[SPARK-16922] Query with Broadcast Hash join fails due to executor OOM in Spark 2.0 - ASF JIRA

Attach files

Attach Screenshot

Voters

Watch issue

Watchers

Create sub-task

Link

Clone

Update Comment Author

Replace String in Comment

Update Comment Visibility

Delete Comments

XML

Word

Printable

JSON

Details

Type: Bug
Status: Resolved
Priority: Major
Resolution: Fixed
Affects Version/s: 2.0.0
Fix Version/s: 2.0.1, 2.1.0
Component/s: Shuffle, Spark Core
Labels:
None

Description

A query which used to work in Spark 1.6 fails with executor OOM in 2.0.

Stack trace -

	at org.apache.spark.unsafe.types.UTF8String.getBytes(UTF8String.java:229)
	at org.apache.spark.sql.catalyst.expressions.GeneratedClass$GeneratedIterator$agg_VectorizedHashMap.hash$(Unknown Source)
	at org.apache.spark.sql.catalyst.expressions.GeneratedClass$GeneratedIterator$agg_VectorizedHashMap.findOrInsert(Unknown Source)
	at org.apache.spark.sql.catalyst.expressions.GeneratedClass$GeneratedIterator.agg_doAggregateWithKeys$(Unknown Source)
	at org.apache.spark.sql.catalyst.expressions.GeneratedClass$GeneratedIterator.processNext(Unknown Source)
	at org.apache.spark.sql.execution.BufferedRowIterator.hasNext(BufferedRowIterator.java:43)
	at org.apache.spark.sql.execution.WholeStageCodegenExec$$anonfun$8$$anon$1.hasNext(WholeStageCodegenExec.scala:370)
	at scala.collection.Iterator$$anon$11.hasNext(Iterator.scala:408)
	at org.apache.spark.shuffle.sort.UnsafeShuffleWriter.write(UnsafeShuffleWriter.java:161)
	at org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:79)
	at org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:47)
	at org.apache.spark.scheduler.Task.run(Task.scala:85)
	at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:274)
	at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
	at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
	at java.lang.Thread.run(Thread.java:745)

Query plan in Spark 1.6

== Physical Plan ==
TungstenAggregate(key=[field1#101], functions=[(sum((field2#74 / 100.0)),mode=Final,isDistinct=false)], output=[field1#101,field3#3])
+- TungstenExchange hashpartitioning(field1#101,200), None
   +- TungstenAggregate(key=[field1#101], functions=[(sum((field2#74 / 100.0)),mode=Partial,isDistinct=false)], output=[field1#101,sum#111])
      +- Project [field1#101,field2#74]
         +- BroadcastHashJoin [field5#63L], [cast(cast(field4#97 as decimal(20,0)) as bigint)], BuildRight
            :- ConvertToUnsafe
            :  +- HiveTableScan [field2#74,field5#63L], MetastoreRelation foo, table1, Some(a), [(ds#57 >= 2013-10-01),(ds#57 <= 2013-12-31)]
            +- ConvertToUnsafe
               +- HiveTableScan [field1#101,field4#97], MetastoreRelation foo, table2, Some(b)

Query plan in 2.0

== Physical Plan ==
*HashAggregate(keys=[field1#160], functions=[sum((field2#133 / 100.0))])
+- Exchange hashpartitioning(field1#160, 200)
   +- *HashAggregate(keys=[field1#160], functions=[partial_sum((field2#133 / 100.0))])
      +- *Project [field2#133, field1#160]
         +- *BroadcastHashJoin [field5#122L], [cast(cast(field4#156 as decimal(20,0)) as bigint)], Inner, BuildRight
            :- *Filter isnotnull(field5#122L)
            :  +- HiveTableScan [field5#122L, field2#133], MetastoreRelation foo, table1, a, [isnotnull(ds#116), (ds#116 >= 2013-10-01), (ds#116 <= 2013-12-31)]
            +- BroadcastExchange HashedRelationBroadcastMode(List(cast(cast(input[0, string, false] as decimal(20,0)) as bigint)))
               +- *Filter isnotnull(field4#156)
                  +- HiveTableScan [field4#156, field1#160], MetastoreRelation foo, table2, b