Clone this with something like

git clone git://github.com/mattjj/pyhsmm-autoregressive.git autoregressive

The compiled code component is optional, but currently requires GCC (for its OpenMP support). Recent versions of Clang (3.7.0 and later) also support OpenMP but require the flag -fopenmp=libomp. See Issue #4.