绿色挖掘:一种将软件变更与能耗联系起来的方法

Abram Hindle
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引用次数: 93

摘要

随着智能手机、平板电脑和笔记本电脑的日益普及,功耗变得越来越重要。缩短客户电池寿命的威胁现在笼罩着软件开发人员,他们会问:“下一个变化会导致我的软件耗尽客户的电池吗?”一种解决方案是通过测量测试的功率使用情况来检测功耗回归,但这既耗时又经常有噪声。另一种选择是依赖软件度量,它允许我们估计更改可能对功耗产生的影响,从而将开发人员从昂贵的测试中解脱出来。本文提出了一种研究软件变更对功耗影响的通用方法,我们将功耗与软件变更联系起来,然后研究静态OO软件度量对功耗的影响。我们演示了软件变更可以影响使用Firefox网络浏览器和Azureus/Vuze BitTorrent客户端的功耗。我们发现了一些软件度量和功耗之间存在潜在关系的证据。综上所述,我们在两个项目中探讨了软件变更对功耗的影响;我们还提供了软件度量对功耗影响的初步调查。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Green mining: A methodology of relating software change to power consumption
Power consumption is becoming more and more important with the increased popularity of smart-phones, tablets and laptops. The threat of reducing a customer's battery-life now hangs over the software developer who asks, “will this next change be the one that causes my software to drain a customer's battery?” One solution is to detect power consumption regressions by measuring the power usage of tests, but this is time-consuming and often noisy. An alternative is to rely on software metrics that allow us to estimate the impact that a change might have on power consumption thus relieving the developer from expensive testing. This paper presents a general methodology for investigating the impact of software change on power consumption, we relate power consumption to software changes, and then investigate the impact of static OO software metrics on power consumption. We demonstrated that software change can effect power consumption using the Firefox web-browser and the Azureus/Vuze BitTorrent client. We found evidence of a potential relationship between some software metrics and power consumption. In conclusion, we explored the effect of software change on power consumption on two projects; and we provide an initial investigation on the impact of software metrics on power consumption.
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