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A map-reduce based framework for heterogeneous processing element cluster environments

หน่วยงาน Nanyang Technological University, Singapore

รายละเอียด

ชื่อเรื่อง : A map-reduce based framework for heterogeneous processing element cluster environments
นักวิจัย : Tan, Yu Shyang , Lee, Bu-Sung , He, Bingsheng , Campbell, Roy H.
คำค้น : DRNTU::Engineering::Computer science and engineering
หน่วยงาน : Nanyang Technological University, Singapore
ผู้ร่วมงาน : -
ปีพิมพ์ : 2555
อ้างอิง : Tan, Y. S., Lee, B.-S., He, B., & Campbell, R. H. (2012). A Map-Reduce Based Framework for Heterogeneous Processing Element Cluster Environments. 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGrid), 57-64. , http://hdl.handle.net/10220/16728 , http://dx.doi.org/10.1109/CCGrid.2012.35
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

In this paper, we present our design of a Processing Element (PE) Aware MapReduce base framework, Pamar. Pamar is designed for supporting distributed computing on clusters where node PE configurations are asymmetric on different nodes. Pamar's main goal is to allow users to seamlessly utilize different kinds of processing elements (e.g., CPUs or GPUs) collaboratively for large scale data processing. To show proof of concept, we have incorporated our designs into the Hadoop framework and tested it on cluster environments having asymmetric node PE configurations. We demonstrate Pamar's ability to identify PEs available on each node and match-make user jobs with nodes, base on job PE requirements. Pamar allows users to easily parallelize applications across large datasets and at the same time utilizes different PEs for processing different classes of functions efficiently. The experiments show improvement in job queue completion time with Pamar over clusters with asymmetric nodes as compared to clusters with symmetric nodes.

บรรณานุกรม :
Tan, Yu Shyang , Lee, Bu-Sung , He, Bingsheng , Campbell, Roy H. . (2555). A map-reduce based framework for heterogeneous processing element cluster environments.
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Tan, Yu Shyang , Lee, Bu-Sung , He, Bingsheng , Campbell, Roy H. . 2555. "A map-reduce based framework for heterogeneous processing element cluster environments".
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Tan, Yu Shyang , Lee, Bu-Sung , He, Bingsheng , Campbell, Roy H. . "A map-reduce based framework for heterogeneous processing element cluster environments."
    กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print.
Tan, Yu Shyang , Lee, Bu-Sung , He, Bingsheng , Campbell, Roy H. . A map-reduce based framework for heterogeneous processing element cluster environments. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.