移动CPU的崛起:量化移动CPU设计趋势对性能、能源和用户满意度的影响

Matthew Halpern, Yuhao Zhu, V. Reddi
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引用次数: 140

摘要

在本文中,我们评估了过去,现在和未来的移动CPU设计。我们研究移动CPU设计趋势如何影响终端用户、硬件设计和整体移动设备。我们分析了过去七年发布的尖端移动CPU设计的演变。具体来说,我们报告了移动CPU各代的测量性能、功率、能源和用户满意度趋势。我们工作的一个关键贡献是,我们将移动CPU的演变与用户满意度联系起来,这在之前的移动硬件研究中很大程度上是缺失的。为了弥合移动CPU设计和用户满意度之间的差距,我们构建并进行了一项新颖的众包研究,该研究涵盖了使用亚马逊土耳其机械服务的25,000多名调查参与者。我们的方法使我们能够确定哪种移动CPU设计技术能够为最终用户的用户体验质量提供最大的好处。我们的结果定量地证明了cpu在现代移动系统芯片(soc)中起着至关重要的作用。在过去的七年中,单核和多核性能改进减少了对用户至关重要的应用程序响应延迟,从而提高了最终用户的满意度。移动cpu积极采用许多耗电的面向桌面的设计技术来达到这些性能水平。与其他智能手机组件(如显示器和收音机)的峰值功耗随着时间的推移而下降不同,移动CPU的峰值功耗稳步增加。由于技术扩展的限制限制了移动cpu继续进行类似桌面的扩展的能力,专用加速器似乎是一个很有前途的替代方案,它可以帮助维持移动计算所需的功率、性能和能源改进。这样的范式转变将重新定义CPU在未来soc中的角色,这值得基于我们的发现进行几个设计考虑。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Mobile CPU's rise to power: Quantifying the impact of generational mobile CPU design trends on performance, energy, and user satisfaction
In this paper, we assess the past, present, and future of mobile CPU design. We study how mobile CPU designs trends have impacted the end-user, hardware design, and the holistic mobile device. We analyze the evolution often cutting-edge mobile CPU designs released over the past seven years. Specifically, we report measured performance, power, energy and user satisfaction trends across mobile CPU generations. A key contribution of our work is that we contextualize the mobile CPU's evolution in terms of user satisfaction, which has largely been absent from prior mobile hardware studies. To bridge the gap between mobile CPU design and user satisfaction, we construct and conduct a novel crowdsourcing study that spans over 25,000 survey participants using the Amazon Mechanical Turk service. Our methodology allows us to identify what mobile CPU design techniques provide the most benefit to the end-user's quality of user experience. Our results quantitatively demonstrate that CPUs play a crucial role in modern mobile system-on-chips (SoCs). Over the last seven years, both single-and multicore performance improvements have contributed to end-user satisfaction by reducing user-critical application response latencies. Mobile CPUs aggressively adopted many power-hungry desktop-oriented design techniques to reach these performance levels. Unlike other smartphone components (e.g. display and radio) whose peak power consumption has decreased over time, the mobile CPU's peak power consumption has steadily increased. As the limits of technology scaling restrict the ability of desktop-like scaling to continue for mobile CPUs, specialized accelerators appear to be a promising alternative that can help sustain the power, performance, and energy improvements that mobile computing necessitates. Such a paradigm shift will redefine the role of the CPU within future SoCs, which merit several design considerations based on our findings.
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