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type-inference-tools-playground's Introduction

Experiments and tests on symbolic execution, type inference, and property-guided testing of python code: scripts and codebases.

Git Submodules in this repository

  • HiTyper for Python.
  • Atheris for Python.
  • CrossHair for Python.
  • PyType - Pyhon's type binder.

Datasets

More information about the datasets used can be found in a dedicated dataset README. The following datasets were used for the experiments.

Installations and Dependencies

HiTyper

  • Cloned as a Git submodule.
  • Installed using pip: pip install ./HiTyper/.
  • To experiment with its source code, make changes in the submodule and reinstall with pip.
  • To generate TDGs as PDFs, there is a dependecy on GraphViz. Install it as a binary on the system, for instance, using apt: $ apt-get install graphviz.

Dependencies

  • Python >= 3.9.x.
  • *nix environment.

Important

HiTyper requires running on Python >= 3.9 because there are a lot of new nodes introduced on AST from Python 3.9. However, HiTyper can analyze most files written under Python 3 since Python's AST is backward compatible.

type-inference-tools-playground's People

Contributors

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