Github user liyinan926 commented on the issue:

    https://github.com/apache/spark/pull/20154
  
    @vanzin it seems using `ARG` in `FROM` is only supported since Docker 
version 17.06. It does not work for earlier versions of Docker. See 
https://stackoverflow.com/questions/40273070/docker-build-arg-in-source-file. I 
think we should revert the `base_image` arg.


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