Exploiting Dynamic Resource Allocation for Efficient Parallel Data Processing in the Cloud

Technology Used: Java / J2EE

Parallel and Distributed Systems, 2011

In recent years ad-hoc parallel data processing has emerged to be one of the killer applications for Infrastructure-as-a- Service (IaaS) clouds. Major Cloud computing companies have started to integrate frameworks for parallel data processing in their product portfolio, making it easy for customers to access these services and to deploy their programs. However, the processing frameworks which are currently used have been designed for static, homogeneous cluster setups and disregard the particular nature of a cloud. Consequently, the allocated compute resources may be inadequate for big parts of the submitted job and unnecessarily increase processing time and cost. In this paper we discuss the opportunities and challenges for efficient parallel data processing in clouds and present our research project Nephele. Nephele is the first data processing framework to explicitly exploit the dynamic resource allocation offered by today’s IaaS clouds for both, task scheduling and execution. Particular tasks of a processing job can be assigned to different types of virtual machines which are automatically instantiated and terminated during the job execution. Based on this new framework, we perform extended evaluations of MapReduce-inspired processing jobs on an IaaS cloud system and compare the results to the popular data processing framework Hadoop.

Posted by on Jul 24th, 2011 and filed under Parallel Distributed System. You can follow any responses to this entry through the RSS 2.0. You can leave a response by filling following comment form or trackback to this entry from your site

17 Responses for “Exploiting Dynamic Resource Allocation for Efficient Parallel Data Processing in the Cloud”

  1. rajat says:

    please send me abstract & all the development details of this project
    i m an btech student of noida

  2. rajat says:

    Enabling Public Auditability and Data Dynamics for Storage Security in Cloud
    Computing
    please send me abstract & all the development details of this project
    i m an btech student of noida

  3. Sahana says:

    Please send me the abstract n implementation of the project.

  4. keerthi mohan says:

    Can jus send me the abstract an all the contents of this source an project details

  5. soft says:

    send me price cost and development stage of below poject
    ” Exploiting Dynamic Resource Allocation for Efficient Parallel Data Processing in the Cloud “

  6. sajana says:

    hello sir
    do you have the following available project

    “modelling and detection of camouflaging worms”

  7. ankit says:

    please send me the dfd of this project

  8. R.sowmia says:

    pls send me the project…………..

  9. ramesh says:

    are you have the project on”clustering using parallel k-means algorithm”

  10. nikita says:

    send me abstarct and related papers of project..

  11. najeeb says:

    wud u pls send me the abstract,dfd and the implementation of this project

  12. suman says:

    can u send me the abstract and related uml diagrams to my mail plz

  13. jayanthi says:

    send me the abstract and uml diagrams of this project

  14. swathy says:

    hello sir ,please send me the flow chart related to this project

  15. sushma says:

    can u please let me know weather job scheduling is done through os… i mean can v do through os..

  16. Sonali says:

    I am student of ME from pune,can u plz send me the abstract and related dfd’s,uml diagrams and flow chart and implementation detials of this project to my mail plz.
    Thanking U!!!

  17. shirin piri says:

    I am student of Msc from iran,can u plz send me the code of this project to my mail plz.
    thank you

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