Github user HyukjinKwon commented on the issue:

    https://github.com/apache/spark/pull/15035
  
    Shouldn't we change the reading path for Parquet rather than changing the 
target row to avoid per-record type dispatch? Also, it seems a Parquet specific 
issue but I wonder making changes in row is a good approach. 
    
    I remember my PR to support upcasting in schema for Parquet, 
https://github.com/apache/spark/pull/14215 which I decided to close for a 
better approach.
    
    I haven't taken a look so closely but I will and leave some comments.


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