Github user woodthom2 commented on a diff in the pull request:

    https://github.com/apache/spark/pull/21828#discussion_r203997163
  
    --- Diff: python/pyspark/ml/regression.py ---
    @@ -1116,7 +1116,7 @@ def setParams(self, featuresCol="features", 
labelCol="label", predictionCol="pre
                       maxDepth=5, maxBins=32, minInstancesPerNode=1, 
minInfoGain=0.0,
                       maxMemoryInMB=256, cacheNodeIds=False, 
subsamplingRate=1.0,
                       checkpointInterval=10, lossType="squared", maxIter=20, 
stepSize=0.1, seed=None,
    -                  impuriy="variance", featureSubsetStrategy="all"):
    +                  impurity="variance", featureSubsetStrategy="all"):
    --- End diff --
    
    
    
    what about this until next major release?
    ```
        def setParams(self, featuresCol="features", labelCol="label", 
predictionCol="prediction",
                      maxDepth=5, maxBins=32, minInstancesPerNode=1, 
minInfoGain=0.0,
                      maxMemoryInMB=256, cacheNodeIds=False, 
subsamplingRate=1.0,
                      checkpointInterval=10, lossType="squared", maxIter=20, 
stepSize=0.1, seed=None,
                      impuriy=None, impurity="variance", 
featureSubsetStrategy="all"):
            if impuriy is not None: # for backward compatibility
                impurity = impuriy
    ```


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