Github user yanboliang commented on a diff in the pull request:

    https://github.com/apache/spark/pull/17922#discussion_r119992981
  
    --- Diff: python/pyspark/ml/tests.py ---
    @@ -819,6 +847,84 @@ def logistic_regression_check_thresholds(self):
                 LogisticRegression, threshold=0.42, thresholds=[0.5, 0.5]
             )
     
    +    def test_binomial_logistic_regression_bounds(self):
    --- End diff --
    
    Usually it's not need to write exactly the same test as Scala in PySpark, 
we can use a simple test with loading a dataset  or generating a very simple 
dataset and run constrained LR on it. You can refer test cases in 
[test.py](https://github.com/apache/spark/blob/master/python/pyspark/ml/tests.py)
 or other tests like 
[this](https://github.com/apache/spark/blob/master/python/pyspark/ml/classification.py#L200).


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