Use spark sql optimizer to optimize two ranges join










2














I am using spark sql optimizer to optimize two ranges join, it is optimized to calculate two range intersection to avoid join



test("SparkTest") 
object RangeIntersectRule extends Rule[LogicalPlan]
override def apply(plan: LogicalPlan): LogicalPlan = plan transformDown
case Join(Project(_, Range(start1, end1, _, _, _, _)), Project(_, Range(start2, end2, _, _, _, _)), _, _) =>
val start = start1 max start2
val end = end1 min end2
if (start1 > end2



val spark = SparkSession.builder().master("local").appName("SparkTest").enableHiveSupport().getOrCreate()
spark.experimental.extraOptimizations = Seq(RangeIntersectRule)
spark.range(10, 40).toDF("x").createOrReplaceTempView("t1")
spark.range(20, 50).toDF("y").createOrReplaceTempView("t2")
val df = spark.sql("select t1.x from t1 join t2 on t1.x = t2.y")
df.explain(true)
df.show(truncate = false)



But when I run it, an exception throws, could someone help where the problem is?Thanks



The optimized logical plan and physical plan is:



== Optimized Logical Plan ==
Project [x#2L]
+- !Project [id#0L AS x#2L]
+- Range (20, 40, step=1, splits=Some(1))

== Physical Plan ==
Project [x#2L]
+- !Project [id#0L AS x#2L]
+- Range (20, 40, step=1, splits=1)


The exception is:



Caused by: java.lang.RuntimeException: Couldn't find id#0L in [id#14L]
at scala.sys.package$.error(package.scala:27)
at org.apache.spark.sql.catalyst.expressions.BindReferences$$anonfun$bindReference$1$$anonfun$applyOrElse$1.apply(BoundAttribute.scala:106)
at org.apache.spark.sql.catalyst.expressions.BindReferences$$anonfun$bindReference$1$$anonfun$applyOrElse$1.apply(BoundAttribute.scala:100)
at org.apache.spark.sql.catalyst.errors.package$.attachTree(package.scala:59)
... 47 more









share|improve this question


























    2














    I am using spark sql optimizer to optimize two ranges join, it is optimized to calculate two range intersection to avoid join



    test("SparkTest") 
    object RangeIntersectRule extends Rule[LogicalPlan]
    override def apply(plan: LogicalPlan): LogicalPlan = plan transformDown
    case Join(Project(_, Range(start1, end1, _, _, _, _)), Project(_, Range(start2, end2, _, _, _, _)), _, _) =>
    val start = start1 max start2
    val end = end1 min end2
    if (start1 > end2



    val spark = SparkSession.builder().master("local").appName("SparkTest").enableHiveSupport().getOrCreate()
    spark.experimental.extraOptimizations = Seq(RangeIntersectRule)
    spark.range(10, 40).toDF("x").createOrReplaceTempView("t1")
    spark.range(20, 50).toDF("y").createOrReplaceTempView("t2")
    val df = spark.sql("select t1.x from t1 join t2 on t1.x = t2.y")
    df.explain(true)
    df.show(truncate = false)



    But when I run it, an exception throws, could someone help where the problem is?Thanks



    The optimized logical plan and physical plan is:



    == Optimized Logical Plan ==
    Project [x#2L]
    +- !Project [id#0L AS x#2L]
    +- Range (20, 40, step=1, splits=Some(1))

    == Physical Plan ==
    Project [x#2L]
    +- !Project [id#0L AS x#2L]
    +- Range (20, 40, step=1, splits=1)


    The exception is:



    Caused by: java.lang.RuntimeException: Couldn't find id#0L in [id#14L]
    at scala.sys.package$.error(package.scala:27)
    at org.apache.spark.sql.catalyst.expressions.BindReferences$$anonfun$bindReference$1$$anonfun$applyOrElse$1.apply(BoundAttribute.scala:106)
    at org.apache.spark.sql.catalyst.expressions.BindReferences$$anonfun$bindReference$1$$anonfun$applyOrElse$1.apply(BoundAttribute.scala:100)
    at org.apache.spark.sql.catalyst.errors.package$.attachTree(package.scala:59)
    ... 47 more









    share|improve this question
























      2












      2








      2


      1





      I am using spark sql optimizer to optimize two ranges join, it is optimized to calculate two range intersection to avoid join



      test("SparkTest") 
      object RangeIntersectRule extends Rule[LogicalPlan]
      override def apply(plan: LogicalPlan): LogicalPlan = plan transformDown
      case Join(Project(_, Range(start1, end1, _, _, _, _)), Project(_, Range(start2, end2, _, _, _, _)), _, _) =>
      val start = start1 max start2
      val end = end1 min end2
      if (start1 > end2



      val spark = SparkSession.builder().master("local").appName("SparkTest").enableHiveSupport().getOrCreate()
      spark.experimental.extraOptimizations = Seq(RangeIntersectRule)
      spark.range(10, 40).toDF("x").createOrReplaceTempView("t1")
      spark.range(20, 50).toDF("y").createOrReplaceTempView("t2")
      val df = spark.sql("select t1.x from t1 join t2 on t1.x = t2.y")
      df.explain(true)
      df.show(truncate = false)



      But when I run it, an exception throws, could someone help where the problem is?Thanks



      The optimized logical plan and physical plan is:



      == Optimized Logical Plan ==
      Project [x#2L]
      +- !Project [id#0L AS x#2L]
      +- Range (20, 40, step=1, splits=Some(1))

      == Physical Plan ==
      Project [x#2L]
      +- !Project [id#0L AS x#2L]
      +- Range (20, 40, step=1, splits=1)


      The exception is:



      Caused by: java.lang.RuntimeException: Couldn't find id#0L in [id#14L]
      at scala.sys.package$.error(package.scala:27)
      at org.apache.spark.sql.catalyst.expressions.BindReferences$$anonfun$bindReference$1$$anonfun$applyOrElse$1.apply(BoundAttribute.scala:106)
      at org.apache.spark.sql.catalyst.expressions.BindReferences$$anonfun$bindReference$1$$anonfun$applyOrElse$1.apply(BoundAttribute.scala:100)
      at org.apache.spark.sql.catalyst.errors.package$.attachTree(package.scala:59)
      ... 47 more









      share|improve this question













      I am using spark sql optimizer to optimize two ranges join, it is optimized to calculate two range intersection to avoid join



      test("SparkTest") 
      object RangeIntersectRule extends Rule[LogicalPlan]
      override def apply(plan: LogicalPlan): LogicalPlan = plan transformDown
      case Join(Project(_, Range(start1, end1, _, _, _, _)), Project(_, Range(start2, end2, _, _, _, _)), _, _) =>
      val start = start1 max start2
      val end = end1 min end2
      if (start1 > end2



      val spark = SparkSession.builder().master("local").appName("SparkTest").enableHiveSupport().getOrCreate()
      spark.experimental.extraOptimizations = Seq(RangeIntersectRule)
      spark.range(10, 40).toDF("x").createOrReplaceTempView("t1")
      spark.range(20, 50).toDF("y").createOrReplaceTempView("t2")
      val df = spark.sql("select t1.x from t1 join t2 on t1.x = t2.y")
      df.explain(true)
      df.show(truncate = false)



      But when I run it, an exception throws, could someone help where the problem is?Thanks



      The optimized logical plan and physical plan is:



      == Optimized Logical Plan ==
      Project [x#2L]
      +- !Project [id#0L AS x#2L]
      +- Range (20, 40, step=1, splits=Some(1))

      == Physical Plan ==
      Project [x#2L]
      +- !Project [id#0L AS x#2L]
      +- Range (20, 40, step=1, splits=1)


      The exception is:



      Caused by: java.lang.RuntimeException: Couldn't find id#0L in [id#14L]
      at scala.sys.package$.error(package.scala:27)
      at org.apache.spark.sql.catalyst.expressions.BindReferences$$anonfun$bindReference$1$$anonfun$applyOrElse$1.apply(BoundAttribute.scala:106)
      at org.apache.spark.sql.catalyst.expressions.BindReferences$$anonfun$bindReference$1$$anonfun$applyOrElse$1.apply(BoundAttribute.scala:100)
      at org.apache.spark.sql.catalyst.errors.package$.attachTree(package.scala:59)
      ... 47 more






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      asked Oct 23 '18 at 23:55









      TomTom

      1,3761131




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          object RangeIntersectRule extends Rule[LogicalPlan] 
          override def apply(plan: LogicalPlan): LogicalPlan = plan transformDown
          case Join(Range(start1, end1, 1, Some(1), output1, false), Range(start2, end2, 1, Some(1), output2, false), Inner, _) => end1 < start2) Project(output1, Range(0, 0, 1, Some(1), output1, false))
          else Project(output1, Range(start, end, 1, Some(1), output1, false))








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            object RangeIntersectRule extends Rule[LogicalPlan] 
            override def apply(plan: LogicalPlan): LogicalPlan = plan transformDown
            case Join(Range(start1, end1, 1, Some(1), output1, false), Range(start2, end2, 1, Some(1), output2, false), Inner, _) => end1 < start2) Project(output1, Range(0, 0, 1, Some(1), output1, false))
            else Project(output1, Range(start, end, 1, Some(1), output1, false))








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              object RangeIntersectRule extends Rule[LogicalPlan] 
              override def apply(plan: LogicalPlan): LogicalPlan = plan transformDown
              case Join(Range(start1, end1, 1, Some(1), output1, false), Range(start2, end2, 1, Some(1), output2, false), Inner, _) => end1 < start2) Project(output1, Range(0, 0, 1, Some(1), output1, false))
              else Project(output1, Range(start, end, 1, Some(1), output1, false))








              share|improve this answer























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                object RangeIntersectRule extends Rule[LogicalPlan] 
                override def apply(plan: LogicalPlan): LogicalPlan = plan transformDown
                case Join(Range(start1, end1, 1, Some(1), output1, false), Range(start2, end2, 1, Some(1), output2, false), Inner, _) => end1 < start2) Project(output1, Range(0, 0, 1, Some(1), output1, false))
                else Project(output1, Range(start, end, 1, Some(1), output1, false))








                share|improve this answer












                object RangeIntersectRule extends Rule[LogicalPlan] 
                override def apply(plan: LogicalPlan): LogicalPlan = plan transformDown
                case Join(Range(start1, end1, 1, Some(1), output1, false), Range(start2, end2, 1, Some(1), output2, false), Inner, _) => end1 < start2) Project(output1, Range(0, 0, 1, Some(1), output1, false))
                else Project(output1, Range(start, end, 1, Some(1), output1, false))









                share|improve this answer












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                share|improve this answer










                answered Nov 12 '18 at 3:49









                TomTom

                1,3761131




                1,3761131



























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