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104 changes: 104 additions & 0 deletions sql/catalyst/src/test/scala/org/apache/spark/sql/HashBenchmark.scala
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/*
* 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

import org.apache.spark.sql.catalyst.encoders.RowEncoder
import org.apache.spark.sql.catalyst.expressions.{Murmur3Hash, UnsafeProjection}
import org.apache.spark.sql.catalyst.expressions.codegen.GenerateSafeProjection
import org.apache.spark.sql.types._
import org.apache.spark.util.Benchmark

/**
* Benchmark for the previous interpreted hash function(InternalRow.hashCode) vs the new codegen
* hash expression(Murmur3Hash).
*/
object HashBenchmark {

def test(name: String, schema: StructType, iters: Int): Unit = {
val numRows = 1024 * 8

val generator = RandomDataGenerator.forType(schema, nullable = false).get
val encoder = RowEncoder(schema)
val attrs = schema.toAttributes
val safeProjection = GenerateSafeProjection.generate(attrs, attrs)

val rows = (1 to numRows).map(_ =>
// The output of encoder is UnsafeRow, use safeProjection to turn in into safe format.
safeProjection(encoder.toRow(generator().asInstanceOf[Row])).copy()
).toArray

val benchmark = new Benchmark("Hash For " + name, iters * numRows)
benchmark.addCase("interpreted version") { _: Int =>
for (_ <- 0L until iters) {
var sum = 0
var i = 0
while (i < numRows) {
sum += rows(i).hashCode()
i += 1
}
}
}

val getHashCode = UnsafeProjection.create(new Murmur3Hash(attrs) :: Nil, attrs)
benchmark.addCase("codegen version") { _: Int =>
for (_ <- 0L until iters) {
var sum = 0
var i = 0
while (i < numRows) {
sum += getHashCode(rows(i)).getInt(0)
i += 1
}
}
}
benchmark.run()
}

def main(args: Array[String]): Unit = {
val simple = new StructType().add("i", IntegerType)
test("simple", simple, 1024)

val normal = new StructType()
.add("null", NullType)
.add("boolean", BooleanType)
.add("byte", ByteType)
.add("short", ShortType)
.add("int", IntegerType)
.add("long", LongType)
.add("float", FloatType)
.add("double", DoubleType)
.add("bigDecimal", DecimalType.SYSTEM_DEFAULT)
.add("smallDecimal", DecimalType.USER_DEFAULT)
.add("string", StringType)
.add("binary", BinaryType)
.add("date", DateType)
.add("timestamp", TimestampType)
test("normal", normal, 128)

val arrayOfInt = ArrayType(IntegerType)
val array = new StructType()
.add("array", arrayOfInt)
.add("arrayOfArray", ArrayType(arrayOfInt))
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Can you include the results as comments for each test() case?

test("array", array, 64)

val mapOfInt = MapType(IntegerType, IntegerType)
val map = new StructType()
.add("map", mapOfInt)
.add("mapOfMap", MapType(IntegerType, mapOfInt))
test("map", map, 64)
}
}