I test the performance of the tail recursion optimization in Scala. So I test it in both eclipse and sbt. However, I only get the result that the tail recursion version works much worse than the normal. I wonder the reason for it.
And here's my code.
package MyList
sealed trait List[+A]
case object Nil extends List[Nothing]
case class Cons[+A](head: A, tail: List[A]) extends List[A]
object List { // companion object
  def sum(ints: List[Int]): Int = ints match {
    case Nil => 0
    case Cons(x, xs) => x+sum(xs)
  }
  def sum_tail_recursion(ints: List[Int]): Int = {
    @scala.annotation.tailrec
    def helper(ls: List[Int], res: Int): Int = ls match {
      case Nil => res
      case Cons(x, xs) => helper(xs, res+x)
    }
    helper(ints, 0)
  }
  def generate_tail_recursion(n: Int): List[Int] = {
    @scala.annotation.tailrec
    def helper(x: Int, ls: List[Int]): List[Int] = x match {
      case 0 => ls
      case x => helper(x-1, Cons(x, ls))
    }
    helper(n, Nil)
  }
  def generate(n: Int): List[Int] = n match {
    case 0 => Nil
    case x => Cons(x, generate(x-1))
  }
  def time[A](block: => A): A = {
    val t0 = System.nanoTime()
    val result = block
    val t1 = System.nanoTime()
    println("Elapsed time: " + (t1-t0) + "ns")
    result
  }
}
Additionally, I find that generate(10000) will cause the stack overflow but generate_tail_recursion(10000) won't. (But the latter one will cause some toString error. How can I solve it?)
So, how can I improve the performance by using tail recursion in Scala? Thanks!
Update:
Here's the errors.
When I run 'generate(10000)':
java.lang.StackOverflowError
        at scala.runtime.BoxesRunTime.boxToInteger(BoxesRunTime.java:70)
        at MyList.List$.generate(List.scala:56)
        at MyList.List$.generate(List.scala:56)
        at MyList.List$.generate(List.scala:56)
        at MyList.List$.generate(List.scala:56)
When I run generate_tail_recursion(10000):
java.lang.StackOverflowError
        at scala.collection.AbstractIterator.addString(Iterator.scala:1157)
        at scala.collection.TraversableOnce$class.mkString(TraversableOnce.scala:286)
        at scala.collection.AbstractIterator.mkString(Iterator.scala:1157)
        at scala.runtime.ScalaRunTime$._toString(ScalaRunTime.scala:170)
        at MyList.Cons.toString(List.scala:5)
        at java.lang.String.valueOf(Unknown Source)
        at scala.collection.mutable.StringBuilder.append(StringBuilder.scala:197)
        at scala.collection.TraversableOnce$$anonfun$addString$1.apply(TraversableOnce.scala:327)
        at scala.collection.Iterator$class.foreach(Iterator.scala:727)
        at scala.collection.AbstractIterator.foreach(Iterator.scala:1157)
        at scala.collection.TraversableOnce$class.addString(TraversableOnce.scala:320)
        at scala.collection.AbstractIterator.addString(Iterator.scala:1157)
        at scala.collection.TraversableOnce$class.mkString(TraversableOnce.scala:286)
        at scala.collection.AbstractIterator.mkString(Iterator.scala:1157)
        at scala.runtime.ScalaRunTime$._toString(ScalaRunTime.scala:170)
 
     
    