With the popularity of new storage technologies, hybrid active storage system provides an efficient way to improve the performance of high-performance computing applications. However, current active storage efforts have neglected the storage performance gap between heterogeneous servers, largely affecting the overall system performance. In this paper, we propose SDD, a Skewed Data Distribution scheme for hybrid active storage systems. In contrast to traditional even data distribution schemes, SDD distribute data on servers with skewed amount of data based on their performance. We have implemented a prototype of our proposed data layout scheme in a parallel I/O system, and demonstrated its benefits with a typical data processing application. Experimental results show our proposed data placement scheme can significantly improve the overall active storage system performance.
목차
Abstract 1. Introduction 2. Related Work 2.1. Active Storage on Disk Devices 2.2. Active Storage on File Systems 2.3. Data Distribution in Parallel I/O Systems 3. The Skewed Data Distribution Scheme 3.1. The Basic Idea of SDD 3.2. Active Storage Data Processing Cost Model 3.3. Determination of Data Amount on Each Server 3.4. Skewed Data Distribution Scheme 3.5. Implementation 4. Performance Evaluation 4.1. Experimental Setup 4.2. Data Selection 5. Conclusion Acknowledgements References
키워드
Active StorageParallel I/O SystemData DistributionHybrid Servers
저자
Xiangyu Li [ Computer School, Wuhan University, Wuhan, Hubei 430072, China, Wuhan DonghubUniversity, Wuhan, Hubei 430212, China ]
Shuibing He [ Computer School, Wuhan University, Wuhan, Hubei 430072, China, State Key Laboratory of High Performance Computing, National University of Defense Technology, Changsha, Hunan 410073, China ]
Corresponding Author
보안공학연구지원센터(IJGDC) [Science & Engineering Research Support Center, Republic of Korea(IJGDC)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Grid and Distributed Computing
간기
격월간
pISSN
2005-4262
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Grid and Distributed Computing Vol.9 No.5