Download the sphinx zip file; I got mine from here: http://sphinx-doc.org/install.html
Unzip it somewhere. In the unzipped directory, do the following as root, (sudo -i):
python setup.py build python setup.py install
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Unless you already have it, install pip (https://pip.pypa.io/en/latest/installing.html)
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run:
pip install sphinx
make html
This will generate html files, and leave them in the build subdirectory here.
If you want to clear your directory you can use:
make clean