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a way that expedites the retrieval of closest neighbors. Unlike traditional brute-force methods, which falter as dataset sizes grow, KNN indexing structures offer sublinear or logarithmic search complexity. Moreover, by precomputing and structuring data points into an index, KNN indexing diminishes