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https://issues.apache.org/jira/browse/FLINK-7001?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16464544#comment-16464544
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Shuyi Chen commented on FLINK-7001:
-----------------------------------

Hi [~pgrulich], the paper is a nice read. And the technique applies to Tumble, 
Sliding & Session window, which is a good win, and the evaluation result looks 
good. Also, it seems you already have an implementation for Scotty using Apache 
Flink based on the paper. 

Maybe, you and [~jark] can share more, for each approach, about the detail 
design, pros and cons, and we can discuss them here?

> Improve performance of Sliding Time Window with pane optimization
> -----------------------------------------------------------------
>
>                 Key: FLINK-7001
>                 URL: https://issues.apache.org/jira/browse/FLINK-7001
>             Project: Flink
>          Issue Type: Improvement
>          Components: DataStream API
>            Reporter: Jark Wu
>            Assignee: Jark Wu
>            Priority: Major
>
> Currently, the implementation of time-based sliding windows treats each 
> window individually and replicates records to each window. For a window of 10 
> minute size that slides by 1 second the data is replicated 600 fold (10 
> minutes / 1 second). We can optimize sliding window by divide windows into 
> panes (aligned with slide), so that we can avoid record duplication and 
> leverage the checkpoint.
> I will attach a more detail design doc to the issue.
> The following issues are similar to this issue: FLINK-5387, FLINK-6990



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