Github user djvulee commented on the issue:

    https://github.com/apache/spark/pull/16210
  
    I find the reason, because we pass some  SPARK_SUBMIT_OPTS defined by 
ourself, so it seem that spark only parse the opts defined by ourself, ignore 
the ```-Dscala.usejavacp=true```. 
    
    Since we want user to use the `SPARK_SUBMIT_OPTS`, the best way it to 
separate the ```-Dscala.usejavacp=true```  from the SPARK_SUBMIT_OPTS, maybe 
move to SparkSubmitCommandBuilder is good idea as suggestioned by @vanzin.
    
    
    



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