Correlation-Aware Stripe Organization for Efficient Writes in Erasure-Coded Storage: Algorithms and Evaluation

Erasure coding has been extensively employed for data availability protection in production storage systems by maintaining a low degree of data redundancy. However, how to mitigate the parity update overhead of partial stripe writes in erasure-coded storage systems is still a critical concern. In th...

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Vydáno v:	IEEE transactions on parallel and distributed systems Ročník 30; číslo 7; s. 1552 - 1564
Hlavní autoři:	Shen, Zhirong, Lee, Patrick P. C., Shu, Jiwu, Guo, Wenzhong
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	New York IEEE 01.07.2019 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Témata:	Algorithms Correlation Data correlation Distributed databases Encoding erasure code Maintenance engineering Organizations Parity partial stripe writes Redundancy Reed-Solomon codes Storage systems stripe organization
ISSN:	1045-9219, 1558-2183
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Abstract	Erasure coding has been extensively employed for data availability protection in production storage systems by maintaining a low degree of data redundancy. However, how to mitigate the parity update overhead of partial stripe writes in erasure-coded storage systems is still a critical concern. In this paper, we study this problem from two new perspectives: data correlation and stripe organization. We propose \mathsf{CASO}CASO, a correlation-aware stripe organization algorithm, which captures data correlation of a data access stream and uses the data correlation characteristics for stripe organization. It packs correlated data into a small number of stripes to reduce the incurred I/Os in partial stripe writes, and further organizes uncorrelated data into stripes to leverage the spatial locality in later access. We implement \mathsf{CASO}CASO over Reed-Solomon codes and Azure's Local Reconstruction Codes, and show via extensive trace-driven evaluation that \mathsf{CASO}CASO reduces up to 29.8 percent of parity updates and reduces the write time by up to 46.7 percent.
AbstractList	Erasure coding has been extensively employed for data availability protection in production storage systems by maintaining a low degree of data redundancy. However, how to mitigate the parity update overhead of partial stripe writes in erasure-coded storage systems is still a critical concern. In this paper, we study this problem from two new perspectives: data correlation and stripe organization. We propose \mathsf{CASO}CASO, a correlation-aware stripe organization algorithm, which captures data correlation of a data access stream and uses the data correlation characteristics for stripe organization. It packs correlated data into a small number of stripes to reduce the incurred I/Os in partial stripe writes, and further organizes uncorrelated data into stripes to leverage the spatial locality in later access. We implement \mathsf{CASO}CASO over Reed-Solomon codes and Azure's Local Reconstruction Codes, and show via extensive trace-driven evaluation that \mathsf{CASO}CASO reduces up to 29.8 percent of parity updates and reduces the write time by up to 46.7 percent.
Author	Lee, Patrick P. C. Guo, Wenzhong Shen, Zhirong Shu, Jiwu
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SubjectTerms	Algorithms Correlation Data correlation Distributed databases Encoding erasure code Maintenance engineering Organizations Parity partial stripe writes Redundancy Reed-Solomon codes Storage systems stripe organization
Title	Correlation-Aware Stripe Organization for Efficient Writes in Erasure-Coded Storage: Algorithms and Evaluation
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