DocumentCode
1680151
Title
LBVP: A load balance algorithm based on Virtual Partition in Hadoop cluster
Author
Yuanquan Fan ; Weiguo Wu ; Haijun Cao ; Huo Zhu ; Wei Wei ; Pengfei Zheng
Author_Institution
Dept. of Comput. Sci. & Technol., Xi´an Jiaotong Univ., Xi´an, China
fYear
2012
Firstpage
37
Lastpage
41
Abstract
An approach based on Virtual Partition is proposed to improve the load balance in Reduce phase in MapReduce-based system in cloud computing. After each Map task finished, the output keys are partitioned to different virtual partitions according to Hash Function. And LBVP (a load balance algorithm based on continuous virtual partition) is designed to combine all virtual partitions to the same number of reduce tasks, and ensure each reduce task having balanced input data. The experimental results indicate that the load balance of the amount of Reduce function input is improved effectively and the performance is not degraded significantly by using virtual partition and load allocation algorithm.
Keywords
cloud computing; file organisation; pattern clustering; resource allocation; LBVP; MapReduce-based system; cloud computing; hadoop cluster; hash function; load allocation algorithm; load balance algorithm; map task; reduce function input; reduce phase; virtual partition; Cloud Computing; MapReduce; load balance; virtual partition;
fLanguage
English
Publisher
ieee
Conference_Titel
Cloud Computing Congress (APCloudCC), 2012 IEEE Asia Pacific
Conference_Location
Shenzhen
Print_ISBN
978-1-4673-2903-3
Electronic_ISBN
978-1-4673-2902-6
Type
conf
DOI
10.1109/APCloudCC.2012.6486508
Filename
6486508
Link To Document