A tool to measure the percentage of typed arguments in python functions
Project description
PyTypeGauge
PyTypeGauge is a Python library that provides comprehensive statistics and metrics for your typed functions and Python code. The primary goal is to encourage developers to achieve 100% type coverage in their codebases.
⚠️ Note: PyTypeGauge is a simple tool designed to encourage better type annotation in your Python code. It does not validate the correctness of the types you add. The concept is straightforward: it recursively scans all Python files in a repository, using regular expressions to identify function prototypes and check whether their arguments and return types are annotated. PyTypeGauge then calculates the proportion of fully typed functions and arguments, providing a summary of your type coverage. Additionally, you can generate a comprehensive report in markdown format, highlighting functions and files that may need refactoring or additional type annotations.
PyTypeGauge is intended to be used with pre-commit hooks and can update your README.md
with your project's type coverage progress.
Example Output (current type coverage)
For more advanced type checking and validation, consider using other well-maintained libraries such as mypy or pyright.
Features
- Analyze the type coverage of your Python functions.
- Generate detailed reports on the use of type hints.
- Track the progress of type hint adoption in your codebase.
Installation
To install PyTypeGauge, run:
pip install pytypegauge
How to Use typegauge
typegauge
is a command-line tool designed to analyze the type annotations in your Python code. You can specify a directory or a Python file, and the tool will evaluate the type coverage of your code. Below is a guide on how to use typegauge
and the various options available.
Basic Usage
To analyze a specific directory or Python file, simply run:
typegauge <input>
Replace <input>
with the path to the directory or Python file you want to analyze.
Options
-
-h, --help: Show the help message and exit.
typegauge -h
-
-g, --git: Analyze only files tracked by git. This is useful if you want to exclude untracked or ignored files.
typegauge -g <input>
-
-p, --plot-output: Display a graph showing the distribution of typing coverage in your code.
typegauge -p <input>
-
-csv CSV_OUTPUT, --csv-output CSV_OUTPUT: Save the results to a CSV file. Provide the desired CSV file name.
typegauge -csv results.csv <input>
-
-md, --markdown-output: Output the results in a markdown format suitable for inclusion in a
README.md
on GitHub. This is useful for creating progress badges or reports in your repository.typegauge -md <input>
-
-c, --clean-output: Only return the percentage of typed arguments, which is useful for scripts and continuous integration setups.
typegauge -c <input>
-
-f, --full-report: Generate a full report listing all functions that are not fully typed. This can help you identify areas in your code that need improvement.
typegauge -f <input>
By using these options, you can tailor the output of typegauge
to suit your needs, whether you want a quick summary, a detailed report, or integration with other tools.
TODO:
- Add hooks for pre-commit
- Add a description of the project
- Add a list of the project's dependencies in setup.py
- Fix bugs in the project
- Add a Logger to the project for Debugging
- Type correctly the project
- Add the feature with matplotlib
- Translate the code in English
- Add the feature with pandas
- add tests for the project
- Clean the code
- Add to pypi
- Make the readme more informative
- Create the hooks to use this project as a template
- Add the feature to generate a badge
- Add verbose mode
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