课题基金 / 基金详情

CSR: Small: XooMR: Cross-Layer and Cross-Phase Cooperation for Fair and Efficient MapReduce

CSR: Small: XooMR: Cross-Layer and Cross-Phase Cooperation for Fair and Efficient MapReduce
CSR:小:XooMR:跨层跨阶段合作实现公平高效的 MapReduce
批准号:
1564647
负责人:
Weikuan Yu
金额:
$37.81万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2015
资助国家:
美国
项目状态:
已结题
起止时间:
2015-08-16 至 2020-09-30

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中文摘要
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英文摘要
MapReduce has been widely leveraged as a new programming model to tap the power of parallel data processing for Big Data. More and more systems are being deployed to serve data-intensive analytics applications written in MapReduce. Many jobs can show up at the same time on a system with conflicting resource requirements. This project investigates cross-layer cooperation techniques to achieve system efficiency, cross-phase techniques to enhance job fairness and system throughput, and cross-job task co-scheduling techniques to exploit the temporal relationship among jobs for better throughput and services to analytic queries composed of multiple MapReduce jobs.This project has profound impacts in several aspects. These include (1) strengthening computer science courses at Auburn University, and enhancing instruction effectiveness with student research projects on MapReduce; (2) recruiting and cultivating students of diverse backgrounds, particularly under-represented minority and female student groups for careers in computing; (3) disseminating research results as publications, presentations, conference tutorials and demonstrations, releasing open-source software codes, and eventually pushing them for integration into the official Hadoop code base; and (4) collaborating with industry, strengthening research partnerships, and cultivating opportunities for technology transfer to industry.
期刊论文(9)
专著(0)
科研奖励(0)
会议论文
DOI: 10.1109/ccgrid.2018.00078
发表时间: 2018-05
期刊: 2018 18th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGRID)
影响因子: --
作者: [Huansong Fu;Manjunath Gorentla Venkata;Shaeke Salman;N. Imam;Weikuan Yu]
通讯作者: Huansong Fu;Manjunath Gorentla Venkata;Shaeke Salman;N. Imam;Weikuan Yu
DOI: 10.1109/cluster.2019.8891023
发表时间: 2019-09
期刊: 2019 IEEE International Conference on Cluster Computing (CLUSTER)
影响因子: --
作者: [Yue Zhu;Weikuan Yu;Bing Jiao;K. Mohror;A. Moody;Fahim Chowdhury]
通讯作者: Yue Zhu;Weikuan Yu;Bing Jiao;K. Mohror;A. Moody;Fahim Chowdhury
Compression of Time Evolutionary Image Data through Predictive Deep Neural Networks
通过预测深度神经网络压缩时间演化图像数据
DOI: --
发表时间: 2021
期刊: Cloud and Grid Computing
影响因子: --
作者: [Roy, Rupak, Sato, Kento, Bhattachrya, Subhadeep, Fang, Xingang, Joti, Yasumasa, Hatsui, Takaki, Hiraki, Toshiyuki, Guo, Jian, Yu, Weikuan.]
通讯作者: Yu, Weikuan.
DOI: 10.1016/j.parco.2019.01.006
发表时间: 2019-07
期刊: Parallel Comput.
影响因子: --
作者: [Zhuo Liu;Amit Kumar Nath;Xiaoning Ding;Huansong Fu;Md. Muhib Khan;Weikuan Yu]
通讯作者: Zhuo Liu;Amit Kumar Nath;Xiaoning Ding;Huansong Fu;Md. Muhib Khan;Weikuan Yu
9
    Collaborative Research: OAC Core: CropDL - Scheduling and Checkpoint/Restart Support for Deep Learning Applications on HPC Clusters
    • 批准号:
      2403089
    • 项目类别:
      Standard Grant
    • 资助金额:
      $22.5万
    • 财政年份:
      2024
    • 负责人:
      Weikuan Yu
    • 依托单位:
    SaTC: CORE: Small: Realizing Enhanced Authentication in the Mobile Era
    • 批准号:
      2131143
    • 项目类别:
      Standard Grant
    • 资助金额:
      $32.5万
    • 财政年份:
      2021
    • 负责人:
      Weikuan Yu
    • 依托单位:
    IRES Track-1: I/O Research for Data-Intensive Analytics and Deep Learning
    • 批准号:
      1952302
    • 项目类别:
      Standard Grant
    • 资助金额:
      $30.0万
    • 财政年份:
      2020
    • 负责人:
      Weikuan Yu
    • 依托单位:
    SHF: Medium: Collaborative Research: ECC: Ephemeral Coherence Cohort for I/O Containerization and Disaggregation
    • 批准号:
      1763547
    • 项目类别:
      Continuing Grant
    • 资助金额:
      $50.0万
    • 财政年份:
      2018
    • 负责人:
      Weikuan Yu
    • 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:
      --
    • 批准年份:
      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: