[ 
https://issues.apache.org/jira/browse/CRUNCH-515?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14523196#comment-14523196
 ] 

Ben Roling commented on CRUNCH-515:
-----------------------------------

Thanks for the feedback [~gabriel.reid].  You're right that the there could 
have been failures in multi-job pipelines but I doubt that is occurring with a 
frequency that would explain most of the stray temp directories.  The total 
number of failed M/R jobs of any kind in our cluster over the period I checked 
yesterday was much less than the number of stray temp directories with 
timestamps in the same period.

It is certainly possible there is no call to pipeline.done() in some of the 
pipelines.  That is something that will be much easier for me to check (or have 
development teams check) now that I have some information to correlate the 
stray directories back to jobs.  I will post findings with regard to that after 
I get an opportunity to dig into it.  I've got some other things I need to do 
today so it may be a bit before I get back to it.

> Decrease probability of collision on Crunch temp directories
> ------------------------------------------------------------
>
>                 Key: CRUNCH-515
>                 URL: https://issues.apache.org/jira/browse/CRUNCH-515
>             Project: Crunch
>          Issue Type: Improvement
>          Components: Core
>    Affects Versions: 0.8.4, 0.11.0
>            Reporter: Ben Roling
>            Assignee: Josh Wills
>         Attachments: CRUNCH-515-1.patch
>
>
> I've heard reports of failures of Crunch pipelines at our organization due to 
> collision on temp directories.
> Take the following stack trace from an old internal email thread I dug up as 
> an example:
> {noformat}
> 2015-04-02 04:45:49,208 INFO 
> org.apache.crunch.hadoop.mapreduce.lib.jobcontrol.CrunchControlledJob: 
> org.apache.hadoop.mapred.FileAlreadyExistsException: Output directory 
> /tmp/crunch-686245394/p2/output already exists
>     at 
> org.apache.hadoop.mapreduce.lib.output.FileOutputFormat.checkOutputSpecs(FileOutputFormat.java:132)
>     at org.apache.hadoop.mapred.JobClient$2.run(JobClient.java:1013)
>     at org.apache.hadoop.mapred.JobClient$2.run(JobClient.java:974)
>     at java.security.AccessController.doPrivileged(Native Method)
>     at javax.security.auth.Subject.doAs(Subject.java:394)
>     at 
> org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1438)
>     at 
> org.apache.hadoop.mapred.JobClient.submitJobInternal(JobClient.java:974)
>     at org.apache.hadoop.mapreduce.Job.submit(Job.java:582)
>     at 
> org.apache.crunch.hadoop.mapreduce.lib.jobcontrol.CrunchControlledJob.submit(CrunchControlledJob.java:340)
>     at 
> org.apache.crunch.hadoop.mapreduce.lib.jobcontrol.CrunchJobControl.startReadyJobs(CrunchJobControl.java:277)
>     at 
> org.apache.crunch.hadoop.mapreduce.lib.jobcontrol.CrunchJobControl.pollJobStatusAndStartNewOnes(CrunchJobControl.java:316)
>     at 
> org.apache.crunch.impl.mr.exec.MRExecutor.monitorLoop(MRExecutor.java:113)
>     at 
> org.apache.crunch.impl.mr.exec.MRExecutor.access$000(MRExecutor.java:55)
>     at org.apache.crunch.impl.mr.exec.MRExecutor$1.run(MRExecutor.java:84)
>     at java.lang.Thread.run(Thread.java:682)
> {noformat}
> What we found in this case is the pre-existing directory was rather old.  It 
> hung around because we're doing a poor job of cleaning old garbage out of our 
> HDFS /tmp directory.  We intend to set up a job to delete stuff older than a 
> couple of weeks or so out of /tmp but I think the chances of a collision will 
> still be high enough that failures like this might still happen on occasion.
> The temp directory Crunch chooses is a random 31-bit value:
> https://github.com/apache/crunch/blob/apache-crunch-0.11.0/crunch-core/src/main/java/org/apache/crunch/impl/dist/DistributedPipeline.java#L326
> I say 31 bit value because it comes from a 32-bit random integer but only 
> includes positive values, thereby excluding 1 bit.
> The following blog post shows some probabilities for 32-bit hash collisions, 
> which are essentially the same problem:
> http://preshing.com/20110504/hash-collision-probabilities/
> Since we're dealing with 31 bits instead of 32 the probabilities will be 
> higher than expressed there for 32 bits.  Even with 32 bits the probability 
> of collision is 1 in 100 with just 9292 values.
> I have not done any thorough investigation to understand why, but in our 
> production environment we have a lot of Crunch jobs and we are leaving 
> 200-300 stray Crunch temp directories per day.  Depending on how aggressive 
> we get with a scheduled job to clean old stuff out of temp we could still 
> have a realistic chance of hitting a collision.
> My proposal is to change the random integer component of the temp path to a 
> UUID or something similar to make it drastically more unlikely that a 
> collision will ever occur regardless of whether or not "/tmp" is ever cleaned 
> up.



--
This message was sent by Atlassian JIRA
(v6.3.4#6332)

Reply via email to