Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/5830#issuecomment-101072742
  
    Basically all of my comments are small.  In the next release, we'll have to 
make metadata easier to work with.
    
    I feel like we need to clarify the role of UnresolvedAttribute in ML, but 
that could come in a later JIRA+PR.  Specifically, there are places where we 
treat NumericAttribute as the default, such as in AttributeGroup.fromMetadata 
and AttributeGroup.toMetadataImpl, but now UnresolvedAttribute is the new 
default.
    
    Please let me know when I should make a final pass---thanks!


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