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

    https://github.com/apache/spark/pull/15074#discussion_r78693515
  
    --- Diff: python/pyspark/mllib/linalg/__init__.py ---
    @@ -1296,9 +1296,20 @@ def asML(self):
             return newlinalg.SparseMatrix(self.numRows, self.numCols, 
self.colPtrs, self.rowIndices,
                                           self.values, self.isTransposed)
     
    -    # TODO: More efficient implementation:
         def __eq__(self, other):
    -        return np.all(self.toArray() == other.toArray())
    +        if self.isTransposed != other.isTransposed:
    --- End diff --
    
    I'd say also add an `isinstance(other, SparseMatrix)` check


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