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org.apache.spark.sql.catalyst.expressions.ScalaUDF.scala Maven / Gradle / Ivy

/*
 * Licensed to the Apache Software Foundation (ASF) under one or more
 * contributor license agreements.  See the NOTICE file distributed with
 * this work for additional information regarding copyright ownership.
 * The ASF licenses this file to You under the Apache License, Version 2.0
 * (the "License"); you may not use this file except in compliance with
 * the License.  You may obtain a copy of the License at
 *
 *    http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

package org.apache.spark.sql.catalyst.expressions

import org.apache.spark.sql.catalyst.InternalRow
import org.apache.spark.sql.catalyst.CatalystTypeConverters
import org.apache.spark.sql.catalyst.expressions.codegen._
import org.apache.spark.sql.types.DataType

/**
 * User-defined function.
 * @param function  The user defined scala function to run.
 *                  Note that if you use primitive parameters, you are not able to check if it is
 *                  null or not, and the UDF will return null for you if the primitive input is
 *                  null. Use boxed type or [[Option]] if you wanna do the null-handling yourself.
 * @param dataType  Return type of function.
 * @param children  The input expressions of this UDF.
 * @param inputTypes  The expected input types of this UDF.
 */
case class ScalaUDF(
    function: AnyRef,
    dataType: DataType,
    children: Seq[Expression],
    inputTypes: Seq[DataType] = Nil)
  extends Expression with ImplicitCastInputTypes {

  override def nullable: Boolean = true

  override def toString: String = s"UDF(${children.mkString(",")})"

  // scalastyle:off

  /** This method has been generated by this script

    (1 to 22).map { x =>
      val anys = (1 to x).map(x => "Any").reduce(_ + ", " + _)
      val childs = (0 to x - 1).map(x => s"val child$x = children($x)").reduce(_ + "\n  " + _)
      val converters = (0 to x - 1).map(x => s"lazy val converter$x = CatalystTypeConverters.createToScalaConverter(child$x.dataType)").reduce(_ + "\n  " + _)
      val evals = (0 to x - 1).map(x => s"converter$x(child$x.eval(input))").reduce(_ + ",\n      " + _)

      s"""case $x =>
      val func = function.asInstanceOf[($anys) => Any]
      $childs
      $converters
      (input: InternalRow) => {
        func(
          $evals)
      }
      """
    }.foreach(println)

  */

  // Accessors used in genCode
  def userDefinedFunc(): AnyRef = function
  def getChildren(): Seq[Expression] = children

  private[this] val f = children.size match {
    case 0 =>
      val func = function.asInstanceOf[() => Any]
      (input: InternalRow) => {
        func()
      }

    case 1 =>
      val func = function.asInstanceOf[(Any) => Any]
      val child0 = children(0)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)))
      }

    case 2 =>
      val func = function.asInstanceOf[(Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)))
      }

    case 3 =>
      val func = function.asInstanceOf[(Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)))
      }

    case 4 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)))
      }

    case 5 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)))
      }

    case 6 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)))
      }

    case 7 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)))
      }

    case 8 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)))
      }

    case 9 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)))
      }

    case 10 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      val child9 = children(9)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      lazy val converter9 = CatalystTypeConverters.createToScalaConverter(child9.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)),
          converter9(child9.eval(input)))
      }

    case 11 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      val child9 = children(9)
      val child10 = children(10)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      lazy val converter9 = CatalystTypeConverters.createToScalaConverter(child9.dataType)
      lazy val converter10 = CatalystTypeConverters.createToScalaConverter(child10.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)),
          converter9(child9.eval(input)),
          converter10(child10.eval(input)))
      }

    case 12 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      val child9 = children(9)
      val child10 = children(10)
      val child11 = children(11)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      lazy val converter9 = CatalystTypeConverters.createToScalaConverter(child9.dataType)
      lazy val converter10 = CatalystTypeConverters.createToScalaConverter(child10.dataType)
      lazy val converter11 = CatalystTypeConverters.createToScalaConverter(child11.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)),
          converter9(child9.eval(input)),
          converter10(child10.eval(input)),
          converter11(child11.eval(input)))
      }

    case 13 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      val child9 = children(9)
      val child10 = children(10)
      val child11 = children(11)
      val child12 = children(12)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      lazy val converter9 = CatalystTypeConverters.createToScalaConverter(child9.dataType)
      lazy val converter10 = CatalystTypeConverters.createToScalaConverter(child10.dataType)
      lazy val converter11 = CatalystTypeConverters.createToScalaConverter(child11.dataType)
      lazy val converter12 = CatalystTypeConverters.createToScalaConverter(child12.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)),
          converter9(child9.eval(input)),
          converter10(child10.eval(input)),
          converter11(child11.eval(input)),
          converter12(child12.eval(input)))
      }

    case 14 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      val child9 = children(9)
      val child10 = children(10)
      val child11 = children(11)
      val child12 = children(12)
      val child13 = children(13)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      lazy val converter9 = CatalystTypeConverters.createToScalaConverter(child9.dataType)
      lazy val converter10 = CatalystTypeConverters.createToScalaConverter(child10.dataType)
      lazy val converter11 = CatalystTypeConverters.createToScalaConverter(child11.dataType)
      lazy val converter12 = CatalystTypeConverters.createToScalaConverter(child12.dataType)
      lazy val converter13 = CatalystTypeConverters.createToScalaConverter(child13.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)),
          converter9(child9.eval(input)),
          converter10(child10.eval(input)),
          converter11(child11.eval(input)),
          converter12(child12.eval(input)),
          converter13(child13.eval(input)))
      }

    case 15 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      val child9 = children(9)
      val child10 = children(10)
      val child11 = children(11)
      val child12 = children(12)
      val child13 = children(13)
      val child14 = children(14)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      lazy val converter9 = CatalystTypeConverters.createToScalaConverter(child9.dataType)
      lazy val converter10 = CatalystTypeConverters.createToScalaConverter(child10.dataType)
      lazy val converter11 = CatalystTypeConverters.createToScalaConverter(child11.dataType)
      lazy val converter12 = CatalystTypeConverters.createToScalaConverter(child12.dataType)
      lazy val converter13 = CatalystTypeConverters.createToScalaConverter(child13.dataType)
      lazy val converter14 = CatalystTypeConverters.createToScalaConverter(child14.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)),
          converter9(child9.eval(input)),
          converter10(child10.eval(input)),
          converter11(child11.eval(input)),
          converter12(child12.eval(input)),
          converter13(child13.eval(input)),
          converter14(child14.eval(input)))
      }

    case 16 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      val child9 = children(9)
      val child10 = children(10)
      val child11 = children(11)
      val child12 = children(12)
      val child13 = children(13)
      val child14 = children(14)
      val child15 = children(15)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      lazy val converter9 = CatalystTypeConverters.createToScalaConverter(child9.dataType)
      lazy val converter10 = CatalystTypeConverters.createToScalaConverter(child10.dataType)
      lazy val converter11 = CatalystTypeConverters.createToScalaConverter(child11.dataType)
      lazy val converter12 = CatalystTypeConverters.createToScalaConverter(child12.dataType)
      lazy val converter13 = CatalystTypeConverters.createToScalaConverter(child13.dataType)
      lazy val converter14 = CatalystTypeConverters.createToScalaConverter(child14.dataType)
      lazy val converter15 = CatalystTypeConverters.createToScalaConverter(child15.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)),
          converter9(child9.eval(input)),
          converter10(child10.eval(input)),
          converter11(child11.eval(input)),
          converter12(child12.eval(input)),
          converter13(child13.eval(input)),
          converter14(child14.eval(input)),
          converter15(child15.eval(input)))
      }

    case 17 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      val child9 = children(9)
      val child10 = children(10)
      val child11 = children(11)
      val child12 = children(12)
      val child13 = children(13)
      val child14 = children(14)
      val child15 = children(15)
      val child16 = children(16)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      lazy val converter9 = CatalystTypeConverters.createToScalaConverter(child9.dataType)
      lazy val converter10 = CatalystTypeConverters.createToScalaConverter(child10.dataType)
      lazy val converter11 = CatalystTypeConverters.createToScalaConverter(child11.dataType)
      lazy val converter12 = CatalystTypeConverters.createToScalaConverter(child12.dataType)
      lazy val converter13 = CatalystTypeConverters.createToScalaConverter(child13.dataType)
      lazy val converter14 = CatalystTypeConverters.createToScalaConverter(child14.dataType)
      lazy val converter15 = CatalystTypeConverters.createToScalaConverter(child15.dataType)
      lazy val converter16 = CatalystTypeConverters.createToScalaConverter(child16.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)),
          converter9(child9.eval(input)),
          converter10(child10.eval(input)),
          converter11(child11.eval(input)),
          converter12(child12.eval(input)),
          converter13(child13.eval(input)),
          converter14(child14.eval(input)),
          converter15(child15.eval(input)),
          converter16(child16.eval(input)))
      }

    case 18 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      val child9 = children(9)
      val child10 = children(10)
      val child11 = children(11)
      val child12 = children(12)
      val child13 = children(13)
      val child14 = children(14)
      val child15 = children(15)
      val child16 = children(16)
      val child17 = children(17)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      lazy val converter9 = CatalystTypeConverters.createToScalaConverter(child9.dataType)
      lazy val converter10 = CatalystTypeConverters.createToScalaConverter(child10.dataType)
      lazy val converter11 = CatalystTypeConverters.createToScalaConverter(child11.dataType)
      lazy val converter12 = CatalystTypeConverters.createToScalaConverter(child12.dataType)
      lazy val converter13 = CatalystTypeConverters.createToScalaConverter(child13.dataType)
      lazy val converter14 = CatalystTypeConverters.createToScalaConverter(child14.dataType)
      lazy val converter15 = CatalystTypeConverters.createToScalaConverter(child15.dataType)
      lazy val converter16 = CatalystTypeConverters.createToScalaConverter(child16.dataType)
      lazy val converter17 = CatalystTypeConverters.createToScalaConverter(child17.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)),
          converter9(child9.eval(input)),
          converter10(child10.eval(input)),
          converter11(child11.eval(input)),
          converter12(child12.eval(input)),
          converter13(child13.eval(input)),
          converter14(child14.eval(input)),
          converter15(child15.eval(input)),
          converter16(child16.eval(input)),
          converter17(child17.eval(input)))
      }

    case 19 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      val child9 = children(9)
      val child10 = children(10)
      val child11 = children(11)
      val child12 = children(12)
      val child13 = children(13)
      val child14 = children(14)
      val child15 = children(15)
      val child16 = children(16)
      val child17 = children(17)
      val child18 = children(18)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      lazy val converter9 = CatalystTypeConverters.createToScalaConverter(child9.dataType)
      lazy val converter10 = CatalystTypeConverters.createToScalaConverter(child10.dataType)
      lazy val converter11 = CatalystTypeConverters.createToScalaConverter(child11.dataType)
      lazy val converter12 = CatalystTypeConverters.createToScalaConverter(child12.dataType)
      lazy val converter13 = CatalystTypeConverters.createToScalaConverter(child13.dataType)
      lazy val converter14 = CatalystTypeConverters.createToScalaConverter(child14.dataType)
      lazy val converter15 = CatalystTypeConverters.createToScalaConverter(child15.dataType)
      lazy val converter16 = CatalystTypeConverters.createToScalaConverter(child16.dataType)
      lazy val converter17 = CatalystTypeConverters.createToScalaConverter(child17.dataType)
      lazy val converter18 = CatalystTypeConverters.createToScalaConverter(child18.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)),
          converter9(child9.eval(input)),
          converter10(child10.eval(input)),
          converter11(child11.eval(input)),
          converter12(child12.eval(input)),
          converter13(child13.eval(input)),
          converter14(child14.eval(input)),
          converter15(child15.eval(input)),
          converter16(child16.eval(input)),
          converter17(child17.eval(input)),
          converter18(child18.eval(input)))
      }

    case 20 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      val child9 = children(9)
      val child10 = children(10)
      val child11 = children(11)
      val child12 = children(12)
      val child13 = children(13)
      val child14 = children(14)
      val child15 = children(15)
      val child16 = children(16)
      val child17 = children(17)
      val child18 = children(18)
      val child19 = children(19)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      lazy val converter9 = CatalystTypeConverters.createToScalaConverter(child9.dataType)
      lazy val converter10 = CatalystTypeConverters.createToScalaConverter(child10.dataType)
      lazy val converter11 = CatalystTypeConverters.createToScalaConverter(child11.dataType)
      lazy val converter12 = CatalystTypeConverters.createToScalaConverter(child12.dataType)
      lazy val converter13 = CatalystTypeConverters.createToScalaConverter(child13.dataType)
      lazy val converter14 = CatalystTypeConverters.createToScalaConverter(child14.dataType)
      lazy val converter15 = CatalystTypeConverters.createToScalaConverter(child15.dataType)
      lazy val converter16 = CatalystTypeConverters.createToScalaConverter(child16.dataType)
      lazy val converter17 = CatalystTypeConverters.createToScalaConverter(child17.dataType)
      lazy val converter18 = CatalystTypeConverters.createToScalaConverter(child18.dataType)
      lazy val converter19 = CatalystTypeConverters.createToScalaConverter(child19.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)),
          converter9(child9.eval(input)),
          converter10(child10.eval(input)),
          converter11(child11.eval(input)),
          converter12(child12.eval(input)),
          converter13(child13.eval(input)),
          converter14(child14.eval(input)),
          converter15(child15.eval(input)),
          converter16(child16.eval(input)),
          converter17(child17.eval(input)),
          converter18(child18.eval(input)),
          converter19(child19.eval(input)))
      }

    case 21 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      val child9 = children(9)
      val child10 = children(10)
      val child11 = children(11)
      val child12 = children(12)
      val child13 = children(13)
      val child14 = children(14)
      val child15 = children(15)
      val child16 = children(16)
      val child17 = children(17)
      val child18 = children(18)
      val child19 = children(19)
      val child20 = children(20)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      lazy val converter9 = CatalystTypeConverters.createToScalaConverter(child9.dataType)
      lazy val converter10 = CatalystTypeConverters.createToScalaConverter(child10.dataType)
      lazy val converter11 = CatalystTypeConverters.createToScalaConverter(child11.dataType)
      lazy val converter12 = CatalystTypeConverters.createToScalaConverter(child12.dataType)
      lazy val converter13 = CatalystTypeConverters.createToScalaConverter(child13.dataType)
      lazy val converter14 = CatalystTypeConverters.createToScalaConverter(child14.dataType)
      lazy val converter15 = CatalystTypeConverters.createToScalaConverter(child15.dataType)
      lazy val converter16 = CatalystTypeConverters.createToScalaConverter(child16.dataType)
      lazy val converter17 = CatalystTypeConverters.createToScalaConverter(child17.dataType)
      lazy val converter18 = CatalystTypeConverters.createToScalaConverter(child18.dataType)
      lazy val converter19 = CatalystTypeConverters.createToScalaConverter(child19.dataType)
      lazy val converter20 = CatalystTypeConverters.createToScalaConverter(child20.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)),
          converter9(child9.eval(input)),
          converter10(child10.eval(input)),
          converter11(child11.eval(input)),
          converter12(child12.eval(input)),
          converter13(child13.eval(input)),
          converter14(child14.eval(input)),
          converter15(child15.eval(input)),
          converter16(child16.eval(input)),
          converter17(child17.eval(input)),
          converter18(child18.eval(input)),
          converter19(child19.eval(input)),
          converter20(child20.eval(input)))
      }

    case 22 =>
      val func = function.asInstanceOf[(Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any, Any) => Any]
      val child0 = children(0)
      val child1 = children(1)
      val child2 = children(2)
      val child3 = children(3)
      val child4 = children(4)
      val child5 = children(5)
      val child6 = children(6)
      val child7 = children(7)
      val child8 = children(8)
      val child9 = children(9)
      val child10 = children(10)
      val child11 = children(11)
      val child12 = children(12)
      val child13 = children(13)
      val child14 = children(14)
      val child15 = children(15)
      val child16 = children(16)
      val child17 = children(17)
      val child18 = children(18)
      val child19 = children(19)
      val child20 = children(20)
      val child21 = children(21)
      lazy val converter0 = CatalystTypeConverters.createToScalaConverter(child0.dataType)
      lazy val converter1 = CatalystTypeConverters.createToScalaConverter(child1.dataType)
      lazy val converter2 = CatalystTypeConverters.createToScalaConverter(child2.dataType)
      lazy val converter3 = CatalystTypeConverters.createToScalaConverter(child3.dataType)
      lazy val converter4 = CatalystTypeConverters.createToScalaConverter(child4.dataType)
      lazy val converter5 = CatalystTypeConverters.createToScalaConverter(child5.dataType)
      lazy val converter6 = CatalystTypeConverters.createToScalaConverter(child6.dataType)
      lazy val converter7 = CatalystTypeConverters.createToScalaConverter(child7.dataType)
      lazy val converter8 = CatalystTypeConverters.createToScalaConverter(child8.dataType)
      lazy val converter9 = CatalystTypeConverters.createToScalaConverter(child9.dataType)
      lazy val converter10 = CatalystTypeConverters.createToScalaConverter(child10.dataType)
      lazy val converter11 = CatalystTypeConverters.createToScalaConverter(child11.dataType)
      lazy val converter12 = CatalystTypeConverters.createToScalaConverter(child12.dataType)
      lazy val converter13 = CatalystTypeConverters.createToScalaConverter(child13.dataType)
      lazy val converter14 = CatalystTypeConverters.createToScalaConverter(child14.dataType)
      lazy val converter15 = CatalystTypeConverters.createToScalaConverter(child15.dataType)
      lazy val converter16 = CatalystTypeConverters.createToScalaConverter(child16.dataType)
      lazy val converter17 = CatalystTypeConverters.createToScalaConverter(child17.dataType)
      lazy val converter18 = CatalystTypeConverters.createToScalaConverter(child18.dataType)
      lazy val converter19 = CatalystTypeConverters.createToScalaConverter(child19.dataType)
      lazy val converter20 = CatalystTypeConverters.createToScalaConverter(child20.dataType)
      lazy val converter21 = CatalystTypeConverters.createToScalaConverter(child21.dataType)
      (input: InternalRow) => {
        func(
          converter0(child0.eval(input)),
          converter1(child1.eval(input)),
          converter2(child2.eval(input)),
          converter3(child3.eval(input)),
          converter4(child4.eval(input)),
          converter5(child5.eval(input)),
          converter6(child6.eval(input)),
          converter7(child7.eval(input)),
          converter8(child8.eval(input)),
          converter9(child9.eval(input)),
          converter10(child10.eval(input)),
          converter11(child11.eval(input)),
          converter12(child12.eval(input)),
          converter13(child13.eval(input)),
          converter14(child14.eval(input)),
          converter15(child15.eval(input)),
          converter16(child16.eval(input)),
          converter17(child17.eval(input)),
          converter18(child18.eval(input)),
          converter19(child19.eval(input)),
          converter20(child20.eval(input)),
          converter21(child21.eval(input)))
      }
  }

  // scalastyle:on

  // Generate codes used to convert the arguments to Scala type for user-defined funtions
  private[this] def genCodeForConverter(ctx: CodeGenContext, index: Int): String = {
    val converterClassName = classOf[Any => Any].getName
    val typeConvertersClassName = CatalystTypeConverters.getClass.getName + ".MODULE$"
    val expressionClassName = classOf[Expression].getName
    val scalaUDFClassName = classOf[ScalaUDF].getName

    val converterTerm = ctx.freshName("converter")
    val expressionIdx = ctx.references.size - 1
    ctx.addMutableState(converterClassName, converterTerm,
      s"this.$converterTerm = ($converterClassName)$typeConvertersClassName" +
        s".createToScalaConverter(((${expressionClassName})((($scalaUDFClassName)" +
          s"expressions[$expressionIdx]).getChildren().apply($index))).dataType());")
    converterTerm
  }

  override def genCode(
      ctx: CodeGenContext,
      ev: GeneratedExpressionCode): String = {

    ctx.references += this

    val scalaUDFClassName = classOf[ScalaUDF].getName
    val converterClassName = classOf[Any => Any].getName
    val typeConvertersClassName = CatalystTypeConverters.getClass.getName + ".MODULE$"
    val expressionClassName = classOf[Expression].getName

    // Generate codes used to convert the returned value of user-defined functions to Catalyst type
    val catalystConverterTerm = ctx.freshName("catalystConverter")
    val catalystConverterTermIdx = ctx.references.size - 1
    ctx.addMutableState(converterClassName, catalystConverterTerm,
      s"this.$catalystConverterTerm = ($converterClassName)$typeConvertersClassName" +
        s".createToCatalystConverter((($scalaUDFClassName)expressions" +
          s"[$catalystConverterTermIdx]).dataType());")

    val resultTerm = ctx.freshName("result")

    // This must be called before children expressions' codegen
    // because ctx.references is used in genCodeForConverter
    val converterTerms = (0 until children.size).map(genCodeForConverter(ctx, _))

    // Initialize user-defined function
    val funcClassName = s"scala.Function${children.size}"

    val funcTerm = ctx.freshName("udf")
    val funcExpressionIdx = ctx.references.size - 1
    ctx.addMutableState(funcClassName, funcTerm,
      s"this.$funcTerm = ($funcClassName)((($scalaUDFClassName)expressions" +
        s"[$funcExpressionIdx]).userDefinedFunc());")

    // codegen for children expressions
    val evals = children.map(_.gen(ctx))

    // Generate the codes for expressions and calling user-defined function
    // We need to get the boxedType of dataType's javaType here. Because for the dataType
    // such as IntegerType, its javaType is `int` and the returned type of user-defined
    // function is Object. Trying to convert an Object to `int` will cause casting exception.
    val evalCode = evals.map(_.code).mkString
    val (converters, funcArguments) = converterTerms.zipWithIndex.map { case (converter, i) =>
      val eval = evals(i)
      val argTerm = ctx.freshName("arg")
      val convert = s"Object $argTerm = ${eval.isNull} ? null : $converter.apply(${eval.value});"
      (convert, argTerm)
    }.unzip

    val callFunc = s"${ctx.boxedType(dataType)} $resultTerm = " +
      s"(${ctx.boxedType(dataType)})${catalystConverterTerm}" +
        s".apply($funcTerm.apply(${funcArguments.mkString(", ")}));"

    s"""
      $evalCode
      ${converters.mkString("\n")}
      $callFunc

      boolean ${ev.isNull} = $resultTerm == null;
      ${ctx.javaType(dataType)} ${ev.value} = ${ctx.defaultValue(dataType)};
      if (!${ev.isNull}) {
        ${ev.value} = $resultTerm;
      }
    """
  }

  private[this] val converter = CatalystTypeConverters.createToCatalystConverter(dataType)
  override def eval(input: InternalRow): Any = converter(f(input))
}




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