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https://issues.apache.org/jira/browse/SPARK-11990?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15026882#comment-15026882
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Yi Tian commented on SPARK-11990:
---------------------------------

[~liancheng] [~marmbrus]  This problem will waste multiple resources when the 
UDF is a complex operation.

> DataFrame recompute UDF in some situation.
> ------------------------------------------
>
>                 Key: SPARK-11990
>                 URL: https://issues.apache.org/jira/browse/SPARK-11990
>             Project: Spark
>          Issue Type: Bug
>          Components: SQL
>    Affects Versions: 1.5.1
>            Reporter: Yi Tian
>
> Here is codes for reproducing this problem:
> {code}
>   val mkArrayUDF = org.apache.spark.sql.functions.udf[Array[String],String] 
> ((s: String) => {
>     println("udf called")
>     Array[String](s+"_part1", s+"_part2")
>   })
>   
>   val df = sc.parallelize(Seq(("a"))).toDF("a")
>   val df2 = df.withColumn("arr",mkArrayUDF(df("a")))
>   val df3 = df2.withColumn("e0", df2("arr")(0)).withColumn("e1", 
> df2("arr")(1))
>   df3.collect().foreach(println)
> {code}



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