A Software-Repair Robot Based on Continual Learning

被引：9

作者：

Baudry, Benoit ^{[1
]}

Chen, Zimin ^{[2
]}

Etemadi, Khashayar ^{[2
]}

Fu, Han ^{[2
]}

Ginelli, Davide ^{[3
]}

Kommrusch, Steve ^{[4
]}

Martinez, Matias ^{[5
]}

Monperrus, Martin ^{[6
]}

Ron Arteaga, Javier ^{[7
]}

Ye, He ^{[8
]}

Yu, Zhongxing ^{[9
]}

机构：

[1] KTH Royal Inst Technol, Software Technol, S-11428 Stockholm, Sweden

[2] KTH Royal Inst Technol, S-11428 Stockholm, Sweden

[3] Univ Milano Bicocca, Comp Sci, I-20166 Milan, Italy

[4] Colorado State Univ, Machine Learning, Ft Collins, CO 80523 USA

[5] Univ Polytech Hauts De France, F-59260 Valenciennes, France

[6] KTH Royal Inst Technol, Software Technol, S-10044 Stockholm, Sweden

[7] KTH Royal Inst Technol, Software Engn, S-11428 Stockholm, Sweden

[8] KTH Royal Inst Technol, Dept Theoret Comp Sci, S-11428 Stockholm, Sweden

[9] Shandong Univ, Sch Comp Sci & Technol, Jinan 266237, Peoples R China

来源：

IEEE SOFTWARE | 2021年 / 38卷 / 04期

关键词：

Maintenance engineering; Computer bugs; Software development management; Bot (Internet); Training data; Machine learning;

D O I：

10.1109/MS.2021.3070743

中图分类号：

TP31 [计算机软件];

学科分类号：

081202 ; 0835 ;

摘要：

Software bugs are common, and correcting them accounts for a significant portion of the costs in the software development and maintenance process. In this article, we discuss R-Hero, our novel system for learning how to fix bugs based on continual training.

引用

页码：28 / 35

页数：8

共 19 条

[1]

Arafat O., 2009, 42nd Hawaii International Conference on System Sciences, P1, DOI DOI 10.1109/HICSS.2009.421

[2] Getafix: Learning to Fix Bugs Automatically [J].

Bader, Johannes ;

Scott, Andrew ;

Pradel, Michael ;

Chandra, Satish .

PROCEEDINGS OF THE ACM ON PROGRAMMING LANGUAGES-PACMPL, 2019, 3 (OOPSLA)

[3]

Chen Z., 2018, SYNTH LECT ARTIF INT

[4]

Chen Z., IEEE T SOFTW ENG

[5] An Analysis of 35+Million Jobs of Travis CI [J].

Durieux, Thomas ;

Abreu, Rui ;

Monperrus, Martin ;

Bissyande, Tegawende F. ;

Cruz, Luis .

2019 IEEE INTERNATIONAL CONFERENCE ON SOFTWARE MAINTENANCE AND EVOLUTION (ICSME 2019), 2019, :291-295

[6]

Gupta R, 2017, AAAI CONF ARTIF INTE, P1345

[7]

Nguyen HDT, 2013, PROCEEDINGS OF THE 35TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING (ICSE 2013), P772, DOI 10.1109/ICSE.2013.6606623

[8] Automated Program Repair [J].

Le Goues, Claire ;

Pradel, Michael ;

Roychoudhury, Abhik .

COMMUNICATIONS OF THE ACM, 2019, 62 (12) :56-65

[9] GenProg: A Generic Method for Automatic Software Repair [J].

Le Goues, Claire ;

ThanhVu Nguyen ;

Forrest, Stephanie ;

Weimer, Westley .

IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 2012, 38 (01) :54-72

[10] Automatic Patch Generation by Learning Correct Code [J].

Long, Fan ;

Rinard, Martin .

ACM SIGPLAN NOTICES, 2016, 51 (01) :298-312

← 1 2 →