Github user cloud-fan commented on the issue:

    https://github.com/apache/spark/pull/23010
  
    The root cause is, `DynamicPartitionDataWriter` treats null and empty 
string as different partition values, and creates new files. However, null and 
empty string are converted to `__HIVE_DEFAULT_PARTITION__` at the end.
    
    I think we should deal with invalid partition values ahead, so that we 
don't need to worry about them during writing. 


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