Github user sethah commented on the issue:

    https://github.com/apache/spark/pull/11119
  
    @MLnick I tend to agree with your opinion about saving the initialModel 
with the model. 
    
    We can remove saving the initial model entirely from the model. Though, 
right now users could avoid saving it by calling 
`model.clear(model.initialModel)` before saving. That at least provides 
flexibility to do both, but users may not think of it and get tripped up by the 
long lineage. 
    
    It's probably best to not save it at all in the long run. We can block this 
PR until this is resolved or discuss it in a follow up issue - I'm ok with 
either. Thanks for bringing this up.


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