Hyukjin Kwon created SPARK-35683:
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             Summary: Fix Index.difference to avoid collect 'other' to driver 
side
                 Key: SPARK-35683
                 URL: https://issues.apache.org/jira/browse/SPARK-35683
             Project: Spark
          Issue Type: Improvement
          Components: PySpark
    Affects Versions: 3.2.0
            Reporter: Hyukjin Kwon
            Assignee: Haejoon Lee


See:
https://github.com/databricks/koalas/pull/1325#discussion_r647889901
https://github.com/databricks/koalas/pull/1325#discussion_r647890007

{code}
midx1 = ps.MultiIndex.from_tuples([('a', 'x', 1), ('b', 'z', 2), ('k', 'z', 3)])
midx1.difference(idx1)
{code}

{code}
pyspark.pandas.exceptions.PandasNotImplementedError: The method 
`pd.Index.__iter__()` is not implemented. If you want to collect your data as 
an NumPy array, use 'to_numpy()' instead.
{code}

In addition, calling {{MultiIndex.from_tuples}} will result in collecting all 
into driver side.



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