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https://issues.apache.org/jira/browse/BEAM-696?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15589398#comment-15589398
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Amit Sela commented on BEAM-696:
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I'm not sure about the Direct/Dataflow runners, but as for Flink, Aljoscha
clearly said the runner chooses not to "pre-combine" for ALL merging windows -
even if no sideInputs are defined.
So it's not accurate to say that there's no real sacrifice of optimization -
for all merging windows with no sideInputs (or sideInputs that are "agnostic"
to merging) there is sacrifice for nothing, or better, for the case where
sideInputs are used and they should differ until trigger.
For example: all pipelines that use Sessions without SideInputs will suffer
degradation in performance just to keep the model satisfied while it should be
the other way around.
As for the Spark runner, I will gladly ignore the optimization for merging
windows - it's easier for me, the implementation based on {{GroupByKey}}
followed by {{GroupAlsoByWindow}} and {{Combine.GroupedValues}} is very
straight-forward and fully implemented in the runner for sometime now.
> Side-Inputs non-deterministic with merging main-input windows
> -------------------------------------------------------------
>
> Key: BEAM-696
> URL: https://issues.apache.org/jira/browse/BEAM-696
> Project: Beam
> Issue Type: Bug
> Components: beam-model
> Reporter: Ben Chambers
> Assignee: Pei He
>
> Side-Inputs are non-deterministic for several reasons:
> 1. Because they depend on triggering of the side-input (this is acceptable
> because triggers are by their nature non-deterministic).
> 2. They depend on the current state of the main-input window in order to
> lookup the side-input. This means that with merging
> 3. Any runner optimizations that affect when the side-input is looked up may
> cause problems with either or both of these.
> This issue focuses on #2 -- the non-determinism of side-inputs that execute
> within a Merging WindowFn.
> Possible solution would be to defer running anything that looks up the
> side-input until we need to extract an output, and using the main-window at
> that point. Specifically, if the main-window is a MergingWindowFn, don't
> execute any kind of pre-combine, instead buffer all the inputs and combine
> later.
> This could still run into some non-determinism if there are triggers
> controlling when we extract output.
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