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https://issues.apache.org/jira/browse/SPARK-31676?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=17104269#comment-17104269
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Apache Spark commented on SPARK-31676:
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User 'WeichenXu123' has created a pull request for this issue:
https://github.com/apache/spark/pull/28498
> QuantileDiscretizer raise error parameter splits given invalid value (splits
> array includes -0.0 and 0.0)
> ---------------------------------------------------------------------------------------------------------
>
> Key: SPARK-31676
> URL: https://issues.apache.org/jira/browse/SPARK-31676
> Project: Spark
> Issue Type: Bug
> Components: ML
> Affects Versions: 2.4.5, 3.0.0
> Reporter: Weichen Xu
> Priority: Major
>
> Reproduce code
> {code}
> import scala.util.Random
> val rng = new Random(3)
> val a1 = Array.tabulate(200)(_=>rng.nextDouble * 2.0 - 1.0) ++
> Array.fill(20)(0.0) ++ Array.fill(20)(-0.0)
> import spark.implicits._
> val df1 = sc.parallelize(a1, 2).toDF("id")
> import org.apache.spark.ml.feature.QuantileDiscretizer
> val qd = new
> QuantileDiscretizer().setInputCol("id").setOutputCol("out").setNumBuckets(200).setRelativeError(0.0)
> val model = qd.fit(df1)
> {code}
> Raise error like:
> at org.apache.spark.ml.param.Param.validate(params.scala:76)
> at org.apache.spark.ml.param.ParamPair.<init>(params.scala:634)
> at org.apache.spark.ml.param.Param.$minus$greater(params.scala:85)
> at org.apache.spark.ml.param.Params.set(params.scala:713)
> at org.apache.spark.ml.param.Params.set$(params.scala:712)
> at org.apache.spark.ml.PipelineStage.set(Pipeline.scala:41)
> at org.apache.spark.ml.feature.Bucketizer.setSplits(Bucketizer.scala:77)
> at
> org.apache.spark.ml.feature.QuantileDiscretizer.fit(QuantileDiscretizer.scala:231)
> ... 49 elided
> java.lang.IllegalArgumentException: quantileDiscretizer_479bb5a3ca99
> parameter splits given invalid value [-Infinity,-0.9986765732730827,...,
> -0.0, 0.0, ..., 0.9907184077958491,Infinity]
> 0.0 > -0.0 is False, which break the paremater validation check.
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