Github user shivaram commented on the pull request:

    https://github.com/apache/spark/pull/3637#issuecomment-72410436
  
    @mengxr - Would the Attribute be per data point or something that is set 
once per the algorithm ? The latter sounds like something the `ParamMap` should 
be able to handle. If its per element, then its like another column in the 
table ? Sorry if I missing something, but it'll be great if you could give an 
example


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