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CSR: Small: IRON: Reducing Workload Interference on Massively Parallel Platforms

CSR: Small: IRON: Reducing Workload Interference on Massively Parallel Platforms
CSR:小:IRON:减少大规模并行平台上的工作负载干扰
批准号:
1717763
负责人:
Zhiling Lan
金额:
$49.72万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-09-01 至 2022-08-31

项目摘要

项目成果

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中文摘要
翻译
基于蜻蜓和胖树设计的互连网络在高性能计算设施和数据中心中越来越占主导地位。管理此类网络的一个关键挑战是工作负载干扰。在多用户计算环境中,共享网络资源的应用程序之间的干扰可能导致事件(工作负载干扰、低生产率、自私的用户行为和糟糕的调度)相互加剧的恶性循环。这个项目旨在解决工作量干扰的恶性循环。该项目旨在开发一个软件框架来系统地分析和减轻蜻蜓和脂肪树系统的工作负载干扰。该项目的完成将创建新的干扰感知调度策略和可扩展的软件工具,用于蜻蜓和脂肪树网络的干扰分析和减少。从模拟和实验中收集的结果数据和工具将在开源许可下提供给广泛的社区。综合教育和推广计划将加强计算机科学课程,扩大代表性不足群体的参与,并扩大到以非洲裔美国人和拉丁裔为主的周边社区。提出的研究重点是三个相互关联的研究重点:(1)高保真网络模拟,以深入了解应用程序之间的网络干扰;(2)干扰感知调度,以避免或减轻应用程序之间的网络争用;(3)现实世界实验,定量测量生产系统上代表性应用程序的工作负载干扰,并评估干扰感知调度。由此产生的IRON将为推进大规模并行平台上工作负载干扰的研究提供一个集成的干扰分析和减少框架。项目网站(http://www.cs.iit.edu/~lan/iron.html)提供了有关项目的所有信息(出版物、软件工具、数据等)。该项目存储库将在项目完成后至少维护五年。
英文摘要
Interconnection networks based on dragonfly and fat tree designs are becoming increasingly dominant in high-performance computing facilities and data centers. A key challenge of managing such networks is workload interference. In a multi-user computing environment, interference among applications for shared network resources can cause a vicious cycle of events (workload interference, low productivity, selfish user behavior, and poor scheduling) aggravating each other. This project seeks to tackle the vicious circle of workload interference.This project aims to develop a software framework to systematically analyze and mitigate workload interference on dragonfly and fat tree systems. Completion of the project will create novel interference-aware scheduling policies and scalable software tools for interference analysis and reduction on dragonfly and fat tree networks. The resulting data and tools collected from simulations and experiments will be made available to the broad community under an open source license. An integrated education and outreach plan will enhance the Computer Science curriculum, broaden the participation by underrepresented groups, and outreach to the surrounding communities that are predominantly African-American and Latino.The proposed research focuses on three inter-related research thrusts: (1) high-fidelity network simulation to gain insights into network interference among applications, (2) interference aware scheduling to avoid or mitigate network contention among applications, and (3) real-world experiments to quantitatively measure workload interference of representative applications on production systems and assess interference aware scheduling. The resulting IRON will provide an integrated interference analysis and reduction framework for advancing the research of workload interference on massively parallel platforms. The project website (http://www.cs.iit.edu/~lan/iron.html) provides all the information about the project (publications, software tools, data, etc.). This project repository will be maintained for at least five years after the project completion.
期刊论文(6)
专著(0)
科研奖励(0)
会议论文
DOI: 10.1016/j.simpa.2021.100077
发表时间: 2021-05
期刊: Softw. Impacts
影响因子: --
作者: [Yuping Fan;Z. Lan]
通讯作者: Yuping Fan;Z. Lan
DOI: 10.1145/3307681.3325401
发表时间: 2019-06
期刊: Proceedings of the 28th International Symposium on High-Performance Parallel and Distributed Computing
影响因子: --
作者: [Yuping Fan;Z. Lan;Paul M. Rich;W. Allcock;M. Papka;Brian Austin;D. Paul]
通讯作者: Yuping Fan;Z. Lan;Paul M. Rich;W. Allcock;M. Papka;Brian Austin;D. Paul
The Effect of System Utilization on Application Performance Variability
系统利用率对应用程序性能变化的影响
DOI: --
发表时间: 2019
期刊: ACM Digital Library
影响因子: --
作者: [Li, Boyang, Chunduri, Sudheer, Harms, Kevin, Fan, Yuping, Lan, Zhiling]
通讯作者: Lan, Zhiling
Trade-Off Study of Localizing Communication and Balancing Network Traffic on a Dragonfly System
Dragonfly 系统上本地化通信和平衡网络流量的权衡研究
DOI: --
发表时间: 2018
期刊: IPDPS .... [proceedings]
影响因子: --
作者: [Wang, Xin, Mubarak, Misbah, Yang, Xu, Ross, Rob, Lan, Zhiling]
通讯作者: Lan, Zhiling
6
    SHF:Small:Intelligent Management of Hybrid Workloads for Extreme Scale Computing
    • 批准号:
      2413597
    • 项目类别:
      Standard Grant
    • 资助金额:
      $50.0万
    • 财政年份:
      2023
    • 负责人:
      Zhiling Lan
    • 依托单位:
    Collaborative Research: PPoSS: Planning: SEEr: A Scalable, Energy Efficient HPC Environment for AI-Enabled Science
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      2119294
    • 项目类别:
      Standard Grant
    • 资助金额:
      $15.0万
    • 财政年份:
      2021
    • 负责人:
      Zhiling Lan
    • 依托单位:
    SHF:Small:Intelligent Management of Hybrid Workloads for Extreme Scale Computing
    • 批准号:
      2109316
    • 项目类别:
      Standard Grant
    • 资助金额:
      $50.0万
    • 财政年份:
      2021
    • 负责人:
      Zhiling Lan
    • 依托单位:
    SHF: Small: Collaborative Research: Experimental-based Research on Effective Models of Parallel Application Execution Time, Power, and Resilience
    • 批准号:
      1618776
    • 项目类别:
      Standard Grant
    • 资助金额:
      $20.0万
    • 财政年份:
      2016
    • 负责人:
      Zhiling Lan
    • 依托单位:
    国内基金
    海外基金
    昼夜节律性small RNA在血斑形成时间推断中的法医学应用研究
    • 批准号:
    • 项目类别:
      省市级项目
    • 资助金额:
      --
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      2024
    • 负责人:
    • 依托单位:
    tRNA-derived small RNA上调YBX1/CCL5通路参与硼替佐米诱导慢性疼痛的机制研究
    • 批准号:
    • 项目类别:
      省市级项目
    • 资助金额:
      10.0万元
    • 批准年份:
      2022
    • 负责人:
      张祥忠
    • 依托单位:
    Small RNA调控I-F型CRISPR-Cas适应性免疫性的应答及分子机制
    Small RNAs调控解淀粉芽胞杆菌FZB42生防功能的机制研究
    • 批准号:
      31972324
    • 项目类别:
      面上项目
    • 资助金额:
      58.0万元
    • 批准年份:
      2019
    • 负责人:
      高学文
    • 依托单位: