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Posted to dev@pig.apache.org by "Rohini Palaniswamy (JIRA)" <ji...@apache.org> on 2014/01/29 18:34:09 UTC
[jira] [Commented] (PIG-3730) Performance issue in SelfSpillBag
[ https://issues.apache.org/jira/browse/PIG-3730?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13885569#comment-13885569 ]
Rohini Palaniswamy commented on PIG-3730:
-----------------------------------------
Even long max = Runtime.getRuntime().maxMemory(); can be moved to the static block.
> Performance issue in SelfSpillBag
> ---------------------------------
>
> Key: PIG-3730
> URL: https://issues.apache.org/jira/browse/PIG-3730
> Project: Pig
> Issue Type: Bug
> Components: impl
> Affects Versions: 0.11
> Environment: Pig 0.11 with MR-V1
> Reporter: Rajesh Balamohan
> Attachments: PIG-3730-trunk-v1.patch
>
>
> We have bunch of joins in our pig scripts (joining 5 to 15 datasets together). Pig creates a bunch of REPLICATED, HASH_JOINs and we observed heavy performance degradation in one of the launched M/R job. This was specifically on the reducer side. Taking multiple threaddumps revealed the following
> "main" prio=10 tid=0x00007fbaa801c000 nid=0x1464 runnable [0x00007fbaaee76000]
> java.lang.Thread.State: RUNNABLE
> at org.apache.hadoop.conf.Configuration.getProps(Configuration.java:1781)
> - locked <0x00000000b5316370> (a org.apache.hadoop.mapred.JobConf)
> at org.apache.hadoop.conf.Configuration.get(Configuration.java:712)
> at org.apache.pig.data.SelfSpillBag$MemoryLimits.init(SelfSpillBag.java:73)
> at org.apache.pig.data.SelfSpillBag$MemoryLimits.<init>(SelfSpillBag.java:65)
> at org.apache.pig.data.SelfSpillBag.<init>(SelfSpillBag.java:39)
> at org.apache.pig.data.InternalCachedBag.<init>(InternalCachedBag.java:63)
> at org.apache.pig.data.InternalCachedBag.<init>(InternalCachedBag.java:59)
> at org.apache.pig.backend.hadoop.executionengine.physicalLayer.relationalOperators.POJoinPackage.getNext(POJoinPackage.java:146)
> at org.apache.pig.backend.hadoop.executionengine.mapReduceLayer.PigGenericMapReduce$Reduce.processOnePackageOutput(PigGenericMapReduce.java:422)
> at org.apache.pig.backend.hadoop.executionengine.mapReduceLayer.PigGenericMapReduce$Reduce.reduce(PigGenericMapReduce.java:405)
> at org.apache.pig.backend.hadoop.executionengine.mapReduceLayer.PigGenericMapReduce$Reduce.reduce(PigGenericMapReduce.java:257)
> at org.apache.hadoop.mapreduce.Reducer.run(Reducer.java:164)
> at org.apache.hadoop.mapred.ReduceTask.runNewReducer(ReduceTask.java:610)
> at org.apache.hadoop.mapred.ReduceTask.run(ReduceTask.java:444)
> at org.apache.hadoop.mapred.Child$4.run(Child.java:268)
> at java.security.AccessController.doPrivileged(Native Method)
> at javax.security.auth.Subject.doAs(Subject.java:415)
> at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1408)
> at org.apache.hadoop.mapred.Child.main(Child.java:262)
> at org.apache.hadoop.conf.Configuration.getProps(Configuration.java:1781)
> - locked <0x00000000b5316388> (a org.apache.hadoop.mapred.JobConf)
> at org.apache.hadoop.conf.Configuration.get(Configuration.java:712)
> at org.apache.pig.data.SelfSpillBag$MemoryLimits.init(SelfSpillBag.java:73)
> at org.apache.pig.data.SelfSpillBag$MemoryLimits.<init>(SelfSpillBag.java:65)
> at org.apache.pig.data.SelfSpillBag.<init>(SelfSpillBag.java:39)
> at org.apache.pig.data.InternalCachedBag.<init>(InternalCachedBag.java:63)
> at org.apache.pig.data.InternalCachedBag.<init>(InternalCachedBag.java:59)
> at org.apache.pig.backend.hadoop.executionengine.physicalLayer.relationalOperators.POJoinPackage.getNext(POJoinPackage.java:146)
> at org.apache.pig.backend.hadoop.executionengine.mapReduceLayer.PigGenericMapReduce$Reduce.processOnePackageOutput(PigGenericMapReduce.java:422)
> at org.apache.pig.backend.hadoop.executionengine.mapReduceLayer.PigGenericMapReduce$Reduce.reduce(PigGenericMapReduce.java:405)
> at org.apache.pig.backend.hadoop.executionengine.mapReduceLayer.PigGenericMapReduce$Reduce.reduce(PigGenericMapReduce.java:257)
> at org.apache.hadoop.mapreduce.Reducer.run(Reducer.java:164)
> at org.apache.hadoop.mapred.ReduceTask.runNewReducer(ReduceTask.java:610)
> at org.apache.hadoop.mapred.ReduceTask.run(ReduceTask.java:444)
> at org.apache.hadoop.mapred.Child$4.run(Child.java:268)
> at java.security.AccessController.doPrivileged(Native Method)
> at javax.security.auth.Subject.doAs(Subject.java:415)
> at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1408)
> at org.apache.hadoop.mapred.Child.main(Child.java:262)
> In certain corner cases (where pig.cachedbag.type is not "default"), InternalCachedBag is initialized in POJoinPackage.
> InternalCachedBag internally calls SelfSpillBag--> MemoryLimits --> PigMapReduce.sJobConfInternal.get().get(
> PigConfiguration.PROP_CACHEDBAG_MEMUSAGE);
> Since this is happening very frequently, the cost of Configuration.get() itself is increasing causing the degradation. Here is the counters snippet from one of the reducer.
> E.g : counter snippet from a reducer
> FILE: Number of bytes read 57,762,717
> FILE: Number of bytes written 25,256,417
> HDFS: Number of bytes read 0
> HDFS: Number of bytes written 2,521,311
> HDFS: Number of read operations 0
> HDFS: Number of large read operations 0
> HDFS: Number of write operations 1
> Reduce input groups 4,282,722
> Reduce shuffle bytes 26,858,192
> Reduce input records 4,912,881
> Reduce output records 630,159
> Spilled Records 4,912,881
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