A green miner's dataset: mining the impact of software change on energy consumption

Chenlei Zhang, Abram Hindle
{"title":"A green miner's dataset: mining the impact of software change on energy consumption","authors":"Chenlei Zhang, Abram Hindle","doi":"10.1145/2597073.2597130","DOIUrl":null,"url":null,"abstract":"With the advent of mobile computing, the responsibility of software developers to update and ship energy efficient applications has never been more pronounced. Green mining attempts to address this responsibility by examining the impact of software change on energy consumption. One problem with green mining is that power performance data is not readily available, unlike many other forms of MSR research. Green miners have to create tests and run them across numerous versions of a software project because power performance data was either missing or never existed for that particular project. In this paper we describe multiple open green mining datasets used in prior green mining work. The dataset includes numerous power traces and parallel system call and CPU/IO/Memory traces of multiple versions of multiple products. These datasets enable those more interested in data-mining and modeling to work on green mining problems as well.","PeriodicalId":6621,"journal":{"name":"2016 IEEE/ACM 13th Working Conference on Mining Software Repositories (MSR)","volume":"88 1","pages":"400-403"},"PeriodicalIF":0.0000,"publicationDate":"2014-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"13","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 IEEE/ACM 13th Working Conference on Mining Software Repositories (MSR)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2597073.2597130","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 13

Abstract

With the advent of mobile computing, the responsibility of software developers to update and ship energy efficient applications has never been more pronounced. Green mining attempts to address this responsibility by examining the impact of software change on energy consumption. One problem with green mining is that power performance data is not readily available, unlike many other forms of MSR research. Green miners have to create tests and run them across numerous versions of a software project because power performance data was either missing or never existed for that particular project. In this paper we describe multiple open green mining datasets used in prior green mining work. The dataset includes numerous power traces and parallel system call and CPU/IO/Memory traces of multiple versions of multiple products. These datasets enable those more interested in data-mining and modeling to work on green mining problems as well.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
一个绿色矿工的数据集:挖掘软件变化对能源消耗的影响
随着移动计算的出现,软件开发人员更新和发布节能应用程序的责任从未如此明显。绿色采矿试图通过检查软件变化对能源消耗的影响来解决这一责任。绿色采矿的一个问题是,与许多其他形式的MSR研究不同,电力性能数据并不容易获得。绿色矿工必须创建测试并在软件项目的多个版本中运行它们,因为某个特定项目的电源性能数据要么缺失,要么根本不存在。本文描述了之前绿色挖掘工作中使用的多个开放绿色挖掘数据集。该数据集包括多个产品的多个版本的众多电源跟踪和并行系统调用以及CPU/IO/Memory跟踪。这些数据集使那些对数据挖掘和建模更感兴趣的人也可以研究绿色挖掘问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
MSR '20: 17th International Conference on Mining Software Repositories, Seoul, Republic of Korea, 29-30 June, 2020 Who you gonna call?: analyzing web requests in Android applications Cena słońca w projektowaniu architektonicznym Multi-extract and Multi-level Dataset of Mozilla Issue Tracking History Interactive Exploration of Developer Interaction Traces using a Hidden Markov Model
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1