def clear_samples(self):
        """Clears the chain and blobs from memory.
        """
        # store the iteration that the clear is occuring on
        self._lastclear = self.niterations
        self._itercounter = 0
        # now clear the chain
        self._sampler.reset()
Clears the chain and blobs from memory.