General IRSample Class

[kmdalton]

This NormalIRSample class should be refactored into a general class which takes partial derivatives for an arbitary number of parameters and an optional partial derivative with respect to samples. It could be used an arbitrary IRDistribution class. We can also subclass that to make one which uses autodiff of self.cdf to accomplish reparameterization for situations where gradients are hard to derive analytically.