Tian Gao created SPARK-55297:
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             Summary: restore unit for timedelta dtype
                 Key: SPARK-55297
                 URL: https://issues.apache.org/jira/browse/SPARK-55297
             Project: Spark
          Issue Type: Sub-task
          Components: PySpark
    Affects Versions: 4.2.0
            Reporter: Tian Gao


Like datetime, pandas 3 has smart unit for timedelta now. If we convert 
directly, we should restore based on the original dtype.



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