Github user sethah commented on a diff in the pull request:

    https://github.com/apache/spark/pull/15628#discussion_r85799898
  
    --- Diff: 
mllib-local/src/main/scala/org/apache/spark/ml/linalg/Matrices.scala ---
    @@ -153,6 +153,86 @@ sealed trait Matrix extends Serializable {
        */
       @Since("2.0.0")
       def numActives: Int
    +
    +  /**
    +   * Converts this matrix to a sparse matrix.
    +   *
    +   * @param columnMajor Whether the values of the resulting sparse matrix 
should be in column major
    +   *                    or row major order. If `false`, resulting matrix 
will be row major.
    +   */
    +  private[ml] def toSparseMatrix(columnMajor: Boolean): SparseMatrix
    --- End diff --
    
    A bit of explanation: I made this a private method with a different name 
because `toDense: DenseMatrix` and `toSparse: SparseMatrix` should be 
implemented in the trait, not in the subclasses. But we can't just put them 
here and use overloading, because we will get ambiguous reference compile 
errors. So, we implement them here and make this private with a different name 
to avoid this. I appreciate feedback on this approach - it feels a bit awkward.


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