大或小:非对称多核平台上的移动交互应用研究

Wonik Seo, Daegil Im, Jeongim Choi, Jaehyuk Huh
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引用次数: 25

摘要

本文以非对称多核处理器为基础,研究了其可用的线程级并行性(TLP)以及核不对称对应用程序的影响。本文探讨了非对称移动系统、非对称硬件平台、应用程序行为以及调度和电源管理的影响的三个关键方面。首先,给出了一种具有两种核类型的商用非对称多核架构的性能和能量特性。通过对大核和小核的比较,可以看出非对称多核在提高能效方面的潜在优势。其次,研究了移动交互应用程序的可用线程级并行性和核心利用行为。本文以Android系统上流行的移动应用程序为例,分析了交互应用程序不同的TLP和CPU使用模式。第三,探讨了功率调节器和CPU调度器对非对称系统的影响。具有异构核类型的多核使调度和频率缩放方案复杂化,因为除了传统的负载平衡之外,调度程序还必须将线程迁移到不同的核类型。研究表明,目前的移动应用由于缺乏TLP和对大核的低计算需求,并没有充分利用非对称多核。
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Big or Little: A Study of Mobile Interactive Applications on an Asymmetric Multi-core Platform
This paper characterizes a commercial mobile platform on an asymmetric multi-core processor, investigating its available thread-level parallelism (TLP) and the impact of core asymmetry on applications. This paper explores three critical aspects of asymmetric mobile systems, asymmetric hardware platform, application behavior, and the impact of scheduling and power management. First, this paper presents the performance and energy characteristics of a commercial asymmetric multi-core architecture with two core types. The comparison between big and little cores shows the potential benefit of asymmetric multi-cores for improving energy efficiency. Second, the paper investigates the available thread-level parallelism and core utilization behaviors of mobile interactive applications. Using popular mobile applications for the Android system, this paper analyzes the distinct TLP and CPU usage patterns of interactive applications. Third, the paper explores the impact of power governor and CPU scheduler on the asymmetric system. Multiple cores with heterogeneous core types complicate scheduling and frequency scaling schemes, since the scheduler must migrate threads to different core types, in addition to traditional load balancing. This study shows that the current mobile applications are not fully utilizing the asymmetric multi-cores due to the lack of TLP and low computational requirement for big cores.
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