Update the output :math:`g` keeping the map :math:`\pi` fixed.
        Compute the KL between all input and output components.

def _regroup(self):
        """Update the output :math:`g` keeping the map :math:`\pi` fixed.
        Compute the KL between all input and output components.

        """
        # clean up old maps
        for j in range(self.nout):
            self.inv_map[j] = []

        # find smallest divergence between input component i
        # and output component j of the cluster mixture density
        for i in range(self.nin):
            self.min_kl[i] = np.inf
            j_min = None
            for j in range(self.nout):
                kl = kullback_leibler(self.f.components[i], self.g.components[j])
                if kl < self.min_kl[i]:
                    self.min_kl[i] = kl
                    j_min = j
            assert j_min is not None
            self.inv_map[j_min].append(i)