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Force linking against Python release library in debug mode in Windows/Visual Studio from CMake

I'm developing a Python binding for a C++ library using Boost Python, for Linux and Windows (Visual Studio).

In Windows, the static Boost Python library has a dependency against Python (this is motive for another thread, here ), so, in my CMake config I need to do:

if((${CMAKE_SYSTEM_NAME} STREQUAL "Linux") OR APPLE)
     target_link_libraries(my_python_module ${Boost_LIBRARIES})
elseif(WIN32 AND MSVC)
    add_definitions(/DBOOST_PYTHON_STATIC_LIB)
    target_link_libraries(my_python_module ${Boost_LIBRARIES}) #This includes the Boost Python library
    # Even though Boost Python library is included statically, in Windows it has a dependency to the Python library.
    target_link_libraries(my_python_module ${Python_LIBRARIES})
endif()

This works fine in Linux, but in Windows, it only works in Release mode, not in Debug, in which case I always get a:

LINK : fatal error LNK1104: Can't open file 'python37.lib'

After some hair pulling I noticed the issue was caused by CMake instructing Visual Studio to link against 'python37_d.lib' instead of 'python37.lib' in the Debug mode.

However, as I described in the linked issue , the officially provided Boost Python debug library is linked against the Python release library, not the debug one. So, the solution would be to force the link against the Python release library, regardless of the build type. Unfortunately, ${Python_LIBRARIES} sets the library automatically depending on the mode, and I wouldn't like to explicitly specify python37.lib in my code (since I can upgrade Python and I don't want to have to change my CMake scripts because of that).

I found some similar issues here and here , but that doesn't reflect the exact situation I'm facing. Based on those, I tried setting:

target_link_libraries(my_python_module optimized ${Python_LIBRARIES})

But that didn't work either. So, the question is:

Is there a way to force the usage of the Python release library in Debug mode WITHOUT having to set it explicitly and leaving the Python CMake package to do it automatically instead. By explicit I mean doing:

target_link_libraries(my_python_module python37)

Thanks a lot for your help.

It seems that set(Python_FIND_ABI "OFF" "ANY" "ANY") as suggested in the comments by kanstar would be the correct way to do this. However, while Python_FIND_ABI is in CMake master , it hasn't been released yet in the latest version (v3.15.2 as of this writing).

In the meantime, there are solutions dependent on the CMake version.

CMake 3.12 and above

It's possible to link against FindPython 's Python_LIBRARY_RELEASE , which isn't meant to be part of the module's public interface , but the variable is set correctly nonetheless.

cmake_minimum_required (VERSION 3.12)
find_package(Python ..<choose your COMPONENTS; refer to FindPython docs>..)
if(WIN32 AND MSVC)
  target_link_libraries(my_python_module ${Python_LIBRARY_RELEASE})
endif()

CMake 3.0.4 to 3.11

Thanks to a comment by @Phil, we can expand the answer to include earlier CMake versions which had the FindPythonLibs module that sets the PYTHON_LIBRARY_RELEASE variable instead.

cmake_minimum_required (VERSION 3.0)
find_package(PythonLibs ..<refer to FindPythonLibs docs>..)
if(WIN32 AND MSVC)
  target_link_libraries(my_python_module ${PYTHON_LIBRARY_RELEASE})
endif()

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