Regeneration of the documentation requires

sphinx
numpydoc (Extension to sphinx to manage doc in numpy standard)

Documentation should be built exclusively from the top dir
of the project by issuing the command

    python setup.py build_sphinx


WARNING!!!
Documentation can only be built using sphinx 1.2.3