试,我们表明,与Nexus 5相比,所提出的移动全系统模拟器在各种网络丢包率下的性能精度在26.8%以内,功率建模精度在12.8%以内。该移动全系统模拟器考虑了真实的网络环境,不仅提供硬件组件的能耗和性能分析,同时还提供应用进程和线程的能耗和性能分析。我们还发现了能源效率低下的任务,以及使用所提出的移动全系统仿真框架的DVFS随需应变调控器对网络延迟的效率低下。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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