Improve performance by using Cython at several points.

Turns PyStanHolder and PyStanArgs into Cython extension classes. Chains are now
wrapped directly using PyArray_SimpleNewFromData. Substantial speed improvements
derived from rewriting get_kept_samples and get_samples in Cython.