Inspect4py: A Knowledge Extraction Framework for Python Code Repositories

This work presents inspect4py, a static code analysis framework designed to automatically extract the main features, metadata and documentation of Python code repositories. Given an input folder with code, inspect4py uses abstract syntax trees and state of the art tools to find all functions, classe...

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Bibliographic Details
Published in2022 IEEE/ACM 19th International Conference on Mining Software Repositories (MSR) pp. 232 - 236
Main Authors Filgueira, Rosa, Garijo, Daniel
Format Conference Proceeding
LanguageEnglish
Published ACM 01.05.2022
Subjects
Code mining
code understanding
Codes
Documentation
Feature extraction
Metadata
software classification
software code
software documentation
Syntactics
Online AccessGet full text
ISSN2574-3864
DOI10.1145/3524842.3528497

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Summary:This work presents inspect4py, a static code analysis framework designed to automatically extract the main features, metadata and documentation of Python code repositories. Given an input folder with code, inspect4py uses abstract syntax trees and state of the art tools to find all functions, classes, tests, documentation, call graphs, module dependencies and control flows within all code files in that repository. Using these findings, inspect4py infers different ways of invoking a software component. We have evaluated our framework on 95 annotated repositories, obtaining promising results for software type classification (over 95% F1-score). With inspect4py, we aim to ease the understandability and adoption of software repositories by other researchers and developers. Code: https://github.com/SoftwareUnderstanding/inspect4py DOI:https://doi.org/10.5281/zenodo.5907936 License: Open (BSD3-Clause)
ISSN:2574-3864
DOI:10.1145/3524842.3528497