Job Scheduling Strategies for Parallel Processing最新文献

筛选
英文 中文
RARE: Renewable Energy Aware Resource Management in Datacenters 稀有:数据中心的可再生能源意识资源管理
Job Scheduling Strategies for Parallel Processing Pub Date : 2022-11-10 DOI: 10.48550/arXiv.2211.05346
V. Venkataswamy, J. Grigsby, A. Grimshaw, Yanjun Qi
{"title":"RARE: Renewable Energy Aware Resource Management in Datacenters","authors":"V. Venkataswamy, J. Grigsby, A. Grimshaw, Yanjun Qi","doi":"10.48550/arXiv.2211.05346","DOIUrl":"https://doi.org/10.48550/arXiv.2211.05346","url":null,"abstract":"The exponential growth in demand for digital services drives massive datacenter energy consumption and negative environmental impacts. Promoting sustainable solutions to pressing energy and digital infrastructure challenges is crucial. Several hyperscale cloud providers have announced plans to power their datacenters using renewable energy. However, integrating renewables to power the datacenters is challenging because the power generation is intermittent, necessitating approaches to tackle power supply variability. Hand engineering domain-specific heuristics-based schedulers to meet specific objective functions in such complex dynamic green datacenter environments is time-consuming, expensive, and requires extensive tuning by domain experts. The green datacenters need smart systems and system software to employ multiple renewable energy sources (wind and solar) by intelligently adapting computing to renewable energy generation. We present RARE (Renewable energy Aware REsource management), a Deep Reinforcement Learning (DRL) job scheduler that automatically learns effective job scheduling policies while continually adapting to datacenters' complex dynamic environment. The resulting DRL scheduler performs better than heuristic scheduling policies with different workloads and adapts to the intermittent power supply from renewables. We demonstrate DRL scheduler system design parameters that, when tuned correctly, produce better performance. Finally, we demonstrate that the DRL scheduler can learn from and improve upon existing heuristic policies using Offline Learning.","PeriodicalId":229341,"journal":{"name":"Job Scheduling Strategies for Parallel Processing","volume":"60 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134376074","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Improving Resource Isolation of Critical Tasks in a Workload 提高工作负载中关键任务的资源隔离
Job Scheduling Strategies for Parallel Processing Pub Date : 2020-05-22 DOI: 10.1007/978-3-030-63171-0_3
Meghana Thiyyakat, Subramaniam Kalambur, D. Sitaram
{"title":"Improving Resource Isolation of Critical Tasks in a Workload","authors":"Meghana Thiyyakat, Subramaniam Kalambur, D. Sitaram","doi":"10.1007/978-3-030-63171-0_3","DOIUrl":"https://doi.org/10.1007/978-3-030-63171-0_3","url":null,"abstract":"","PeriodicalId":229341,"journal":{"name":"Job Scheduling Strategies for Parallel Processing","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116739994","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
PDAWL: Profile-Based Iterative Dynamic Adaptive WorkLoad Balance on Heterogeneous Architectures 异构架构上基于概要文件的迭代动态自适应工作负载平衡
Job Scheduling Strategies for Parallel Processing Pub Date : 2020-05-22 DOI: 10.1007/978-3-030-63171-0_8
Tongsheng Geng, Marcos Amarís, Stéphane Zuckerman, A. Goldman, G. Gao, J. Gaudiot
{"title":"PDAWL: Profile-Based Iterative Dynamic Adaptive WorkLoad Balance on Heterogeneous Architectures","authors":"Tongsheng Geng, Marcos Amarís, Stéphane Zuckerman, A. Goldman, G. Gao, J. Gaudiot","doi":"10.1007/978-3-030-63171-0_8","DOIUrl":"https://doi.org/10.1007/978-3-030-63171-0_8","url":null,"abstract":"","PeriodicalId":229341,"journal":{"name":"Job Scheduling Strategies for Parallel Processing","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127820084","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Analysis of Job Metadata for Enhanced Wall Time Prediction 增强壁时预测的作业元数据分析
Job Scheduling Strategies for Parallel Processing Pub Date : 2018-05-25 DOI: 10.1007/978-3-030-10632-4_1
Mehmet Soysal, M. Berghoff, A. Streit
{"title":"Analysis of Job Metadata for Enhanced Wall Time Prediction","authors":"Mehmet Soysal, M. Berghoff, A. Streit","doi":"10.1007/978-3-030-10632-4_1","DOIUrl":"https://doi.org/10.1007/978-3-030-10632-4_1","url":null,"abstract":"","PeriodicalId":229341,"journal":{"name":"Job Scheduling Strategies for Parallel Processing","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122144401","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 10
Stochastic Programming Approach for Resource Selection Under Demand Uncertainty 需求不确定性下资源选择的随机规划方法
Job Scheduling Strategies for Parallel Processing Pub Date : 2018-05-25 DOI: 10.1007/978-3-030-10632-4_6
T. H. Bhuiyan, M. Halappanavar, Ryan D. Friese, Hugh R. Medal, L. D. L. Torre, A. Sathanur, Nathan R. Tallent
{"title":"Stochastic Programming Approach for Resource Selection Under Demand Uncertainty","authors":"T. H. Bhuiyan, M. Halappanavar, Ryan D. Friese, Hugh R. Medal, L. D. L. Torre, A. Sathanur, Nathan R. Tallent","doi":"10.1007/978-3-030-10632-4_6","DOIUrl":"https://doi.org/10.1007/978-3-030-10632-4_6","url":null,"abstract":"","PeriodicalId":229341,"journal":{"name":"Job Scheduling Strategies for Parallel Processing","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122145176","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Evaluating the Impact of Soft Walltimes on Job Scheduling Performance 评估软挂时间对作业调度性能的影响
Job Scheduling Strategies for Parallel Processing Pub Date : 2018-05-25 DOI: 10.1007/978-3-030-10632-4_2
D. Klusácek, Václav Chlumský
{"title":"Evaluating the Impact of Soft Walltimes on Job Scheduling Performance","authors":"D. Klusácek, Václav Chlumský","doi":"10.1007/978-3-030-10632-4_2","DOIUrl":"https://doi.org/10.1007/978-3-030-10632-4_2","url":null,"abstract":"","PeriodicalId":229341,"journal":{"name":"Job Scheduling Strategies for Parallel Processing","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116421901","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 13
Reducing the Human-in-the-Loop Component of the Scheduling of Large HTC Workloads 减少大型HTC工作负载调度中的人在环组件
Job Scheduling Strategies for Parallel Processing Pub Date : 2018-05-25 DOI: 10.1007/978-3-030-10632-4_3
Frédéric Azevedo, Lucas Gombert, F. Suter
{"title":"Reducing the Human-in-the-Loop Component of the Scheduling of Large HTC Workloads","authors":"Frédéric Azevedo, Lucas Gombert, F. Suter","doi":"10.1007/978-3-030-10632-4_3","DOIUrl":"https://doi.org/10.1007/978-3-030-10632-4_3","url":null,"abstract":"","PeriodicalId":229341,"journal":{"name":"Job Scheduling Strategies for Parallel Processing","volume":"58 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114939990","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Approaching Actor-Level Resource Control for Akka 接近行动者级别的Akka资源控制
Job Scheduling Strategies for Parallel Processing Pub Date : 2018-05-25 DOI: 10.1007/978-3-030-10632-4_7
A. Abdelmoamen, Dezhong Wang, Nadeem Jamali
{"title":"Approaching Actor-Level Resource Control for Akka","authors":"A. Abdelmoamen, Dezhong Wang, Nadeem Jamali","doi":"10.1007/978-3-030-10632-4_7","DOIUrl":"https://doi.org/10.1007/978-3-030-10632-4_7","url":null,"abstract":"","PeriodicalId":229341,"journal":{"name":"Job Scheduling Strategies for Parallel Processing","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121152946","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
Adaptive Simultaneous Multi-tenancy for GPUs gpu自适应同步多租户
Job Scheduling Strategies for Parallel Processing Pub Date : 2018-05-25 DOI: 10.1007/978-3-030-10632-4_5
Ramin Bashizade, Yuxuan Li, A. Lebeck
{"title":"Adaptive Simultaneous Multi-tenancy for GPUs","authors":"Ramin Bashizade, Yuxuan Li, A. Lebeck","doi":"10.1007/978-3-030-10632-4_5","DOIUrl":"https://doi.org/10.1007/978-3-030-10632-4_5","url":null,"abstract":"","PeriodicalId":229341,"journal":{"name":"Job Scheduling Strategies for Parallel Processing","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133931810","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Experience and Practice of Batch Scheduling on Leadership Supercomputers at Argonne 阿贡领导超级计算机批量调度的经验与实践
Job Scheduling Strategies for Parallel Processing Pub Date : 2017-06-02 DOI: 10.1007/978-3-319-77398-8_1
W. Allcock, P. Rich, Yuping Fan, Z. Lan
{"title":"Experience and Practice of Batch Scheduling on Leadership Supercomputers at Argonne","authors":"W. Allcock, P. Rich, Yuping Fan, Z. Lan","doi":"10.1007/978-3-319-77398-8_1","DOIUrl":"https://doi.org/10.1007/978-3-319-77398-8_1","url":null,"abstract":"","PeriodicalId":229341,"journal":{"name":"Job Scheduling Strategies for Parallel Processing","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115538208","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 24
0
×
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
确定
请完成安全验证×
相关产品
×
本文献相关产品
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信