Multi-tier Caching

Relying on modern storage devices, multi-tier caching has been broadly employed in cloud storage and data centers. Combining different devices, write policies, and cache replacement policies causes vast space of multi-tier caching configurations. Particularly, users hope to gain better performance with lower purchase costs for the devices. Still, the enormous configurable space makes finding the optimal configuration impractical by evaluating all the possible configurations. Therefore, we managed to apply point selection to detect valuable “key points” in the Miss ratio curves (MRCs). After experimenting with several existing point selection methods, we proposed our novel point selection technique that outperforms the existing methods and can efficiently and accurately identify the best multi-tier caching configuration regarding cost vs. performance efficiently and accurately.

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Yifei Liu
Ph.D. Candidate of Computer Science

My research interests include file and storage systems and operating systems.

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