So, first you want to run
python docgen.py ..\
which will generate numerous RST files, one for each file in SRL
The next step is simply need to run
make html
That's it, the docs have now been generated.
If you don't have sphinx then get it with pip
pip install sphinxpip install sphinx_rtd_theme