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

    https://github.com/apache/spark/pull/15074#discussion_r82454768
  
    --- Diff: python/pyspark/mllib/linalg/__init__.py ---
    @@ -1296,9 +1296,19 @@ 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 ((type(other) is not type(self)) or
    --- End diff --
    
    So this will return false for a spare matrix and a dense matrix being equal 
to eachother even if all of the elements are equal, and previously this was not 
the case. This also doesn't match the Scala implementation. Ping @dbtsai who 
has been doing some of the mllib-local/linalg stuff :)


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