Add a pure-python version of LARS and refactor structure in glm.

Divided the glm module in submodules, although API should not be
affected since methods are imported from the __init__method.

The lars method is a work in progress. For now, it is several times
slower than the C version, but it is less buggy and implements the
lasso variant.