Github user falaki commented on the pull request:

    https://github.com/apache/spark/pull/11169#issuecomment-183136380
  
    @HyukjinKwon Thanks for submitting this. I think it is better to parse 
everything when required columns is empty. The reason is depending on parsing 
mode, number of rows might turn out different.


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