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@matthewfeickert on centos7 i see in /usr/share/cmake/Modules/FindPythonLibs.cmake :

# If you'd like to specify the installation of Python to use, you should modify
# the following cache variables:
#  PYTHON_LIBRARY             - path to the python library
#  PYTHON_INCLUDE_DIR         - path to where Python.h is found

notice that you seem to have an extra S in your include specification

in opposition to variables set by the module:

# This module finds if Python is installed and determines where the
# include files and libraries are. It also determines what the name of
# the library is. This code sets the following variables:
#
#  PYTHONLIBS_FOUND           - have the Python libs been found
#  PYTHON_LIBRARIES           - path to the python library
#  PYTHON_INCLUDE_PATH        - path to where Python.h is found (deprecated)
#  PYTHON_INCLUDE_DIRS        - path to where Python.h is found
#  PYTHON_DEBUG_LIBRARIES     - path to the debug library (deprecated)
#  PYTHONLIBS_VERSION_STRING  - version of the Python libs found (since CMake 2.8.8)

but i only tried with the system python (i do not use by myself another python as that comes with the experiment distributed software)

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