Automatic Repair of Quantum Programs via Unitary Operation

IF 6.6 2区 计算机科学 Q1 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Yuechen Li, Hanyu Pei, Linzhi Huang, Beibei Yin, Kai-Yuan Cai
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引用次数: 0

Abstract

With the continuous advancement of quantum computing (QC), the demand for high-quality quantum programs (QPs) is growing. In order to avoid program failure, in software engineering, the technology of automatic program repair (APR) employs appropriate patches to remove potential bugs without the intervention of a human. However, the method tailored for repairing defective QPs is still absent. This paper proposes a new APR method named \(\texttt {UnitAR} \) that can repair QPs via unitary operation automatically. Based on the characteristics of superposition and entanglement in QC, the paper constructs an algebraic model and adopts a generate-and-validate approach for the repair procedure. Furthermore, the paper presents two schemes that can respectively promote the efficiency of generating patches and guarantee the effectiveness of applying patches. For the purpose of evaluating the proposed method, the paper selects 29 mutated versions as well as 5 real-world buggy programs as the objects, and introduces two traditional APR approaches \(\texttt {GenProg} \) and \(\texttt {TBar} \) as baselines. According to the experiments, \(\texttt {UnitAR} \) can fix 23 buggy programs, and this method demonstrates the highest efficiency and effectiveness among 3 APR approaches. Besides, the experimental results further manifest the crucial roles of two constituents involved in the framework of \(\texttt {UnitAR} \).

通过单元操作自动修复量子程序
随着量子计算(QC)的不断发展,对高质量量子程序(QPs)的需求也在不断增长。为了避免程序失效,在软件工程中,程序自动修复(APR)技术采用适当的补丁来清除潜在的错误,而无需人工干预。然而,为修复有缺陷的 QPs 量身定制的方法仍然缺乏。本文提出了一种新的 APR 方法,即通过单元运算自动修复 QPs 的方法(\texttt {UnitAR} \)。根据 QC 中叠加和纠缠的特点,本文构建了一个代数模型,并采用生成-验证的方法来实现修复过程。此外,本文还提出了两种方案,分别能提高生成补丁的效率和保证应用补丁的有效性。为了评估所提出的方法,本文选取了29个突变版本以及5个现实世界中的漏洞程序作为对象,并引入了两种传统的APR方法(texttt {GenProg} \)和(texttt {TBar} \)作为基线。实验结果表明,(texttt {UnitAR})可以修复23个错误程序,是3种APR方法中效率和效果最高的。此外,实验结果还进一步证明了(\texttt {UnitAR} \)框架中涉及的两种成分的关键作用。
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来源期刊
ACM Transactions on Software Engineering and Methodology
ACM Transactions on Software Engineering and Methodology 工程技术-计算机:软件工程
CiteScore
6.30
自引率
4.50%
发文量
164
审稿时长
>12 weeks
期刊介绍: Designing and building a large, complex software system is a tremendous challenge. ACM Transactions on Software Engineering and Methodology (TOSEM) publishes papers on all aspects of that challenge: specification, design, development and maintenance. It covers tools and methodologies, languages, data structures, and algorithms. TOSEM also reports on successful efforts, noting practical lessons that can be scaled and transferred to other projects, and often looks at applications of innovative technologies. The tone is scholarly but readable; the content is worthy of study; the presentation is effective.
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