Ruifeng Zheng created SPARK-59038:
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             Summary: Avoid broadcasting regression tree models for no-op 
transforms
                 Key: SPARK-59038
                 URL: https://issues.apache.org/jira/browse/SPARK-59038
             Project: Spark
          Issue Type: Sub-task
          Components: ML
    Affects Versions: 5.0.0
            Reporter: Ruifeng Zheng


RandomForestRegressionModel and GBTRegressionModel eagerly broadcast the model 
before determining that both predictionCol and leafCol are empty. Avoid 
constructing the broadcast when transform has no output columns.



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