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

    https://github.com/apache/spark/pull/9581#discussion_r48904427
  
    --- Diff: python/pyspark/ml/param/_shared_params_code_gen.py ---
    @@ -105,44 +109,45 @@ def get$Name(self):
         print("\n# DO NOT MODIFY THIS FILE! It was generated by 
_shared_params_code_gen.py.\n")
         print("from pyspark.ml.param import Param, Params\n\n")
         shared = [
    -        ("maxIter", "max number of iterations (>= 0).", None),
    -        ("regParam", "regularization parameter (>= 0).", None),
    -        ("featuresCol", "features column name.", "'features'"),
    -        ("labelCol", "label column name.", "'label'"),
    -        ("predictionCol", "prediction column name.", "'prediction'"),
    +        ("maxIter", "max number of iterations (>= 0).", None, int),
    +        ("regParam", "regularization parameter (>= 0).", None, float),
    +        ("featuresCol", "features column name.", "'features'", None),
    +        ("labelCol", "label column name.", "'label'", str),
    +        ("predictionCol", "prediction column name.", "'prediction'", str),
             ("probabilityCol", "Column name for predicted class conditional 
probabilities. " +
              "Note: Not all models output well-calibrated probability 
estimates! These probabilities " +
    -         "should be treated as confidences, not precise probabilities.", 
"'probability'"),
    -        ("rawPredictionCol", "raw prediction (a.k.a. confidence) column 
name.", "'rawPrediction'"),
    -        ("inputCol", "input column name.", None),
    -        ("inputCols", "input column names.", None),
    -        ("outputCol", "output column name.", "self.uid + '__output'"),
    -        ("numFeatures", "number of features.", None),
    +         "should be treated as confidences, not precise probabilities.", 
"'probability'", str),
    +        ("rawPredictionCol", "raw prediction (a.k.a. confidence) column 
name.", "'rawPrediction'",
    +         str),
    +        ("inputCol", "input column name.", None, str),
    +        ("inputCols", "input column names.", None, None),
    +        ("outputCol", "output column name.", "self.uid + '__output'", 
None),
    --- End diff --
    
    str


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