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Code for k-means optimization using manifold optimization.

The class Y_mani holds a Pymanopt manifold which is a continuous relaxation of a discrete set of clustering matrices.

Another central class is Cluster_Pblm which holds information about a clustering problem of points in RR^d. holds an example of how the code runs.