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From "Josh Wills (JIRA)" <j...@apache.org>
Subject [jira] [Updated] (CRUNCH-296) Support new distributed execution engines (e.g., Spark)
Date Thu, 05 Dec 2013 21:16:36 GMT

     [ https://issues.apache.org/jira/browse/CRUNCH-296?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
]

Josh Wills updated CRUNCH-296:
------------------------------

    Attachment: CRUNCH-296d.patch

Adds support for requireSortedKeys() and the trick for applying combine functions in Spark
that we discussed on the list. (Thanks to [~gabriel.reid] for that.)

> Support new distributed execution engines (e.g., Spark)
> -------------------------------------------------------
>
>                 Key: CRUNCH-296
>                 URL: https://issues.apache.org/jira/browse/CRUNCH-296
>             Project: Crunch
>          Issue Type: Improvement
>          Components: Core
>            Reporter: Josh Wills
>            Assignee: Josh Wills
>         Attachments: CRUNCH-296.patch, CRUNCH-296b.patch, CRUNCH-296c.patch, CRUNCH-296d.patch
>
>
> I've been working on this off-and-on for awhile, but it's currently in a state where
I feel like it's worth sharing: I came up with an implementation of the Crunch APIs that runs
on top of Apache Spark instead of MapReduce.
> My goal for this is pretty simple; I want to be able to change any instances of "new
MRPipeline(...)" to "new SparkPipeline(...)", not change anything else at all, and have my
pipelines run on Spark instead of as a series of MR jobs. Turns out that we can pretty much
do exactly that. Not everything works yet, but lots of things do-- joins and cogroups work,
the PageRank and TfIdf integration tests work. Some things that do not work that I'm aware
of: in-memory joins and some of the more complex file output handling rules, but I believe
that these things are fixable. Some thing that might work or might not: HBase inputs and outputs
on top of Spark.
> This is just an idea I had, and I would understand if other people don't want to work
on this or don't think it's the right direction for the project. My minimal request would
be to include the refactoring of the core APIs necessary to support plugging in new execution
frameworks so I can keep working on this stuff.



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