Github user actuaryzhang commented on the issue:

    https://github.com/apache/spark/pull/16699
  
    @imatiach-msft Thanks so much for your detailed review. Incredibly helpful. 
I've addressed all your comments in the new commit. Major changes are 
highlighted below:
    1. Create `OffsetInstance` in Instance.scala and remove dependency of IWLS 
on regression. 
    2. Add param checking for offset. 
    
    Let me know if there is anything else that needs improvement. 


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