From C++ to Python: How to Use Pybind11 for Cross-Language Interoperability
Introduction
Pybind11 is a lightweight header-only library that allows you to expose C++ functions and classes to Python. It simplifies the process of creating Python bindings for C++ code and allows seamless interoperability between C++ and Python. In this article, we will discuss how to use Pybind11 to use C++ functions and classes in Python with a runnable example code.
Prerequisites
To follow along with this article, you should have:
- Basic knowledge of C++ and Python
- Basic knowledge of Python’s C API
Installation
Pybind11 can be installed via pip by running the following command:
1 | pip install pybind11 |
If you prefer to install Pybind11 manually, you can download it from GitHub and build it using CMake.
Example
Let’s say we have a simple C++ class called Calculator that has two member functions add and subtract:
1 | class Calculator { |
We would like to create a Python wrapper for this class so that we can use it in Python. Here’s how we can do this using Pybind11:
1 |
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Explanation
Let’s break down this code. We start by including the pybind11 header file. Then, we define our Calculator class as before.
Next, we use the PYBIND11_MODULE macro to create a Python module called calculator. This macro takes two arguments: the name of the module and an instance of pybind11::module class that represents the module. In this case, we define the module as m.
We then use the pybind11::class_ template to define the Calculator class as a Python class. The first argument to pybind11::class_ is the Python name of the class ("Calculator"). The second argument is the C++ class that we want to expose (Calculator). We then define the add and subtract member functions using the .def method.
Finally, we need to build this module into a shared library so that we can load it into Python. We can do this using CMake:
1 | cmake_minimum_required(VERSION 3.0) |
This will build a shared library called calculator.so (on Linux) or calculator.pyd (on Windows).
We can now load this module into Python and use it like any other Python module:
1 | import calculator |
Conclusion
In this article, we have learned how to use Pybind11 to create Python bindings for C++ classes and functions. Pybind11 simplifies the process of creating Python bindings and allows seamless interoperability between C++ and Python. By following the example code provided in this article, you should be able to start creating your own Python bindings for your C++ code.
