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idiomaticrefactoring/pythonidiomsrefactor

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Refactoring non-idiomatic Python code into idiomatic Python code

Install:

For command line use, the package is installed with

python3 -m pip install RefactoringIdioms

We develop a PyCharm plugin called RIdiom, you can install and try the plugin with

https://plugins.jetbrains.com/plugin/20107-ridiom

Running:

1). Default command is to get <non-idiomatic code, idiomatic code> pairs for all Python files in the current directory for all Python idioms, and the result is saved in result.json in the current directory:

 RIdiom

2). To get <non-idiomatic code, idiomatic code> pairs for a Python idiom for a given file/given directory and save the result in the given path, you can execute the following command:

RIdiom --filepath "your filepath" (e.g., main.py) --idiom "IdiomName" (e.g., List Comprehension) --outputpath "your outputpath" (e.g., result.json)
  1. Web application:

    We develop a web application for the code refactoring, you could access the application through the url: 47.242.131.128:5000

    Each time, you could click code area to refresh.

  2. Evaluation result:

    1). ./evaluation_data/code_review_total_code_900:

         Code review evaluation result
    

    2). ./evaluation_data/testing:

         Testing evaluation result
    

    3). ./evaluation_data/pull request 90.csv:

        Pull requests result
    
  3. Code:

    1). ./code/crawl_repos_python:

     crawling top 10000 Python repositories by the number of stars from GitHub and extracting Python 3 repositories
    

    2). ./code/extract_idiom_code:

     extracting idiomatic code
    

    3). ./code/extract_complicate_code:

     extracting non-idiomatic code
    

    4). ./code/transform_c_s:

     refactoring non-idiomatic code into idiomatic code
    

    5). ./code/test_case:

      configuring projects and executing test cases
    

    6). ./code/motivation:

     comparing the performance of non-idiomatic code and the corresponding idiomatic code
    

    7). ./data: Storing the result of running the code. Particularly, we save all code pairs of non-idiomatic and corresponding idiomatic Python code for nine pythonic idioms in transform_complicate_to_simple_pkl.zip, which could be download in link.

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