Skip to main navigation Skip to search Skip to main content

A novel approach to improving the efficiency of storing and accessing small files on hadoop: A case study by PowerPoint files

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

117 Scopus citations

Abstract

Hadoop distributed file system (HDFS) becomes a representative cloud storage platform, benefiting from its reliable, scalable and low-cost storage capability. HDFS has been utilized in BlueSky, one of the most prevalent e-Learning resource sharing systems in China, to store and share courseware majorly in the form of PowerPoint (PPT) files and video clips. Unfortunately, HDFS does not perform well for massive small files since huge numbers of small files imposed heavy burden on NameNode of HDFS, correlations between files were not considered for data placement, and no prefetching mechanism was provided to improve I/O performance. This paper introduces a novel approach to improve the efficiency of storing and accessing small files on HDFS. Characteristics of file correlations and access locality remaining among small files in the context of courseware are well considered for storing and accessing them. Firstly, all correlated small files of a PPT courseware are merged into a larger file to reduce the metadata burden on NameNode. Secondly, a two-level prefetching mechanism is introduced to improve the efficiency of accessing small files. The experimental results indicate that the proposed approach is able to effectively mitigate the load of NameNode and to improve the efficiency of storing and accessing massive small files on HDFS.

Original languageEnglish
Title of host publicationProceedings - 2010 IEEE 7th International Conference on Services Computing, SCC 2010
Pages65-72
Number of pages8
DOIs
StatePublished - 2010
Event2010 IEEE 7th International Conference on Services Computing, SCC 2010 - Miami, FL, United States
Duration: 5 Jul 201010 Jul 2010

Publication series

NameProceedings - 2010 IEEE 7th International Conference on Services Computing, SCC 2010

Conference

Conference2010 IEEE 7th International Conference on Services Computing, SCC 2010
Country/TerritoryUnited States
CityMiami, FL
Period5/07/1010/07/10

Keywords

  • Cloud storage
  • Hadoop distributed file system
  • PowerPoint storage
  • Prefetching
  • Small file storage

Fingerprint

Dive into the research topics of 'A novel approach to improving the efficiency of storing and accessing small files on hadoop: A case study by PowerPoint files'. Together they form a unique fingerprint.

Cite this