Github user yanboliang commented on the issue:

    https://github.com/apache/spark/pull/17862
  
    @hhbyyh Make sense, does it mean both LBFGS and OWLQN produce the same 
solution if fitting without intercept? If so, I'm prefer to change the solver 
to LBFGS rather than adding a new option. Since we treat LBFGS and OWLQN as the 
same solver in other algorithms like ```LinearRegression``` and 
```LogisticRegression```.
    BTW, we can discuss whether we should follow the same way(compared with 
sklearn/R) to handle intercept in follow-up work. Thanks.


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