Mining Bug Repositories for Multi-Fault Programs
Datasets such as Defects4J and BugsInPy that contain bugs from real-world software projects are necessary for a realistic evaluation of automated debugging tools. However, these datasets largely identify only a single bug in each entry, while real-world software projects (including those used in Defects4J and BugsInPy) typically contain multiple bugs at the same time. We lift this limitation and describe an automated approach to identify multiple existing bugs in the individual dataset entries. We use test case transplantation and fault location translation to expose and locate the bugs, respectively. We identified 9.2 faults on average in each of the 311 versions of the 5 projects in Defects4J, and 18.6 faults in 501 versions of the 17 projects in BugsInPy. We thus provide datasets of true multi-fault versions within real-world software projects, which maintain the properties, format and usability of the original datasets.
Mon 28 AprDisplayed time zone: Eastern Time (US & Canada) change
11:00 - 12:30 | Defects, bugs, and issuesData and Tool Showcase Track / Technical Papers / Registered Reports at 214 Chair(s): Minhaz Zibran Idaho State University | ||
11:00 10mTalk | Learning from Mistakes: Understanding Ad-hoc Logs through Analyzing Accidental Commits Technical Papers Yi-Hung Chou University of California, Irvine, Yiyang Min Amazon, April Wang ETH Zürich, James Jones University of California at Irvine Pre-print | ||
11:10 10mTalk | On the calibration of Just-in-time Defect Prediction Technical Papers Xhulja Shahini paluno - University of Duisburg-Essen, Jone Bartel University of Duisburg-Essen, paluno, Klaus Pohl University of Duisburg-Essen, paluno | ||
11:20 10mTalk | An Empirical Study on Leveraging Images in Automated Bug Report Reproduction Technical Papers Dingbang Wang University of Connecticut, Zhaoxu Zhang University of Southern California, Sidong Feng Monash University, William G.J. Halfond University of Southern California, Tingting Yu University of Connecticut | ||
11:30 10mTalk | It’s About Time: An Empirical Study of Date and Time Bugs in Open-Source Python Software Technical Papers Shrey Tiwari Carnegie Mellon University, Serena Chen University of California, San Diego, Alexander Joukov Stony Brook University, Peter Vandervelde University of California, Santa Barbara, Ao Li Carnegie Mellon University, Rohan Padhye Carnegie Mellon University | ||
11:40 10mTalk | Enhancing Just-In-Time Defect Prediction Models with Developer-Centric Features Technical Papers Emanuela Guglielmi University of Molise, Andrea D'Aguanno University of Molise, Rocco Oliveto University of Molise, Simone Scalabrino University of Molise | ||
11:50 10mTalk | Revisiting Defects4J for Fault Localization in Diverse Development Scenarios Technical Papers Md Nakhla Rafi Concordia University, An Ran Chen University of Alberta, Tse-Hsun (Peter) Chen Concordia University, Shaohua Wang Central University of Finance and Economics | ||
12:00 5mTalk | Mining Bug Repositories for Multi-Fault Programs Data and Tool Showcase Track | ||
12:05 5mTalk | HaPy-Bug - Human Annotated Python Bug Resolution Dataset Data and Tool Showcase Track Piotr Przymus Nicolaus Copernicus University in Toruń, Poland, Mikołaj Fejzer Nicolaus Copernicus University in Toruń, Jakub Narębski Nicolaus Copernicus University in Toruń, Radosław Woźniak Nicolaus Copernicus University in Toruń, Łukasz Halada University of Wrocław, Poland, Aleksander Kazecki Nicolaus Copernicus University in Toruń, Mykhailo Molchanov Igor Sikorsky Kyiv Polytechnic Institute, Ukraine, Krzysztof Stencel University of Warsaw Pre-print | ||
12:10 5mTalk | SPRINT: An Assistant for Issue Report Management Data and Tool Showcase Track Pre-print | ||
12:15 5mTalk | Identifying and Replicating Code Patterns Driving Performance Regressions in Software Systems Registered Reports Denivan Campos University of Molise, Luana Martins University of Salerno, Emanuela Guglielmi University of Molise, Michele Tucci University of L'Aquila, Daniele Di Pompeo University of L'Aquila, Simone Scalabrino University of Molise, Vittorio Cortellessa University of L'Aquila, Dario Di Nucci University of Salerno, Rocco Oliveto University of Molise | ||