Skip to content

Commit

Permalink
[SPARK-17806] [SQL] fix bug in join key rewritten in HashJoin
Browse files Browse the repository at this point in the history
## What changes were proposed in this pull request?

In HashJoin, we try to rewrite the join key as Long to improve the performance of finding a match. The rewriting part is not well tested, has a bug that could cause wrong result when there are at least three integral columns in the joining key also the total length of the key exceed 8 bytes.

## How was this patch tested?

Added unit test to covering the rewriting with different number of columns and different data types. Manually test the reported case and confirmed that this PR fix the bug.

Author: Davies Liu <davies@databricks.com>

Closes #15390 from davies/rewrite_key.
  • Loading branch information
Davies Liu authored and davies committed Oct 7, 2016
1 parent 97594c2 commit 94b24b8
Show file tree
Hide file tree
Showing 2 changed files with 79 additions and 33 deletions.
Original file line number Diff line number Diff line change
Expand Up @@ -63,45 +63,16 @@ trait HashJoin {
protected lazy val (buildKeys, streamedKeys) = {
require(leftKeys.map(_.dataType) == rightKeys.map(_.dataType),
"Join keys from two sides should have same types")
val lkeys = rewriteKeyExpr(leftKeys).map(BindReferences.bindReference(_, left.output))
val rkeys = rewriteKeyExpr(rightKeys).map(BindReferences.bindReference(_, right.output))
val lkeys = HashJoin.rewriteKeyExpr(leftKeys).map(BindReferences.bindReference(_, left.output))
val rkeys = HashJoin.rewriteKeyExpr(rightKeys)
.map(BindReferences.bindReference(_, right.output))
buildSide match {
case BuildLeft => (lkeys, rkeys)
case BuildRight => (rkeys, lkeys)
}
}

/**
* Try to rewrite the key as LongType so we can use getLong(), if they key can fit with a long.
*
* If not, returns the original expressions.
*/
private def rewriteKeyExpr(keys: Seq[Expression]): Seq[Expression] = {
var keyExpr: Expression = null
var width = 0
keys.foreach { e =>
e.dataType match {
case dt: IntegralType if dt.defaultSize <= 8 - width =>
if (width == 0) {
if (e.dataType != LongType) {
keyExpr = Cast(e, LongType)
} else {
keyExpr = e
}
width = dt.defaultSize
} else {
val bits = dt.defaultSize * 8
keyExpr = BitwiseOr(ShiftLeft(keyExpr, Literal(bits)),
BitwiseAnd(Cast(e, LongType), Literal((1L << bits) - 1)))
width -= bits
}
// TODO: support BooleanType, DateType and TimestampType
case other =>
return keys
}
}
keyExpr :: Nil
}


protected def buildSideKeyGenerator(): Projection =
UnsafeProjection.create(buildKeys)
Expand Down Expand Up @@ -247,3 +218,31 @@ trait HashJoin {
}
}
}

object HashJoin {
/**
* Try to rewrite the key as LongType so we can use getLong(), if they key can fit with a long.
*
* If not, returns the original expressions.
*/
private[joins] def rewriteKeyExpr(keys: Seq[Expression]): Seq[Expression] = {
assert(keys.nonEmpty)
// TODO: support BooleanType, DateType and TimestampType
if (keys.exists(!_.dataType.isInstanceOf[IntegralType])
|| keys.map(_.dataType.defaultSize).sum > 8) {
return keys
}

var keyExpr: Expression = if (keys.head.dataType != LongType) {
Cast(keys.head, LongType)
} else {
keys.head
}
keys.tail.foreach { e =>
val bits = e.dataType.defaultSize * 8
keyExpr = BitwiseOr(ShiftLeft(keyExpr, Literal(bits)),
BitwiseAnd(Cast(e, LongType), Literal((1L << bits) - 1)))
}
keyExpr :: Nil
}
}
Original file line number Diff line number Diff line change
Expand Up @@ -21,11 +21,13 @@ import scala.reflect.ClassTag

import org.apache.spark.AccumulatorSuite
import org.apache.spark.sql.{Dataset, QueryTest, Row, SparkSession}
import org.apache.spark.sql.catalyst.expressions.{BitwiseAnd, BitwiseOr, Cast, Literal, ShiftLeft}
import org.apache.spark.sql.execution.exchange.EnsureRequirements
import org.apache.spark.sql.execution.SparkPlan
import org.apache.spark.sql.functions._
import org.apache.spark.sql.internal.SQLConf
import org.apache.spark.sql.test.SQLTestUtils
import org.apache.spark.sql.types.{LongType, ShortType}

/**
* Test various broadcast join operators.
Expand Down Expand Up @@ -153,4 +155,49 @@ class BroadcastJoinSuite extends QueryTest with SQLTestUtils {
cases.foreach(assertBroadcastJoin)
}
}

test("join key rewritten") {
val l = Literal(1L)
val i = Literal(2)
val s = Literal.create(3, ShortType)
val ss = Literal("hello")

assert(HashJoin.rewriteKeyExpr(l :: Nil) === l :: Nil)
assert(HashJoin.rewriteKeyExpr(l :: l :: Nil) === l :: l :: Nil)
assert(HashJoin.rewriteKeyExpr(l :: i :: Nil) === l :: i :: Nil)

assert(HashJoin.rewriteKeyExpr(i :: Nil) === Cast(i, LongType) :: Nil)
assert(HashJoin.rewriteKeyExpr(i :: l :: Nil) === i :: l :: Nil)
assert(HashJoin.rewriteKeyExpr(i :: i :: Nil) ===
BitwiseOr(ShiftLeft(Cast(i, LongType), Literal(32)),
BitwiseAnd(Cast(i, LongType), Literal((1L << 32) - 1))) :: Nil)
assert(HashJoin.rewriteKeyExpr(i :: i :: i :: Nil) === i :: i :: i :: Nil)

assert(HashJoin.rewriteKeyExpr(s :: Nil) === Cast(s, LongType) :: Nil)
assert(HashJoin.rewriteKeyExpr(s :: l :: Nil) === s :: l :: Nil)
assert(HashJoin.rewriteKeyExpr(s :: s :: Nil) ===
BitwiseOr(ShiftLeft(Cast(s, LongType), Literal(16)),
BitwiseAnd(Cast(s, LongType), Literal((1L << 16) - 1))) :: Nil)
assert(HashJoin.rewriteKeyExpr(s :: s :: s :: Nil) ===
BitwiseOr(ShiftLeft(
BitwiseOr(ShiftLeft(Cast(s, LongType), Literal(16)),
BitwiseAnd(Cast(s, LongType), Literal((1L << 16) - 1))),
Literal(16)),
BitwiseAnd(Cast(s, LongType), Literal((1L << 16) - 1))) :: Nil)
assert(HashJoin.rewriteKeyExpr(s :: s :: s :: s :: Nil) ===
BitwiseOr(ShiftLeft(
BitwiseOr(ShiftLeft(
BitwiseOr(ShiftLeft(Cast(s, LongType), Literal(16)),
BitwiseAnd(Cast(s, LongType), Literal((1L << 16) - 1))),
Literal(16)),
BitwiseAnd(Cast(s, LongType), Literal((1L << 16) - 1))),
Literal(16)),
BitwiseAnd(Cast(s, LongType), Literal((1L << 16) - 1))) :: Nil)
assert(HashJoin.rewriteKeyExpr(s :: s :: s :: s :: s :: Nil) ===
s :: s :: s :: s :: s :: Nil)

assert(HashJoin.rewriteKeyExpr(ss :: Nil) === ss :: Nil)
assert(HashJoin.rewriteKeyExpr(l :: ss :: Nil) === l :: ss :: Nil)
assert(HashJoin.rewriteKeyExpr(i :: ss :: Nil) === i :: ss :: Nil)
}
}

0 comments on commit 94b24b8

Please sign in to comment.