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Posted to dev@crunch.apache.org by "Sean Owen (JIRA)" <ji...@apache.org> on 2015/10/19 14:38:05 UTC

[jira] [Commented] (CRUNCH-515) Decrease probability of collision on Crunch temp directories

    [ https://issues.apache.org/jira/browse/CRUNCH-515?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14963234#comment-14963234 ] 

Sean Owen commented on CRUNCH-515:
----------------------------------

Yeah I get that this might be masking a cleanup problem. I wonder if it's not-inconceivable that a busy cluster could have thousands of temp directories created at once, legitimately? That is, the change to increase the randomness of the dir name may have some value still.

Shutdown hooks are ugly. They also only can do cleanup when a long-running process shuts down. finalize() is easier to implement though won't run at shutdown (necessarily) and only helps if the pipeline has gone out of scope. 

Is there any other point where the framework would know a pipeline should be done?

If all that is too ugly, it sounds like it's up to the user to get this right. I am pretty neutral on whether it's better to fail (unnecessarily) and sort of randomly with the current error as a warning sign, or proceed and let the user figure out /tmp is filling up otherwise, if it's a problem. Maybe we can separate these two things.

Proceed with the patch but wont-fix on the rest?

> 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.



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