DocumentCode :
653515
Title :
The Dynamically Efficient Mechanism of HDFS Data Prefetching
Author :
Shaochun Wu ; Guobing Zou ; Honghao Zhu ; Xiang Shuai ; Liang Chen ; Bofeng Zhang
Author_Institution :
Sch. of Comput. Eng. & Sci., Shanghai Univ., Shanghai, China
fYear :
2013
fDate :
20-23 Aug. 2013
Firstpage :
2188
Lastpage :
2193
Abstract :
In recent years, along with cloud computing developing as a widely used computing paradigm, Hadoop Distributed File System (HDFS) has become one of the mandatory techniques, which has many important features, such as master and slave construction of HDFS, direct client accessing, and multi-duplicate of each data block. All of these make HDFS data prefetching much harder than the traditional data acquisition approaches. Moreover, the basic problems of HDFS data prefetching mainly include what kind of data to prefetch, where to prefetch data, how many data to prefetch, and the balance of prefetching data services and normal data access conflicts. Under above analysis, this paper tries to solve these problems and propose the mechanism of the two-layer HDFS data prefetching. The experimental results show that the Hadoop platform which offers data prefetching mechanism can improve 60% of whole performance on data prefetching.
Keywords :
distributed databases; storage management; HDFS data prefetching; HDFS master-slave construction; Hadoop distributed file system; computing paradigm; data access conflicts; data acquisition approaches; data block multiduplication; direct client accessing; Collaboration; Delays; Distributed databases; Internet; Prefetching; Servers; Text analysis; Cloud computing; Data block; Data prefetching; HDFS; Metadata;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Green Computing and Communications (GreenCom), 2013 IEEE and Internet of Things (iThings/CPSCom), IEEE International Conference on and IEEE Cyber, Physical and Social Computing
Conference_Location :
Beijing
Type :
conf
DOI :
10.1109/GreenCom-iThings-CPSCom.2013.413
Filename :
6682423
Link To Document :
بازگشت