Building the documentation usually requires building the library too for introspection, so you will need the same prerequisites. The only extra prerequisite is virtualenv: the packages needed to build the docs will be installed when building the env.

Build the env once with:

make env

Then you can build the documentation with:

make

You should find the rendered documentation in the html directory.