Typestate-based semantic code search over partial programs

Alon Mishne*, Sharon Shoham, Eran Yahav

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

58 Scopus citations

Abstract

We present a novel code search approach for answering queries focused on API-usage with code showing how the API should be used. To construct a search index, we develop new techniques for statically mining and consolidating temporal API specifications from code snippets. In contrast to existing semanticbased techniques, our approach handles partial programs in the form of code snippets. Handling snippets allows us to consume code from various sources such as parts of open source projects, educational resources (e.g. tutorials), and expert code sites. To handle code snippets, our approach (i) extracts a possibly partial temporal specification from each snippet using a relatively precise static analysis tracking a generalized notion of typestate, and (ii) consolidates the partial temporal specifications, combining consistent partial information to yield consolidated temporal specifications, each of which captures a full(er) usage scenario. To answer a search query, we define a notion of relaxed inclusion matching a query against temporal specifications and their corresponding code snippets. We have implemented our approach in a tool called PRIME and applied it to search for API usage of several challenging APIs. PRIME was able to analyze and consolidate thousands of snippets per tested API, and our results indicate that the combination of a relatively precise analysis and consolidation allowed PRIME to answer challenging queries effectively.

Original languageEnglish
Title of host publicationSPLASH 2012
Subtitle of host publicationOOPSLA'12 - Proceedings of the 2012 ACM International Conference on Object Oriented Programming SystemsLanguages and Applications
Pages997-1016
Number of pages20
DOIs
StatePublished - 2012
Externally publishedYes
Event2012 ACM SIGPLAN Conference on Object-Oriented Programming, Systems, Languages, and Applications, OOPSLA 2012 - Tucson, AZ, United States
Duration: 19 Oct 201226 Oct 2012

Publication series

NameProceedings of the Conference on Object-Oriented Programming Systems, Languages, and Applications, OOPSLA

Conference

Conference2012 ACM SIGPLAN Conference on Object-Oriented Programming, Systems, Languages, and Applications, OOPSLA 2012
Country/TerritoryUnited States
CityTucson, AZ
Period19/10/1226/10/12

Keywords

  • Code Search Engine
  • Ranking Code Samples
  • Specification Mining
  • Static Analysis
  • Typestate

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