A Relational Theory of Locality

Author:

Yuan Liang1,Ding Chen2,Smith Wesley3,Denning Peter4,Zhang Yunquan1

Affiliation:

1. SKL of Computer Architecture, Institute of Computing Technology, CAS, Haidian District Beijing, China

2. University of Rochester, Rochester, NY

3. University of Edinburgh

4. Naval Postgraduate School, Monterey, CA

Abstract

In many areas of program and system analysis and optimization, locality is a common concept and has been defined and measured in many ways. This article aims to formally establish relations between these previously disparate types of locality. It categorizes locality definitions in three groups and shows whether and how they can be interconverted. For the footprint, a recent metric, it gives a new measurement algorithm that is asymptotically more time/space efficient than previous approaches. Using the conversion relations, the new algorithm derives with the same efficiency different locality metrics developed and used in program analysis, memory management, and cache design.

Funder

National Science Foundation

National Natural Science Foundation of China

Publisher

Association for Computing Machinery (ACM)

Subject

Hardware and Architecture,Information Systems,Software

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1. Blast from the Past: Least Expected Use (LEU) Cache Replacement with Statistical History;Proceedings of the 2023 ACM SIGPLAN International Symposium on Memory Management;2023-06-06

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3. Fast and Accurate Statistical Simulation of Shared-Memory Applications on Multicore Systems;IEEE Transactions on Parallel and Distributed Systems;2022-10-01

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