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author | Davies Liu <davies@databricks.com> | 2016-10-07 15:03:47 -0700 |
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committer | Davies Liu <davies.liu@gmail.com> | 2016-10-07 15:03:47 -0700 |
commit | 94b24b84a666517e31e9c9d693f92d9bbfd7f9ad (patch) | |
tree | 6dc1d48620525efa376d2c658762a70e806b2b7f | |
parent | 97594c29b723f372a5c4c061760015bd78d01f50 (diff) | |
download | spark-94b24b84a666517e31e9c9d693f92d9bbfd7f9ad.tar.gz spark-94b24b84a666517e31e9c9d693f92d9bbfd7f9ad.tar.bz2 spark-94b24b84a666517e31e9c9d693f92d9bbfd7f9ad.zip |
[SPARK-17806] [SQL] fix bug in join key rewritten in HashJoin
## 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.
-rw-r--r-- | sql/core/src/main/scala/org/apache/spark/sql/execution/joins/HashJoin.scala | 65 | ||||
-rw-r--r-- | sql/core/src/test/scala/org/apache/spark/sql/execution/joins/BroadcastJoinSuite.scala | 47 |
2 files changed, 79 insertions, 33 deletions
diff --git a/sql/core/src/main/scala/org/apache/spark/sql/execution/joins/HashJoin.scala b/sql/core/src/main/scala/org/apache/spark/sql/execution/joins/HashJoin.scala index 8ddac19bf1..05c5e2f4cd 100644 --- a/sql/core/src/main/scala/org/apache/spark/sql/execution/joins/HashJoin.scala +++ b/sql/core/src/main/scala/org/apache/spark/sql/execution/joins/HashJoin.scala @@ -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) @@ -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 + } +} diff --git a/sql/core/src/test/scala/org/apache/spark/sql/execution/joins/BroadcastJoinSuite.scala b/sql/core/src/test/scala/org/apache/spark/sql/execution/joins/BroadcastJoinSuite.scala index 97adffa8ce..83db81ea3f 100644 --- a/sql/core/src/test/scala/org/apache/spark/sql/execution/joins/BroadcastJoinSuite.scala +++ b/sql/core/src/test/scala/org/apache/spark/sql/execution/joins/BroadcastJoinSuite.scala @@ -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. @@ -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) + } } |