There is the internal variable ``self.metric_kwds`` (in the current master) , so I decided to name our new argument like this.

We can choose from: ``metric_kwds``, ``metric_kwargs`` or ``metric_params``. I prefer the last one. Should we go with ``metric_params``? Then I think it's a good idea to rename internal variables as well.