CARL: Compiler Assigned Reference Leasing

Author:

Ding Chen1ORCID,Chen Dong1ORCID,Liu Fangzhou1ORCID,Reber Benjamin1ORCID,Smith Wesley1ORCID

Affiliation:

1. University of Rochester, Rochester, NY

Abstract

Data movement is a common performance bottleneck, and its chief remedy is caching. Traditional cache management is transparent to the workload: data that should be kept in cache are determined by the recency information only, while the program information, i.e., future data reuses, is not communicated to the cache. This has changed in a new cache design named Lease Cache . The program control is passed to the lease cache by a compiler technique called Compiler Assigned Reference Lease (CARL). This technique collects the reuse interval distribution for each reference and uses it to compute and assign the lease value to each reference. In this article, we prove that CARL is optimal under certain statistical assumptions. Based on this optimality, we prove miss curve convexity, which is useful for optimizing shared cache, and sub-partitioning monotonicity, which simplifies lease compilation. We evaluate the potential using scientific kernels from PolyBench and show that compiler insertions of up to 34 leases in program code achieve similar or better cache utilization (in variable size cache) than the optimal fixed-size caching policy, which has been unattainable with automatic caching but now within the potential of cache programming for all tested programs and most cache sizes.

Funder

National Science Foundation

IBM Center for Advanced Studies

Publisher

Association for Computing Machinery (ACM)

Subject

Hardware and Architecture,Information Systems,Software

Reference74 articles.

1. PolyBench/Python: benchmarking Python environments with polyhedral optimizations

2. Alfred V. Aho, Monica S. Lam, Ravi Sethi, and Jeffrey D. Ullman. 2006. Compilers: Principles, Techniques, and Tools (2nd ed.). Addison-Wesley.

3. Randy Allen and Ken Kennedy. 2001. Optimizing Compilers for Modern Architectures: A Dependence-based Approach. Morgan Kaufmann Publishers.

4. The FORTRAN automatic coding system

5. Utpal Banerjee. 1997. Dependence Analysis. Kluwer. I–XVII, 1–214 pages.

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Cache Programming for Scientific Loops Using Leases;ACM Transactions on Architecture and Code Optimization;2023-07-19

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