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Optimizing Parallel I/O Accesses through Pattern-Directed and Layout-Aware Replication
- Source :
- IEEE Transactions on Computers. 69:212-225
- Publication Year :
- 2020
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2020.
-
Abstract
- As the performance gap between processors and storage devices keeps increasing, I/O performance becomes a critical bottleneck of modern high-performance computing systems. In this paper, we propose a pattern-directed and layout-aware data replication design, named PDLA, to improve the performance of parallel I/O systems. PDLA includes an HDD-based scheme H-PDLA and an SSD-based scheme S-PDLA . For applications with relatively low I/O concurrency, H-PDLA identifies access patterns of applications and makes a reorganized data replica for each access pattern on HDD-based servers with an optimized data layout. Moreover, to accommodate applications with high I/O concurrency, S-PDLA replicates critical access patterns that can bring performance benefits on SSD-based servers or on HDD-based and SSD-based servers. We have implemented the proposed replication scheme under MPICH2 library on top of OrangeFS file system. Experimental results show that H-PDLA can significantly improve the original parallel I/O system performance and demonstrate the advantages of S-PDLA over H-PDLA.
- Subjects :
- File system
Computer science
business.industry
Replica
Concurrency
computer.software_genre
Parallel I/O
Replication (computing)
Bottleneck
Theoretical Computer Science
Computational Theory and Mathematics
Hardware and Architecture
Embedded system
Server
Concurrent computing
business
computer
Software
Subjects
Details
- ISSN :
- 23263814 and 00189340
- Volume :
- 69
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Computers
- Accession number :
- edsair.doi...........b477e6e508c89d151cac76b2217b3d48