基于pybind11用python调用opencv C++接口
2022/2/11 22:13:27
本文主要是介绍基于pybind11用python调用opencv C++接口,对大家解决编程问题具有一定的参考价值,需要的程序猿们随着小编来一起学习吧!
目的
- C++代码提供python接口。
- 用CMakeLists.txt和setup.py搭配,编译。
先安装pybind11
git clone https://github.com/pybind/pybind11.git cd pybind11 mkdir build cd build cmake .. make sudo make install
example.cpp
#include <pybind11/pybind11.h> #include <opencv2/opencv.hpp> #define STRINGIFY(x) #x #define MACRO_STRINGIFY(x) STRINGIFY(x) int add(int i, int j) { return i + j; } void show() { printf("in show()"); cv::Mat src = cv::imread("/home/xxx/1.png"); cv::imshow("src", src); cv::waitKey(); } namespace py = pybind11; PYBIND11_MODULE(xpose, m) { m.doc() = R"pbdoc( Pybind11 example plugin ----------------------- .. currentmodule:: cmake_example .. autosummary:: :toctree: _generate add subtract )pbdoc"; m.def("show", &show, R"pbdoc( Add two numbers Some other explanation about the add function. )pbdoc"); m.def("add", &add, R"pbdoc( Add two numbers Some other explanation about the add function. )pbdoc"); m.def("subtract", [](int i, int j) { return i - j; }, R"pbdoc( Subtract two numbers Some other explanation about the subtract function. )pbdoc"); #ifdef VERSION_INFO m.attr("__version__") = MACRO_STRINGIFY(VERSION_INFO); #else m.attr("__version__") = "dev"; #endif }
CMakeLists.txt
cmake_minimum_required(VERSION 3.4...3.18) project(xpose) find_package(pybind11 CONFIG) find_package(OpenCV REQUIRED) include_directories(include ${OpenCV_INCLUDE_DIRS} ${pybind11_INCLUDE_DIRS} ) # add_subdirectory(pybind11) pybind11_add_module(xpose example.cpp) # EXAMPLE_VERSION_INFO is defined by setup.py and passed into the C++ code as a # define (VERSION_INFO) here. target_link_libraries(xpose PRIVATE pybind11::module ${OpenCV_LIBRARIES} ${pybind11_LIBRARIES}) # target_compile_definitions(cmake_example # PRIVATE VERSION_INFO=${EXAMPLE_VERSION_INFO}) # target_link_libraries(cmake_example PRIVATE # ${OpenCV_LIBRARIES} # )
可以先用cmake验证能否编译过
mkdir build cmake .. make
setup.py
import os import re import subprocess import sys from setuptools import Extension, setup from setuptools.command.build_ext import build_ext # Convert distutils Windows platform specifiers to CMake -A arguments PLAT_TO_CMAKE = { "win32": "Win32", "win-amd64": "x64", "win-arm32": "ARM", "win-arm64": "ARM64", } # A CMakeExtension needs a sourcedir instead of a file list. # The name must be the _single_ output extension from the CMake build. # If you need multiple extensions, see scikit-build. class CMakeExtension(Extension): def __init__(self, name, sourcedir=""): Extension.__init__(self, name, sources=[]) self.sourcedir = os.path.abspath(sourcedir) class CMakeBuild(build_ext): def build_extension(self, ext): extdir = os.path.abspath(os.path.dirname(self.get_ext_fullpath(ext.name))) print("extdir =========================================================== ", extdir) # required for auto-detection & inclusion of auxiliary "native" libs if not extdir.endswith(os.path.sep): extdir += os.path.sep debug = int(os.environ.get("DEBUG", 0)) if self.debug is None else self.debug cfg = "Debug" if debug else "Release" # CMake lets you override the generator - we need to check this. # Can be set with Conda-Build, for example. cmake_generator = os.environ.get("CMAKE_GENERATOR", "") # Set Python_EXECUTABLE instead if you use PYBIND11_FINDPYTHON # EXAMPLE_VERSION_INFO shows you how to pass a value into the C++ code # from Python. cmake_args = [ f"-DCMAKE_LIBRARY_OUTPUT_DIRECTORY={extdir}", f"-DPYTHON_EXECUTABLE={sys.executable}", f"-DCMAKE_BUILD_TYPE={cfg}", # not used on MSVC, but no harm ] build_args = [] # Adding CMake arguments set as environment variable # (needed e.g. to build for ARM OSx on conda-forge) if "CMAKE_ARGS" in os.environ: cmake_args += [item for item in os.environ["CMAKE_ARGS"].split(" ") if item] # In this example, we pass in the version to C++. You might not need to. cmake_args += [f"-DEXAMPLE_VERSION_INFO={self.distribution.get_version()}"] # Set CMAKE_BUILD_PARALLEL_LEVEL to control the parallel build level # across all generators. if "CMAKE_BUILD_PARALLEL_LEVEL" not in os.environ: # self.parallel is a Python 3 only way to set parallel jobs by hand # using -j in the build_ext call, not supported by pip or PyPA-build. if hasattr(self, "parallel") and self.parallel: # CMake 3.12+ only. build_args += [f"-j{self.parallel}"] if not os.path.exists(self.build_temp): os.makedirs(self.build_temp) print("======================") print("ext.sourcedir = ", ext.sourcedir) print("cmake_args = ", cmake_args) print("self.build_temp = ", self.build_temp) print("build_args = ", build_args) subprocess.check_call( ["cmake", ext.sourcedir] + cmake_args, cwd=self.build_temp ) subprocess.check_call( ["cmake", "--build", "."] + build_args, cwd=self.build_temp ) # The information here can also be placed in setup.cfg - better separation of # logic and declaration, and simpler if you include description/version in a file. setup( name="xpose", version="0.0.1", author="Dean Moldovan", author_email="dean0x7d@gmail.com", description="A test project using pybind11 and CMake", long_description="", ext_modules=[CMakeExtension("xpose")], cmdclass={"build_ext": CMakeBuild}, zip_safe=False, extras_require={"test": ["pytest>=6.0"]}, python_requires=">=3.6", )
编译出wheel文件
python setup.py sdist_wheel
安装pip install dist/xpose-0.0.1-cp38-cp38-linux_x86_64.whl
测试
python import xpose xpose.show()
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