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Expansion of clustering, including single-entry function for both cen…
…ter-finding and optimization. Speedups and cleanups in libkl/libsimdsampling. Added complete support for dense, multithreaded solvers, faster coreset-assisted clustering, and the ability to select multiple potential centers at each iterations in kmeans++ (n_local_trials parameter)