Welcome to the GitHub repository for the paper "Feedback-Driven Automated Whole Bug Report Reproduction for Android Apps" which will be published in ISSTA 2024.
In this paper, we introduce ReBL, a novel feedback-driven approach that leverages GPT-4.0, a large-scale language model, to automatically reproduce Android bug reports.
If you have any questions, please do not hesitate to email me at dbenw96@gmail.com.
my_gpt.py: Provide your API key at line 12-13- Ensure the app is installed and open on your emulator, or you can add a few lines of code to automate the installation and launch process. This is entirely up to your preference.
- Run the following command in your terminal: python3 reproduction.py [emulator-id] [path_to_bug_report]
- e.g. python3 reproduction.py 5554 ./BRs/k9_3255.txt (assumed that your emulator ID is 'emulator-5554').
| Bug Report | ReCDroid | RepRobot | AdbGPT | ReBL |
|---|---|---|---|---|
| ActivityDiary#285 | ❌ | ❌ | ✅ | ✅ |
| Acv#12 | ✅ | ✅ | ✅ | ✅ |
| Aegis#500 | ❌ | ❌ | ❌ | ✅ |
| Aimsicd#816* | ❌ | ✅ | ✅ | ✅ |
| AndOPT#135 | ❌ | ✅ | ❌ | ✅ |
| AndOPT#500 | ❌ | ❌ | ❌ | ✅ |
| AndOPT#569 | ❌ | ✅ | ✅ | ✅ |
| AnglersLog#9 | ❌ | ✅ | ❌ | ✅ |
| Anki#4586 | ✅ | ✅ | ✅ | ✅ |
| Anki#5638 | ❌ | ❌ | ✅ | ✅ |
| Anki#6432* | ❌ | ❌ | ❌ | ❌ |
| AntennaPod#3245 | ✅ | ✅ | ✅ | ✅ |
| Anymemo#18 | ✅ | ✅ | ✅ | ✅ |
| Anymemo#422 | ✅ | ✅ | ✅ | ✅ |
| Anymemo#440 | ✅ | ✅ | ✅ | ✅ |
| APhotoMgr#116 | ✅ | ✅ | ❌ | ✅ |
| AsciiCam#17 | ❌ | ❌ | ✅ | ✅ |
| Birthdroid#13 | ✅ | ✅ | ✅ | ✅ |
| Calendula#134 | ❌ | ❌ | ✅ | ✅ |
| CarReport#43 | ❌ | ❌ | ✅ | ✅ |
| Commons#2123 | ✅ | ✅ | ❌ | ✅ |
| Dagger#46 | ✅ | ✅ | ✅ | ✅ |
| FamilyFinance#1 | ❌ | ✅ | ✅ | ✅ |
| FastAdapter#394 | ✅ | ✅ | ✅ | ✅ |
| FastAdapter#113 | ❌ | ❌ | ❌ | ✅ |
| Fastfitness#142 | ❌ | ❌ | ✅ | ✅ |
| Fdroid#1821* | ❌ | ❌ | ✅ | ✅ |
| Field#Book#145 | ❌ | ✅ | ❌ | ✅ |
| Field#Book#146 | ❌ | ❌ | ✅ | ✅ |
| FirefoxLite#5085 | ❌ | ✅ | ✅ | ✅ |
| FlashCards#13 | ✅ | ✅ | ✅ | ✅ |
| K9#3255 | ✅ | ✅ | ✅ | ✅ |
| Kiwix#990 | ❌ | ✅ | ✅ | ✅ |
| LibreNews#22 | ✅ | ✅ | ✅ | ✅ |
| LibreNews#23 | ❌ | ✅ | ✅ | ✅ |
| LibreNews#27 | ✅ | ✅ | ❌ | ✅ |
| Lrk#44 | ❌ | ❌ | ❌ | ✅ |
| Markor#1698 | ❌ | ✅ | ✅ | ✅ |
| Markor#194 | ✅ | ✅ | ✅ | ✅ |
| Materialistic#1067 | ❌ | ❌ | ✅ | ✅ |
| Memento#169* | ❌ | ❌ | ❌ | ❌ |
| MicroMath#39 | ❌ | ✅ | ✅ | ✅ |
| NewsBlur#1053 | ✅ | ✅ | ✅ | ✅ |
| NoadPlayer#1 | ❌ | ✅ | ✅ | ✅ |
| Notepad#23 | ✅ | ✅ | ✅ | ✅ |
| Obdreader#22 | ✅ | ✅ | ✅ | ✅ |
| ODK#360* | ❌ | ❌ | ❌ | ❌ |
| ODK#1402 | ✅ | ✅ | ✅ | ✅ |
| ODK#1796 | ❌ | ❌ | ❌ | ✅ |
| ODK#2075 | ✅ | ✅ | ✅ | ✅ |
| ODK#2086 | ✅ | ✅ | ✅ | ✅ |
| ODK#2191 | ✅ | ✅ | ✅ | ✅ |
| ODK#2525 | ✅ | ✅ | ✅ | ✅ |
| ODK#3222 | ❌ | ❌ | ✅ | ✅ |
| Olam#1 | ✅ | ✅ | ✅ | ✅ |
| Olam#2 | ✅ | ❌ | ✅ | ✅ |
| Sudoku#173 | ✅ | ✅ | ✅ | ✅ |
| Osmeditor#637* | ❌ | ❌ | ❌ | ❌ |
| PdfViewer#33 | ❌ | ❌ | ✅ | ✅ |
| Qksms#482 | ✅ | ✅ | ✅ | ✅ |
| Qksms#585 | ❌ | ✅ | ✅ | ✅ |
| Screencam#25 | ✅ | ✅ | ✅ | ✅ |
| Screencam#32 | ❌ | ✅ | ✅ | ✅ |
| Soen#36 | ❌ | ❌ | ❌ | ✅ |
| Timetracker#10 | ❌ | ✅ | ✅ | ✅ |
| Timetracker#138 | ❌ | ❌ | ❌ | ✅ |
| Timetracker#35 | ✅ | ✅ | ✅ | ✅ |
| Trainer#7 | ✅ | ✅ | ❌ | ✅ |
| Transistor#149 | ❌ | ❌ | ❌ | ✅ |
| Transistor#63 | ✅ | ✅ | ✅ | ✅ |
| Trickytripper#42 | ❌ | ❌ | ✅ | ✅ |
| Ultrasonic#187 | ❌ | ✅ | ✅ | ✅ |
| Weather#61 | ✅ | ✅ | ✅ | ✅ |
| Success Rate | 45.21% (33/73) | 65.75% (48/73) | 73.97%(54/73) | 94.52%(69/73) |
| (NC)Aegis#287 | N/A | N/A | N/A | 62.729012 |
| (NC)Aegis#415 | N/A | N/A | N/A | 58.34102 |
| (NC)Aegis#473 | N/A | N/A | N/A | 37.56322 |
| (NC)andOPT#580 | N/A | N/A | N/A | 50.91968 |
| (NC)andOPT#638 | N/A | N/A | N/A | 83.38809 |
| (NC)AndOTP#567 | N/A | N/A | N/A | 87.34621 |
| (NC)AndrOBD#144 | N/A | N/A | N/A | 92.02506 |
| (NC)AnglesLog#151 | N/A | N/A | N/A | 157.18860 |
| (NC)AnglesLog#347* | N/A | N/A | N/A | ❌ |
| (NC)AnglesLog#43 | N/A | N/A | N/A | 104.9995 |
| (NC)Anki#5753 | N/A | N/A | N/A | 98.153 |
| (NC)FieldBook#137 * | N/A | N/A | N/A | ❌ |
| (NC)Gpstest#404 | N/A | N/A | N/A | 141.94964 |
| (NC)Images2PDF#154 | N/A | N/A | N/A | 96.92932 |
| (NC)K9#3971 | N/A | N/A | N/A | 45.34212 |
| (NC)KISS#1481* | N/A | N/A | N/A | ❌ |
| (NC)LrkFM#34 * | N/A | N/A | N/A | ❌ |
| (NC)Markor#1020 | N/A | N/A | N/A | 64.29208 |
| (NC)Markor#331 | N/A | N/A | N/A | 78.28462 |
| (NC)Memento#7 | N/A | N/A | N/A | 84.43842 |
| (NC)Qksms#1124 | N/A | N/A | N/A | 108.3488 |
| (NC)Qksms#1155* | N/A | N/A | N/A | ❌ |
| (NC)WiFiAnalyzer#222 | N/A | N/A | N/A | 36.47242 |