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Posted to issues@spark.apache.org by "Peter Liu (JIRA)" <ji...@apache.org> on 2016/07/02 20:44:42 UTC
[jira] [Comment Edited] (SPARK-16333) Excessive Spark history
event/json data size (5GB each)
[ https://issues.apache.org/jira/browse/SPARK-16333?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15360321#comment-15360321 ]
Peter Liu edited comment on SPARK-16333 at 7/2/16 8:44 PM:
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(A) the number of events in both json files are almost the same (from spark1.6.1 and spark2.0.0-preview) by grep "Event":
20185 vs 20187
(B) the size of the events are hugely different. below are examples using the same unique spark task ids (the events are saved into a text file individually, spark1.6.1 vs spark2.0.0):
rwxrwx---+ 1 ...None 1080 Jul 2 15:40 Spak161-1stTaskEndEvent.txt
-rwxrwx---+ 1 ...None 1087 Jul 2 16:06 Spak161-Task2065-EndEvent.txt
-rwxrwx---+ 1 ...None 1083 Jul 2 16:01 Spak161-Task7588-EndEvent.txt
-rwxrwx---+ 1 ...None 4034 Jul 2 15:41 Spak200-1stTaskEndEvent.txt
-rwxrwx---+ 1 ...None 348629 Jul 2 16:06 Spak200-Task2065-EndEvent.txt
-rwxrwx---+ 1 ...None 1055990 Jul 2 16:00 Spak200-Task7588-EndEvent.txt
as seen, in case of spark1.6.1, the event size remains almost the same (from 1080 bytes to 1087 bytes). in case of spark2.0.0, the event size is much bigger and goes from 4kb to 1mb.
(C) below are the actual event content for spark161 and spark2.0.0:
note: this is NOT to say that the both events with the same task-id below are expected to be the same. but it should be obvious that the event sizes and contents are hugely different in the two spark versions for the same SQL RDD scenario.
(c.1) spark1.6.1 (SparkListenerTaskEnd, Task ID:2065)
{"Event":"SparkListenerTaskEnd","Stage ID":0,"Stage Attempt ID":0,"Task Type":"ShuffleMapTask","Task End Reason":
{"Reason":"Success"},"Task Info":{"Task ID":2065,"Index":2064,"Attempt":0,"Launch Time":1467401321187,"Executor
ID":"2","Host":"sparkhab2lab.austin.ibm.com","Locality":"NODE_LOCAL","Speculative":false,"Getting Result
Time":0,"Finish Time":1467401328341,"Failed":false,"Accumulables":[]},"Task Metrics":{"Host
Name":"sparkhab2lab.austin.ibm.com","Executor Deserialize Time":1,"Executor Run Time":7148,"Result Size":2997,"JVM
GC Time":687,"Result Serialization Time":0,"Memory Bytes Spilled":0,"Disk Bytes Spilled":0,"Shuffle Write
Metrics":{"Shuffle Bytes Written":13122761,"Shuffle Write Time":44066141,"Shuffle Records Written":267830},"Input
Metrics":{"Data Read Method":"Hadoop","Bytes Read":134283264,"Records Read":267830},"Updated Blocks":[{"Block
ID":"rdd_6_2064","Status":{"Storage Level":{"Use Disk":false,"Use Memory":true,"Use
ExternalBlockStore":false,"Deserialized":false,"Replication":1},"Memory Size":140503490,"ExternalBlockStore
Size":0,"Disk Size":0}}]}}
(c.2) event in spark 2.0.0 (SparkListenerTaskEnd, Task ID:2065)
{"Event":"SparkListenerTaskEnd","Stage ID":0,"Stage Attempt ID":0,"Task
Type":"ShuffleMapTask","Task End Reason":{"Reason":"Success"},"Task Info":{"Task
ID":2065,"Index":2060,"Attempt":0,"Launch Time":1467389390017,"Executor
ID":"3","Host":"sparkhab5lab.austin.ibm.com","Locality":"NODE_LOCAL","Speculative":false,"
Getting Result Time":0,"Finish Time":1467389398409,"Failed":false,"Accumulables":
[{"ID":14,"Name":"internal.metrics.executorDeserializeTime","Update":2,"Value":239518,"Int
ernal":true,"Count Failed Values":true},
{"ID":15,"Name":"internal.metrics.executorRunTime","Update":8383,"Value":15552865,"Interna
l":true,"Count Failed Values":true},
{"ID":16,"Name":"internal.metrics.resultSize","Update":2428,"Value":5063171,"Internal":tru
e,"Count Failed Values":true},
{"ID":17,"Name":"internal.metrics.jvmGCTime","Update":591,"Value":918485,"Internal":true,"
Count Failed Values":true},
{"ID":22,"Name":"internal.metrics.updatedBlockStatuses","Update":[{"Block
ID":"rdd_6_2060","Status":{"Storage Level":{"Use Disk":false,"Use
Memory":true,"Deserialized":false,"Replication":1},"Memory Size":140502847,"Disk
Size":0}}],"Value":[{"Block ID":"broadcast_2_piece0","Status":{"Storage Level":{"Use
Disk":false,"Use Memory":true,"Deserialized":false,"Replication":1},"Memory
Size":6008,"Disk Size":0}},{"Block ID":"broadcast_2","Status":{"Storage Level":{"Use
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Size":11760,"Disk Size":0}},{"Block ID":"rdd_6_32","Status":{"Storage Level":{"Use
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max)","Update":"139271079","Value":"273119664996","Internal":true,"Count Failed
Values":true,"Metadata":"sql"}]},"Task Metrics":{"Executor Deserialize Time":2,"Executor
Run Time":8383,"Result Size":2428,"JVM GC Time":591,"Result Serialization Time":0,"Memory
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was (Author: petergangliu):
(A) the number of events in both json files are almost the same (from spark1.6.1 and spark2.0.0-preview) by grep "event":
20185 vs 20187
(B) the size of the events are hugely different. below are examples using the same unique spark task ids (the events are saved into a text file individually, spark1.6.1 vs spark2.0.0):
rwxrwx---+ 1 ...None 1080 Jul 2 15:40 Spak161-1stTaskEndEvent.txt
-rwxrwx---+ 1 ...None 1087 Jul 2 16:06 Spak161-Task2065-EndEvent.txt
-rwxrwx---+ 1 ...None 1083 Jul 2 16:01 Spak161-Task7588-EndEvent.txt
-rwxrwx---+ 1 ...None 4034 Jul 2 15:41 Spak200-1stTaskEndEvent.txt
-rwxrwx---+ 1 ...None 348629 Jul 2 16:06 Spak200-Task2065-EndEvent.txt
-rwxrwx---+ 1 ...None 1055990 Jul 2 16:00 Spak200-Task7588-EndEvent.txt
as seen, in case of spark1.6.1, the event size remains almost the same (from 1080 bytes to 1087 bytes). in case of spark2.0.0, the event size is much bigger and goes from 4kb to 1mb.
(C) below are the actual event content for spark161 and spark2.0.0:
note: this is NOT to say that the both events with the same task-id below are expected to be the same. but it should be obvious that the event sizes and contents are hugely different in the two spark versions for the same SQL RDD scenario.
(c.1) spark1.6.1 (SparkListenerTaskEnd, Task ID:2065)
{"Event":"SparkListenerTaskEnd","Stage ID":0,"Stage Attempt ID":0,"Task Type":"ShuffleMapTask","Task End Reason":
{"Reason":"Success"},"Task Info":{"Task ID":2065,"Index":2064,"Attempt":0,"Launch Time":1467401321187,"Executor
ID":"2","Host":"sparkhab2lab.austin.ibm.com","Locality":"NODE_LOCAL","Speculative":false,"Getting Result
Time":0,"Finish Time":1467401328341,"Failed":false,"Accumulables":[]},"Task Metrics":{"Host
Name":"sparkhab2lab.austin.ibm.com","Executor Deserialize Time":1,"Executor Run Time":7148,"Result Size":2997,"JVM
GC Time":687,"Result Serialization Time":0,"Memory Bytes Spilled":0,"Disk Bytes Spilled":0,"Shuffle Write
Metrics":{"Shuffle Bytes Written":13122761,"Shuffle Write Time":44066141,"Shuffle Records Written":267830},"Input
Metrics":{"Data Read Method":"Hadoop","Bytes Read":134283264,"Records Read":267830},"Updated Blocks":[{"Block
ID":"rdd_6_2064","Status":{"Storage Level":{"Use Disk":false,"Use Memory":true,"Use
ExternalBlockStore":false,"Deserialized":false,"Replication":1},"Memory Size":140503490,"ExternalBlockStore
Size":0,"Disk Size":0}}]}}
(c.2) event in spark 2.0.0 (SparkListenerTaskEnd, Task ID:2065)
{"Event":"SparkListenerTaskEnd","Stage ID":0,"Stage Attempt ID":0,"Task
Type":"ShuffleMapTask","Task End Reason":{"Reason":"Success"},"Task Info":{"Task
ID":2065,"Index":2060,"Attempt":0,"Launch Time":1467389390017,"Executor
ID":"3","Host":"sparkhab5lab.austin.ibm.com","Locality":"NODE_LOCAL","Speculative":false,"
Getting Result Time":0,"Finish Time":1467389398409,"Failed":false,"Accumulables":
[{"ID":14,"Name":"internal.metrics.executorDeserializeTime","Update":2,"Value":239518,"Int
ernal":true,"Count Failed Values":true},
{"ID":15,"Name":"internal.metrics.executorRunTime","Update":8383,"Value":15552865,"Interna
l":true,"Count Failed Values":true},
{"ID":16,"Name":"internal.metrics.resultSize","Update":2428,"Value":5063171,"Internal":tru
e,"Count Failed Values":true},
{"ID":17,"Name":"internal.metrics.jvmGCTime","Update":591,"Value":918485,"Internal":true,"
Count Failed Values":true},
{"ID":22,"Name":"internal.metrics.updatedBlockStatuses","Update":[{"Block
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Size":0}}],"Value":[{"Block ID":"broadcast_2_piece0","Status":{"Storage Level":{"Use
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Size":6008,"Disk Size":0}},{"Block ID":"broadcast_2","Status":{"Storage Level":{"Use
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Size":11760,"Disk Size":0}},{"Block ID":"rdd_6_32","Status":{"Storage Level":{"Use
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Size":40883067,"Disk Size":0}},{"Block ID":"rdd_6_10","Status":{"Storage Level":{"Use
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Size":46421898,"Disk Size":0}},{"Block ID":"rdd_6_20","Status":{"Storage Level":{"Use
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> Excessive Spark history event/json data size (5GB each)
> -------------------------------------------------------
>
> Key: SPARK-16333
> URL: https://issues.apache.org/jira/browse/SPARK-16333
> Project: Spark
> Issue Type: Bug
> Components: Spark Core
> Affects Versions: 2.0.0
> Environment: this is seen on both x86 (Intel(R) Xeon(R), E5-2699 ) and ppc platform (Habanero, Model: 8348-21C), Red Hat Enterprise Linux Server release 7.2 (Maipo)., Spark2.0.0-preview (May-24, 2016 build)
> Reporter: Peter Liu
> Labels: performance, spark2.0.0
>
> With Spark2.0.0-preview (May-24 build), the history event data (the json file), that is generated for each Spark application run (see below), can be as big as 5GB (instead of 14 MB for exactly the same application run and the same input data of 1TB under Spark1.6.1)
> -rwxrwx--- 1 root root 5.3G Jun 30 09:39 app-20160630091959-0000
> -rwxrwx--- 1 root root 5.3G Jun 30 09:56 app-20160630094213-0000
> -rwxrwx--- 1 root root 5.3G Jun 30 10:13 app-20160630095856-0000
> -rwxrwx--- 1 root root 5.3G Jun 30 10:30 app-20160630101556-0000
> The test is done with Sparkbench V2, SQL RDD (see github: https://github.com/SparkTC/spark-bench)
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