The version I'm using is based on #2149 which was then (I guess) adapted to what's in trunk. I have locally
`super(SIP, self).__init__(**params)`. I haven't been following recent changes so check if this is still correctly called.
As for `param_dim` - I'm not sure. Is anyone ever going to create more than one SIP model?