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Merge in a sketch of a unit test for the new sorter (now failing).
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190 changes: 190 additions & 0 deletions
190
sql/core/src/main/scala/org/apache/spark/sql/execution/joins/UnsafeSortMergeJoin.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. | ||
*/ | ||
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package org.apache.spark.sql.execution.joins | ||
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import java.util.NoSuchElementException | ||
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import org.apache.spark.annotation.DeveloperApi | ||
import org.apache.spark.rdd.RDD | ||
import org.apache.spark.sql.Row | ||
import org.apache.spark.sql.catalyst.expressions._ | ||
import org.apache.spark.sql.catalyst.plans._ | ||
import org.apache.spark.sql.catalyst.plans.physical._ | ||
import org.apache.spark.sql.execution.{UnsafeExternalSort, BinaryNode, SparkPlan} | ||
import org.apache.spark.util.collection.CompactBuffer | ||
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/** | ||
* :: DeveloperApi :: | ||
* Performs an sort merge join of two child relations. | ||
* TODO(josh): Document | ||
*/ | ||
@DeveloperApi | ||
case class UnsafeSortMergeJoin( | ||
leftKeys: Seq[Expression], | ||
rightKeys: Seq[Expression], | ||
left: SparkPlan, | ||
right: SparkPlan) extends BinaryNode { | ||
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override def output: Seq[Attribute] = left.output ++ right.output | ||
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override def outputPartitioning: Partitioning = left.outputPartitioning | ||
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override def requiredChildDistribution: Seq[Distribution] = | ||
ClusteredDistribution(leftKeys) :: ClusteredDistribution(rightKeys) :: Nil | ||
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// this is to manually construct an ordering that can be used to compare keys from both sides | ||
private val keyOrdering: RowOrdering = RowOrdering.forSchema(leftKeys.map(_.dataType)) | ||
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override def outputOrdering: Seq[SortOrder] = requiredOrders(leftKeys) | ||
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@transient protected lazy val leftKeyGenerator = newProjection(leftKeys, left.output) | ||
@transient protected lazy val rightKeyGenerator = newProjection(rightKeys, right.output) | ||
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private def requiredOrders(keys: Seq[Expression]): Seq[SortOrder] = | ||
keys.map(SortOrder(_, Ascending)) | ||
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protected override def doExecute(): RDD[Row] = { | ||
// Note that we purposely do not require out input to be sorted. Instead, we'll sort it | ||
// ourselves using UnsafeExternalSorter. Not requiring the input to be sorted will prevent the | ||
// Exchange from pushing the sort into the shuffle, which will allow the shuffle to benefit from | ||
// Project Tungsten's shuffle optimizations which currently cannot be applied to shuffles that | ||
// specify a key ordering. | ||
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// Only sort if necessary: | ||
val leftOrder = requiredOrders(leftKeys) | ||
val leftResults = { | ||
if (left.outputOrdering == leftOrder) { | ||
left.execute().map(_.copy()) | ||
} else { | ||
new UnsafeExternalSort(leftOrder, global = false, left).execute() | ||
} | ||
} | ||
val rightOrder = requiredOrders(rightKeys) | ||
val rightResults = { | ||
if (right.outputOrdering == rightOrder) { | ||
right.execute().map(_.copy()) | ||
} else { | ||
new UnsafeExternalSort(rightOrder, global = false, right).execute() | ||
} | ||
} | ||
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leftResults.zipPartitions(rightResults) { (leftIter, rightIter) => | ||
new Iterator[Row] { | ||
// Mutable per row objects. | ||
private[this] val joinRow = new JoinedRow5 | ||
private[this] var leftElement: Row = _ | ||
private[this] var rightElement: Row = _ | ||
private[this] var leftKey: Row = _ | ||
private[this] var rightKey: Row = _ | ||
private[this] var rightMatches: CompactBuffer[Row] = _ | ||
private[this] var rightPosition: Int = -1 | ||
private[this] var stop: Boolean = false | ||
private[this] var matchKey: Row = _ | ||
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// initialize iterator | ||
initialize() | ||
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override final def hasNext: Boolean = nextMatchingPair() | ||
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override final def next(): Row = { | ||
if (hasNext) { | ||
// we are using the buffered right rows and run down left iterator | ||
val joinedRow = joinRow(leftElement, rightMatches(rightPosition)) | ||
rightPosition += 1 | ||
if (rightPosition >= rightMatches.size) { | ||
rightPosition = 0 | ||
fetchLeft() | ||
if (leftElement == null || keyOrdering.compare(leftKey, matchKey) != 0) { | ||
stop = false | ||
rightMatches = null | ||
} | ||
} | ||
joinedRow | ||
} else { | ||
// no more result | ||
throw new NoSuchElementException | ||
} | ||
} | ||
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private def fetchLeft() = { | ||
if (leftIter.hasNext) { | ||
leftElement = leftIter.next() | ||
println(leftElement) | ||
leftKey = leftKeyGenerator(leftElement) | ||
} else { | ||
leftElement = null | ||
} | ||
} | ||
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private def fetchRight() = { | ||
if (rightIter.hasNext) { | ||
rightElement = rightIter.next() | ||
println(right) | ||
rightKey = rightKeyGenerator(rightElement) | ||
} else { | ||
rightElement = null | ||
} | ||
} | ||
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private def initialize() = { | ||
fetchLeft() | ||
fetchRight() | ||
} | ||
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/** | ||
* Searches the right iterator for the next rows that have matches in left side, and store | ||
* them in a buffer. | ||
* | ||
* @return true if the search is successful, and false if the right iterator runs out of | ||
* tuples. | ||
*/ | ||
private def nextMatchingPair(): Boolean = { | ||
if (!stop && rightElement != null) { | ||
// run both side to get the first match pair | ||
while (!stop && leftElement != null && rightElement != null) { | ||
val comparing = keyOrdering.compare(leftKey, rightKey) | ||
// for inner join, we need to filter those null keys | ||
stop = comparing == 0 && !leftKey.anyNull | ||
if (comparing > 0 || rightKey.anyNull) { | ||
fetchRight() | ||
} else if (comparing < 0 || leftKey.anyNull) { | ||
fetchLeft() | ||
} | ||
} | ||
rightMatches = new CompactBuffer[Row]() | ||
if (stop) { | ||
stop = false | ||
// iterate the right side to buffer all rows that matches | ||
// as the records should be ordered, exit when we meet the first that not match | ||
while (!stop && rightElement != null) { | ||
rightMatches += rightElement | ||
fetchRight() | ||
stop = keyOrdering.compare(leftKey, rightKey) != 0 | ||
} | ||
if (rightMatches.size > 0) { | ||
rightPosition = 0 | ||
matchKey = leftKey | ||
} | ||
} | ||
} | ||
rightMatches != null && rightMatches.size > 0 | ||
} | ||
} | ||
} | ||
} | ||
} |
52 changes: 52 additions & 0 deletions
52
sql/core/src/test/scala/org/apache/spark/sql/UnsafeSortMergeJoinSuite.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. | ||
*/ | ||
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package org.apache.spark.sql | ||
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import org.apache.spark.sql.TestData._ | ||
import org.apache.spark.sql.execution.UnsafeExternalSort | ||
import org.apache.spark.sql.execution.joins._ | ||
import org.apache.spark.sql.test.TestSQLContext._ | ||
import org.apache.spark.sql.test.TestSQLContext.implicits._ | ||
import org.scalatest.BeforeAndAfterEach | ||
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class UnsafeSortMergeJoinSuite extends QueryTest with BeforeAndAfterEach { | ||
// Ensures tables are loaded. | ||
TestData | ||
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conf.setConf(SQLConf.SORTMERGE_JOIN, "true") | ||
conf.setConf(SQLConf.CODEGEN_ENABLED, "true") | ||
conf.setConf(SQLConf.UNSAFE_ENABLED, "true") | ||
conf.setConf(SQLConf.EXTERNAL_SORT, "true") | ||
conf.setConf(SQLConf.AUTO_BROADCASTJOIN_THRESHOLD, "-1") | ||
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test("basic sort merge join test") { | ||
val df = upperCaseData.join(lowerCaseData, $"n" === $"N") | ||
print(df.queryExecution.optimizedPlan) | ||
assert(df.queryExecution.sparkPlan.collect { | ||
case smj: UnsafeSortMergeJoin => smj | ||
}.nonEmpty) | ||
checkAnswer( | ||
df, | ||
Seq( | ||
Row(1, "A", 1, "a"), | ||
Row(2, "B", 2, "b"), | ||
Row(3, "C", 3, "c"), | ||
Row(4, "D", 4, "d") | ||
)) | ||
} | ||
} |
62 changes: 62 additions & 0 deletions
62
sql/core/src/test/scala/org/apache/spark/sql/execution/UnsafeExternalSortSuite.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. | ||
*/ | ||
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package org.apache.spark.sql.execution | ||
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import org.apache.spark.sql.catalyst.CatalystTypeConverters | ||
import org.scalatest.{FunSuite, Matchers} | ||
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import org.apache.spark.sql.{SQLConf, SQLContext, Row} | ||
import org.apache.spark.sql.catalyst.expressions._ | ||
import org.apache.spark.sql.types._ | ||
import org.apache.spark.sql.test.TestSQLContext | ||
import org.apache.spark.sql.test.TestSQLContext.implicits._ | ||
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class UnsafeExternalSortSuite extends FunSuite with Matchers { | ||
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private def createRow(values: Any*): Row = { | ||
new GenericRow(values.map(CatalystTypeConverters.convertToCatalyst).toArray) | ||
} | ||
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test("basic sorting") { | ||
val sc = TestSQLContext.sparkContext | ||
val sqlContext = new SQLContext(sc) | ||
sqlContext.conf.setConf(SQLConf.CODEGEN_ENABLED, "true") | ||
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val schema: StructType = StructType( | ||
StructField("word", StringType, nullable = false) :: | ||
StructField("number", IntegerType, nullable = false) :: Nil) | ||
val sortOrder: Seq[SortOrder] = Seq( | ||
SortOrder(BoundReference(0, StringType, nullable = false), Ascending), | ||
SortOrder(BoundReference(1, IntegerType, nullable = false), Descending)) | ||
val rowsToSort: Seq[Row] = Seq( | ||
createRow("Hello", 9), | ||
createRow("World", 4), | ||
createRow("Hello", 7), | ||
createRow("Skinny", 0), | ||
createRow("Constantinople", 9)) | ||
SparkPlan.currentContext.set(sqlContext) | ||
val input = | ||
new PhysicalRDD(schema.toAttributes.map(_.toAttribute), sc.parallelize(rowsToSort, 1)) | ||
// Treat the existing sort operators as the source-of-truth for this test | ||
val defaultSorted = new Sort(sortOrder, global = false, input).executeCollect() | ||
val externalSorted = new ExternalSort(sortOrder, global = false, input).executeCollect() | ||
val unsafeSorted = new UnsafeExternalSort(sortOrder, global = false, input).executeCollect() | ||
assert (defaultSorted === externalSorted) | ||
assert (unsafeSorted === externalSorted) | ||
} | ||
} |
41 changes: 41 additions & 0 deletions
41
...src/test/scala/org/apache/spark/sql/hive/execution/UnsafeSortMergeCompatibiltySuite.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. | ||
*/ | ||
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package org.apache.spark.sql.hive.execution | ||
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import org.apache.spark.sql.SQLConf | ||
import org.apache.spark.sql.hive.test.TestHive | ||
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/** | ||
* Runs the test cases that are included in the hive distribution with sort merge join and | ||
* unsafe external sort enabled. | ||
*/ | ||
class UnsafeSortMergeCompatibiltySuite extends SortMergeCompatibilitySuite { | ||
override def beforeAll() { | ||
super.beforeAll() | ||
TestHive.setConf(SQLConf.CODEGEN_ENABLED, "true") | ||
TestHive.setConf(SQLConf.UNSAFE_ENABLED, "true") | ||
TestHive.setConf(SQLConf.EXTERNAL_SORT, "true") | ||
} | ||
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override def afterAll() { | ||
TestHive.setConf(SQLConf.CODEGEN_ENABLED, "false") | ||
TestHive.setConf(SQLConf.UNSAFE_ENABLED, "false") | ||
TestHive.setConf(SQLConf.EXTERNAL_SORT, "false") | ||
super.afterAll() | ||
} | ||
} |