Build with pybind11#

Any pybind11 extension is built by cmake. Using cmake + pybind11 instead of pybind11 only make it easier to link with static libraries and write unit tests in C++.

cmake#

The first step is to load the extension FindLocalPyBind11 with find_package(LocalPyBind11 REQUIRED). This extension fetches the content of pybind11 and builds it with FetchContent_Populate(pybind11). The version is registered there. It must be done once. It defines a function local_pybind11_add_module(name omp_lib) called for every extension to build and used as follows:

local_pybind11_add_module(
_validation                                         # name
OpenMP::OpenMP_CXX                                  # link with this library
../onnx_extended/validation/cpu/_validation.cpp     # source file
../onnx_extended/validation/cpu/vector_sum.cpp)     # source file

Additional libraries can be added with target_link_libraries(name PRIVATE lib_name).

setup.py#

setup.py defines a custom command to call cmake. Another line must be added to register the extension in the setup.

if platform.system() == "Windows":
    ext = "pyd"
elif platform.system() == "Darwin"
    ext = "dylib"
else:
    ext = "so"

setup(
    ...
    ext_modules = [
        ...
        CMakeExtension(
            "onnx_extended.validation.cpu._validation",
            f"onnx_extended/validation/cpu/_validation.{ext}",
        ),
    ]
)