The hardness of data packing

Author:

Lavaee Rahman1

Affiliation:

1. University of Rochester, USA

Abstract

A program can benefit from improved cache block utilization when contemporaneously accessed data elements are placed in the same memory block. This can reduce the program's memory block working set and thereby, reduce the capacity miss rate. We formally define the problem of data packing for arbitrary number of blocks in the cache and packing factor (the number of data objects fitting in a cache block) and study how well the optimal solution can be approximated for two dual problems. On the one hand, we show that the cache hit maximization problem is approximable within a constant factor, for every fixed number of blocks in the cache. On the other hand, we show that unless P=NP, the cache miss minimization problem cannot be efficiently approximated.

Funder

IBM CAS facutly fellowship

National Science Foundation

Huawei Technologies

Publisher

Association for Computing Machinery (ACM)

Subject

Computer Graphics and Computer-Aided Design,Software

Reference40 articles.

1. Cortex57 technical reference manual. 2012. Available at http://www.arm.com/products/processors/cortex-a/cortex-a57processor.php. Cortex57 technical reference manual. 2012. Available at http://www.arm.com/products/processors/cortex-a/cortex-a57processor.php.

2. Cortex72 technical reference manual. 2015. Available at http://www.arm.com/products/processors/cortex-a/cortex-a72processor.php. Cortex72 technical reference manual. 2015. Available at http://www.arm.com/products/processors/cortex-a/cortex-a72processor.php.

3. A model for hierarchical memory

4. Balanced graph partitioning

Cited by 10 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. The Bounded Pathwidth of Control-Flow Graphs;Proceedings of the ACM on Programming Languages;2023-10-16

2. Efficient approximations for cache-conscious data placement;Proceedings of the 43rd ACM SIGPLAN International Conference on Programming Language Design and Implementation;2022-06-09

3. CARL: Compiler Assigned Reference Leasing;ACM Transactions on Architecture and Code Optimization;2022-03-17

4. Improved Basic Block Reordering;IEEE Transactions on Computers;2020-12-01

5. Improving program locality in the GC using hotness;Proceedings of the 41st ACM SIGPLAN Conference on Programming Language Design and Implementation;2020-06-06

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3