Speed up `logpdf` and `posterior` for the ILMM

[thomasgudjonwright]

These are still taking longer than they should.

Changing how we typecast sped these up by an order of magnitude but they should be faster than they currently are (as benchmarked in the examples notebook, which will be linked when it is merged).

Some investigation in to reshaping, typecasting, etc... should be done.