Is there a differences between Py_DEBUG and PYTHON_WITH_DEBUG

Py_DEBUG is the official flags name that Python uses to build Python with debug. But we never define Py_DEBUG at all, only PYTHON_WITH_DEBUG on the setup.py script. Is there a difference I'm overseeing or do they just need renaming?