Github user rxin commented on a diff in the pull request:

    https://github.com/apache/spark/pull/12913#discussion_r84570784
  
    --- Diff: 
core/src/test/scala/org/apache/spark/serializer/KryoBenchmark.scala ---
    @@ -0,0 +1,133 @@
    +/*
    + * 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.serializer
    +
    +import scala.reflect.ClassTag
    +import scala.util.Random
    +
    +import org.apache.spark.{SparkConf, SparkFunSuite}
    +import org.apache.spark.serializer.KryoTest._
    +import org.apache.spark.util.Benchmark
    +
    +class KryoBenchmark extends SparkFunSuite {
    +  val benchmark = new Benchmark("Benchmark Kryo Unsafe vs safe 
Serialization", 1024 * 1024 * 15, 10)
    +
    +  ignore(s"Benchmark Kryo Unsafe vs safe Serialization") {
    +    Seq (true, false).foreach (runBenchmark)
    +    benchmark.run()
    +
    +    // scalastyle:off
    +    /*
    +      Benchmark Kryo Unsafe vs safe Serialization: Best/Avg Time(ms)    
Rate(M/s)   Per Row(ns)   Relative
    +      
------------------------------------------------------------------------------------------------
    +      basicTypes: Int unsafe:true                    160 /  178         
98.5          10.1       1.0X
    +      basicTypes: Long unsafe:true                   210 /  218         
74.9          13.4       0.8X
    +      basicTypes: Float unsafe:true                  203 /  213         
77.5          12.9       0.8X
    +      basicTypes: Double unsafe:true                 226 /  235         
69.5          14.4       0.7X
    +      Array: Int unsafe:true                        1087 / 1101         
14.5          69.1       0.1X
    +      Array: Long unsafe:true                       2758 / 2844          
5.7         175.4       0.1X
    +      Array: Float unsafe:true                      1511 / 1552         
10.4          96.1       0.1X
    +      Array: Double unsafe:true                     2942 / 2972          
5.3         187.0       0.1X
    +      Map of string->Double unsafe:true             2645 / 2739          
5.9         168.2       0.1X
    +      basicTypes: Int unsafe:false                   211 /  218         
74.7          13.4       0.8X
    +      basicTypes: Long unsafe:false                  247 /  253         
63.6          15.7       0.6X
    +      basicTypes: Float unsafe:false                 211 /  216         
74.5          13.4       0.8X
    +      basicTypes: Double unsafe:false                227 /  233         
69.2          14.4       0.7X
    +      Array: Int unsafe:false                       3012 / 3032          
5.2         191.5       0.1X
    +      Array: Long unsafe:false                      4463 / 4515          
3.5         283.8       0.0X
    +      Array: Float unsafe:false                     2788 / 2868          
5.6         177.2       0.1X
    +      Array: Double unsafe:false                    3558 / 3752          
4.4         226.2       0.0X
    +      Map of string->Double unsafe:false            2806 / 2933          
5.6         178.4       0.1X
    +    */
    +    // scalastyle:on
    +  }
    +
    +  private def runBenchmark(useUnsafe: Boolean): Unit = {
    +    def addBenchmark(name: String, values: Long)(f: => Long): Unit = {
    +      benchmark.addCase(s"$name unsafe:$useUnsafe") { _ =>
    +        f
    +      }
    +    }
    +
    +    def check[T: ClassTag](t: T, ser: SerializerInstance): Int = {
    +      if (ser.deserialize[T](ser.serialize(t)) === t) 1 else 0
    +    }
    +
    +    val N1 = 1000000
    +    def basicTypes[T: ClassTag](name: String, fn: () => T): Unit = {
    +      lazy val ser = createSerializer(useUnsafe)
    +      addBenchmark(s"basicTypes: $name", N1) {
    +        var sum = 0L
    +        var i = 0
    +        while (i < N1) {
    +          sum += check(fn(), ser)
    +          i += 1
    +        }
    +        sum
    +      }
    +    }
    +    basicTypes("Int", Random.nextInt)
    +    basicTypes("Long", Random.nextLong)
    +    basicTypes("Float", Random.nextFloat)
    +    basicTypes("Double", Random.nextDouble)
    +
    +    val N2 = 10000
    +    def basicTypeArray[T: ClassTag](name: String, fn: () => T): Unit = {
    +      lazy val ser = createSerializer(useUnsafe)
    +      addBenchmark(s"Array: $name", N2) {
    +        var sum = 0L
    +        var i = 0
    +        while (i < N2) {
    +          val arr = Array.fill[T](i)(fn())
    +          sum += check(arr, ser)
    +          i += 1
    +        }
    +        sum
    +      }
    +    }
    +    basicTypeArray("Int", Random.nextInt)
    +    basicTypeArray("Long", Random.nextLong)
    +    basicTypeArray("Float", Random.nextFloat)
    +    basicTypeArray("Double", Random.nextDouble)
    +
    +    {
    +      val N3 = 1000
    +      lazy val ser = createSerializer(useUnsafe)
    +      addBenchmark("Map of string->Double", N3) {
    +        var sum = 0L
    +        var i = 0
    +        while (i < N3) {
    +          val map = Array.fill(i)((Random.nextString(i / 10), 
Random.nextDouble())).toMap
    --- End diff --
    
    here too ...



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