CMU-CS-21-109 Computer Science Department School of Computer Science, Carnegie Mellon University
Modernizing Models and Management of the Charles John McGuffey Ph.D. Thesis May 2021
Non-volatile memory technologies (NVMs) are a new family of technologies that combine near memory level performance with near storage level cost density. The result is a new type of memory hierarchy layer that exists and performs somewhere between the two. These new technologies offer many opportunities for performance improvement, but in order to take advantage of these system design needs to account for their particular characteristics. In this thesis, we focus on how to design memory management and caching systems for NVMs. Our work is broken into three major categories targeting different primary performance metrics.
Throughout our work we rely on a blend of theoretical and practical approaches. We provide models for processor faults, cache writebacks, and cache-storage communication that isolate the targeted effects from orthogonal complications. For each model, we show worst case theoretical bounds for our algorithms along with proofs that explain how the benefits are derived. We then take our results and provide empirical evaluations to show their effectiveness in practice. We believe that our ideas and approach provide a solid foundational study on memory hierarchy design in the era of non-volatile memories.
97 pages
Thesis Committee:
Srinivasan Seshan, Head, Computer Science Department
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