Efficiently implementing the copy semantics of MATLAB's arrays in JavaScript

Author:

Foley-Bourgon Vincent1,Hendren Laurie1

Affiliation:

1. McGill University, Canada

Abstract

Compiling MATLAB---a dynamic, array-based language---to JavaScript is an attractive proposal: the output code can be deployed on a platform used by billions and can leverage the countless hours that have gone into making JavaScript JIT engines fast. But before that can happen, the original MATLAB code must be properly translated, making sure to bridge the semantic gaps of the two languages. An important area where MATLAB and JavaScript differ is in their handling of arrays: for example, in MATLAB, arrays are one-indexed and writing at an index beyond the end of an array extends it; in JavaScript, typed arrays are zero-indexed and writing out of bounds is a no-op. A MATLAB-to-JavaScript compiler must address these mismatches. Another salient and pervasive difference between the two languages is the assignment of arrays to variables: in MATLAB, this operation has value semantics, while in JavaScript is has reference semantics. In this paper, we present MatJuice --- a source-to-source, ahead-of-time compiler back-end for MATLAB --- and how it deals efficiently with this last issue. We present an intra-procedural data-flow analysis to track where each array variable may point to and which variables are possibly aliased. We also present the associated copy insertion transformation that uses the points-to information to insert explicit copies when necessary. The resulting JavaScript program respects the MATLAB value semantics and we show that it performs fewer run-time copies than some alternative approaches.

Publisher

Association for Computing Machinery (ACM)

Subject

Computer Graphics and Computer-Aided Design,Software

Reference14 articles.

1. McLab

2. J. Doherty. McSaf: An Extensible Static Analysis Framework For The MATLAB Language. Master’s thesis August 2011. J. Doherty. McSaf: An Extensible Static Analysis Framework For The MATLAB Language. Master’s thesis August 2011.

3. Taming MATLAB

4. Faiz Khan etal Using JavaScript and WebCL for Numerical Computations: A Comparative Study of Native and Web Technologies. Faiz Khan et al. Using JavaScript and WebCL for Numerical Computations: A Comparative Study of Native and Web Technologies.

5. GNU. Octave: Miscellaneous Techniques. https://www. gnu.org/software/octave/doc/interpreter/ Miscellaneous-Techniques.html. GNU. Octave: Miscellaneous Techniques. https://www. gnu.org/software/octave/doc/interpreter/ Miscellaneous-Techniques.html.

Cited by 2 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. Improving database query performance with automatic fusion;Proceedings of the 29th International Conference on Compiler Construction;2020-02-22

2. Pando;Proceedings of the 20th International Middleware Conference;2019-12-09

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