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Performance Optimization for Managing Massive Numbers of Small Files in Distributed File Systems
- Source :
- IEEE Transactions on Parallel and Distributed Systems. 26:3433-3448
- Publication Year :
- 2015
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2015.
-
Abstract
- The processing of massive numbers of small files is a challenge in the design of distributed file systems. Currently, the combined-block-storage approach is prevalent. However, the approach employs the traditional file systems such as ExtFS and may cause inefficiency when accessing small files randomly located in the disk. This paper focuses on optimizing the performance of data servers in accessing massive numbers of small files. We present a Flat Lightweight File System (iFlatLFS) to manage small files, which is based on a simple metadata scheme and a flat storage architecture. iFlatLFS is designed to substitute the traditional file system on data servers and can be deployed underneath distributed file systems that store massive numbers of small files. iFlatLFS can greatly simplify the original data access procedure. The new metadata proposed in this paper occupies only a fraction of the metadata size based on traditional file systems. We have implemented iFlatLFS in CentOS 5.5 and integrated it into an open source Distributed File System (DFS), called Taobao FileSystem (TFS), which is developed by a top B2C service provider, Alibaba, in China and is managing over 28.6 billion small photos. We have conducted extensive experiments to verify the performance of iFlatLFS. The results show that when the file size ranges from 1 to 64 KB, iFlatLFS is faster than Ext4 by 48 and 54 percent on average for random read and write in the DFS environment, respectively. Moreover, after iFlatLFS is integrated into TFS, iFlatLFS-based TFS is faster than the existing Ext4-based TFS by 45 and 49 percent on average for random read access and hybrid access (the mix of read and write accesses), respectively.
- Subjects :
- Flat file database
Computer science
Stub file
computer.software_genre
QA76
File size
Server
Data file
Data_FILES
Versioning file system
Distributed File System
SSH File Transfer Protocol
File system fragmentation
Database server
File system
Indexed file
Database
Distributed database
ext4
Computer file
Device file
computer.file_format
Everything is a file
Unix file types
Virtual file system
Torrent file
File Control Block
Self-certifying File System
Computational Theory and Mathematics
Hardware and Architecture
Journaling file system
Signal Processing
Operating system
File area network
Fork (file system)
computer
Subjects
Details
- ISSN :
- 10459219
- Volume :
- 26
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Parallel and Distributed Systems
- Accession number :
- edsair.doi.dedup.....630b3e8a088738833e6718f2384c866a
- Full Text :
- https://doi.org/10.1109/tpds.2014.2377720