Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/5301#issuecomment-89065591
  
    @oefirouz  Thanks for the PR!  I agree we need to support this option, and 
that it should be set to True by default.
    
    Can you please make a JIRA and put it in the PR title?  "[SPARK-####] 
[MLLIB] Add fit..."
    
    I believe you're correct about normalization causing problems for an 
all-ones column; the other issue is that LR needs to know not to regularize the 
intercept term.
    
    I'll look at the code now


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