纠正移动设备中倾斜的内核页面回收,以改善用户可感知的延迟

IF 2.8 3区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Yi-Quan Chou, Lin-Wei Shen, Li-Pin Chang
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引用次数: 0

摘要

对于智能移动设备的用户来说,一个重要的设计因素是图形界面交互的延迟。在移动设备上切换后台应用到前台是一个频繁的操作,这个过程的延迟对用户来说是高度可感知的。基于Android智能手机,通过分析应用切换过程中产生的内存引用,我们观察到文件(虚拟)页面和匿名页面都被大量涉及。然而,令我们惊讶的是,主内存中这两种类型页面的数量是高度不平衡的,频繁的文件页面I/O操作明显减慢了应用程序切换过程。在本研究中,我们主张通过纠正扭曲的内核页面回收来改善应用程序切换延迟。我们的方法包括两个部分:主动识别未使用的匿名页面以及文件页面和匿名页面之间的自适应平衡。当发现移动应用程序膨胀其匿名页面时,我们建议与应用程序切换事件同步识别未使用的匿名页面。此外,Android设备用基于ram的zram取代了交换设备,在zram上交换比在闪存上访问文件要快得多。在不引起抖动的情况下,我们建议将尽可能多的匿名页面交换到zram,以缓存更多的文件页面。我们在Google Pixel手机上进行了实际用户工作负载的实验,结果证实了我们的方法可以适应不同的内存需求,并且与原始内核相比,我们的方法大大提高了应用程序切换延迟,最高可提高43%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Rectifying Skewed Kernel Page Reclamation in Mobile Devices for Improving User-Perceivable Latency
A crucial design factor for users of smart mobile devices is the latency of graphical interface interaction. Switching a background app to foreground is a frequent operation on mobile devices and the latency of this process is highly perceivable to users. Based on an Android smartphone, through analysis of memory reference generated during the app-switching process, we observe that file (virtual) pages and anonymous pages are both heavily involved. However, to our surprise, the amounts of the two types of pages in the main memory are highly imbalanced, and frequent I/O operations on file pages noticeably slows down the app-switching process. In this study, we advocate to improve the app-switching latency by rectifying the skewed kernel page reclaiming. Our approach involves two parts: proactive identification of unused anonymous pages and adaptive balance between file pages and anonymous pages. As mobile apps are found inflating their anonymous pages, we propose identifying unused anonymous pages in sync with the app-switching events. In addition, Android devices replaces the swap device with RAM-based zram, and swapping on zram is much faster than file accessing on flash storage. Without causing thrashing, we propose swapping out as many anonymous pages to zram as possible for caching more file pages. We conduct experiments on a Google Pixel phone with realistic user workloads, and results confirm that our method is adaptive to different memory requirements and greatly improves the app-switching latency by up to 43% compared with the original kernel.
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来源期刊
ACM Transactions on Embedded Computing Systems
ACM Transactions on Embedded Computing Systems 工程技术-计算机:软件工程
CiteScore
3.70
自引率
0.00%
发文量
138
审稿时长
6 months
期刊介绍: The design of embedded computing systems, both the software and hardware, increasingly relies on sophisticated algorithms, analytical models, and methodologies. ACM Transactions on Embedded Computing Systems (TECS) aims to present the leading work relating to the analysis, design, behavior, and experience with embedded computing systems.
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