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https://issues.apache.org/jira/browse/BEAM-22?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15246889#comment-15246889
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ASF GitHub Bot commented on BEAM-22:
------------------------------------

GitHub user tgroh opened a pull request:

    https://github.com/apache/incubator-beam/pull/207

    [BEAM-22] Track Pending Elements via Exploded WindowedValues

    Be sure to do all of the following to help us incorporate your contribution
    quickly and easily:
    
     - [ ] Make sure the PR title is formatted like:
       `[BEAM-<Jira issue #>] Description of pull request`
     - [ ] Make sure tests pass via `mvn clean verify`. (Even better, enable
           Travis-CI on your fork and ensure the whole test matrix passes).
     - [ ] Replace `<Jira issue #>` in the title with the actual Jira issue
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     - [ ] If this contribution is large, please file an Apache
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Agreement](https://www.apache.org/licenses/icla.txt).
    
    ---
    This allows the WindowedValues that are completed to be
    removed from the set of pending elements, even if the actual object
    is a different instance, by ensuring that all WindowedValues contain
    only a single (element, window) pair.
    
    Built on top of #206 

You can merge this pull request into a Git repository by running:

    $ git pull https://github.com/tgroh/incubator-beam ippr_exploded_wm_tracking

Alternatively you can review and apply these changes as the patch at:

    https://github.com/apache/incubator-beam/pull/207.patch

To close this pull request, make a commit to your master/trunk branch
with (at least) the following in the commit message:

    This closes #207
    
----
commit ac0696d8867d7a1706f1ff85c4b299c2b1779d02
Author: Thomas Groh <[email protected]>
Date:   2016-04-18T23:55:57Z

    Add WindowedValue#explodeWindows
    
    This takes an existing WindowedValue and returns a Collection of
    WindowedValues, each of which is in exactly one window.
    
    Use the explode implementation on DoFnRunnerBase

commit 725b2ddea58add3f583ed6f7c74f6ab4343cf292
Author: Thomas Groh <[email protected]>
Date:   2016-04-19T00:28:47Z

    Track pending elements via exploded WindowedValues
    
    This allows the WindowedValues to be partially completed while the
    still holding the watermark.

----


> DirectPipelineRunner: support for unbounded collections
> -------------------------------------------------------
>
>                 Key: BEAM-22
>                 URL: https://issues.apache.org/jira/browse/BEAM-22
>             Project: Beam
>          Issue Type: Improvement
>          Components: runner-direct
>            Reporter: Davor Bonaci
>            Assignee: Thomas Groh
>
> DirectPipelineRunner currently runs over bounded PCollections only, and 
> implements only a portion of the Beam Model.
> We should improve it to faithfully implement the full Beam Model, such as add 
> ability to run over unbounded PCollections, and better resemble execution 
> model in a distributed system.
> This further enables features such as a testing source which may simulate 
> late data and test triggers in the pipeline. Finally, we may want to expose 
> an option to select between "debug" (single threaded), "chaos monkey" (test 
> as many model requirements as possible), and "performance" (multi-threaded).
> more testing (chaos monkey) 
> Once this is done, we should update this StackOverflow question:
> http://stackoverflow.com/questions/35350113/testing-triggers-with-processing-time/35401426#35401426



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