For reproducibility, I like to have a python virtualenv that has all of the python libraries that I use, relying on portage just for python, virtualenv, and virtualenvwrapper. Building numpy using "pip install numpy" fails if I use the science-overlay versions of the reference lapack and blas libraries, because pip can't find liblapack to link to it.