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  1. Spark
  2. SPARK-34356

OVR transform fix potential column conflict

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Details

    • Improvement
    • Status: Resolved
    • Minor
    • Resolution: Fixed
    • 3.2.0
    • 3.2.0
    • ML
    • None

    Description

      import org.apache.spark.ml.classification._val df = spark.read.format("libsvm").load("/d0/Dev/Opensource/spark/data/mllib/sample_multiclass_classification_data.txt").withColumn("probability", lit(0.0))val classifier = new LogisticRegression().setMaxIter(1).setTol(1E-6).setFitIntercept(true)
      val ovr = new OneVsRest().setClassifier(classifier)
      val ovrm = ovr.fit(df)
      ovrm.transform(df)
      java.lang.IllegalArgumentException: requirement failed: Column probability already exists.
        at scala.Predef$.require(Predef.scala:281)
        at org.apache.spark.ml.util.SchemaUtils$.appendColumn(SchemaUtils.scala:106)
        at org.apache.spark.ml.util.SchemaUtils$.appendColumn(SchemaUtils.scala:96)
        at org.apache.spark.ml.classification.ProbabilisticClassifierParams.validateAndTransformSchema(ProbabilisticClassifier.scala:38)
        at org.apache.spark.ml.classification.ProbabilisticClassifierParams.validateAndTransformSchema$(ProbabilisticClassifier.scala:33)
        at org.apache.spark.ml.classification.LogisticRegressionModel.org$apache$spark$ml$classification$LogisticRegressionParams$$super$validateAndTransformSchema(LogisticRegression.scala:917)
        at org.apache.spark.ml.classification.LogisticRegressionParams.validateAndTransformSchema(LogisticRegression.scala:268)
        at org.apache.spark.ml.classification.LogisticRegressionParams.validateAndTransformSchema$(LogisticRegression.scala:255)
        at org.apache.spark.ml.classification.LogisticRegressionModel.validateAndTransformSchema(LogisticRegression.scala:917)
        at org.apache.spark.ml.PredictionModel.transformSchema(Predictor.scala:222)
        at org.apache.spark.ml.classification.ClassificationModel.transformSchema(Classifier.scala:182)
        at org.apache.spark.ml.classification.ProbabilisticClassificationModel.transformSchema(ProbabilisticClassifier.scala:88)
        at org.apache.spark.ml.PipelineStage.transformSchema(Pipeline.scala:71)
        at org.apache.spark.ml.classification.ProbabilisticClassificationModel.transform(ProbabilisticClassifier.scala:107)
        at org.apache.spark.ml.classification.OneVsRestModel.$anonfun$transform$4(OneVsRest.scala:215)
        at scala.collection.IndexedSeqOptimized.foldLeft(IndexedSeqOptimized.scala:60)
        at scala.collection.IndexedSeqOptimized.foldLeft$(IndexedSeqOptimized.scala:68)
        at scala.collection.mutable.ArrayOps$ofRef.foldLeft(ArrayOps.scala:198)
        at org.apache.spark.ml.classification.OneVsRestModel.transform(OneVsRest.scala:203)
        ... 49 elided 

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            podongfeng zhengruifeng
            podongfeng zhengruifeng
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              Created:
              Updated:
              Resolved: