Why My App Crashes? Understanding and Benchmarking Framework-Specific Exceptions of Android Apps

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Abstract
Mobile apps have become ubiquitous. Ensuring their correctness and reliability is important. However, many apps still suffer from occasional to frequent crashes, weakening their competitive edge. Large-scale, deep analyses of the characteristics of real-world app crashes can provide useful insights to both developers and researchers. However, such studies are difficult and yet to be carried out --- this work fills this gap. We collected 16,245 and 8,760 unique exceptions from 2,486 open-source and 3,230 commercial Android apps, respectively, and observed that the exceptions thrown from Android framework (termed "framework-specific exceptions") account for the majority. With one-year effort, we (1) extensively investigated these framework-specific exceptions, and (2) further conducted an online survey of 135 professional app developers about how they analyze, test, reproduce and fix these exceptions. Specifically, we aim to understand the framework-specific exceptions from several perspectives: (i) their characteristics (e.g., manifestation locations, fault taxonomy), (ii) the developers' testing practices, (iii) existing bug detection techniques' effectiveness, (iv) their reproducibility and (v) bug fixes. To enable follow-up research (e.g., bug understanding, detection, localization and repairing), we further systematically constructed, DroidDefects, the first comprehensive and largest benchmark of Android app exception bugs. This benchmark contains 33 reproducible exceptions (with test cases, stack traces, faulty and fixed app versions, bug types, etc.), and 3,696 ground-truth exceptions (real faults manifested by automated testing tools), which cover the apps with different complexities and diverse exception types. Based on our findings, we also built two prototype tools: Stoat+, an optimized dynamic testing tool, which quickly uncovered three previously-unknown, fixed crashes in Gmail and Google+; ExLocator, an exception localization tool, which can locate the root causes of specific exception types. Our dataset, benchmark and tools are publicly available on https://github.com/tingsu/droiddefects.
Funding Information
  • SNSF SPARK (CRSK-2_190302)
  • National Natural Science Foundation of China (61632005, 61532019)
  • National Research Foundation (NRF2018NCR-NCR005-0001)
  • National Research Foundation Singapore (NRF2018NCR-NSOE004-0001, NRFI06-2020-0022)

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