Devin Petersohn created SPARK-55792:
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             Summary: Optimize DataFrame.diff axis=0 to avoid unpartitioned 
Window
                 Key: SPARK-55792
                 URL: https://issues.apache.org/jira/browse/SPARK-55792
             Project: Spark
          Issue Type: Bug
          Components: Pandas API on Spark
    Affects Versions: 4.1.1
            Reporter: Devin Petersohn


DataFrame.diff(axis=0) currently uses Spark's Window without a partition 
specification, which will have scaling issues for large datasets. We should try 
to optimize away the unbounded window (e.g., by using a partitioned window 
similar to other projects in the space).



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