Github user vanzin commented on the pull request:

    https://github.com/apache/spark/pull/8959#issuecomment-145125393
  
    Hmm, I think I see what you mean. Maybe there should be separate handling 
for app jar vs. other jars when `spark.yarn.user.classpath.first` is set.
    
    May this code is overdue for a cleanup / sanity check...
    
    If it starts to get too nasty it might just be easier to add `APP_JAR` to 
the classpath like you're doing, and hope the bug doesn't affect anything else.


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