Github user mengxr commented on the pull request:

    https://github.com/apache/spark/pull/3099#issuecomment-63100453
  
    @huangjs Serialization is on the TODO list. Each parameter is associated 
with a unique name and each object contains a unique id. So loading from or 
saving to a configuration file is definitely feasible. We didn't expose 
`getParam(String)` and `get/set(Param)` in this PR. But you should be able to 
use them to load a pipeline configuration dynamically with a few lines of code, 
if you are working under `org.apache.spark.ml`.


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