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https://issues.apache.org/jira/browse/FLINK-1967?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14625255#comment-14625255
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ASF GitHub Bot commented on FLINK-1967:
---------------------------------------

Github user aljoscha commented on the pull request:

    https://github.com/apache/flink/pull/906#issuecomment-121040843
  
    These are the results of my performance tests: 
https://docs.google.com/spreadsheets/d/1mXcy25UOiZ4lEJOia1OM-K-U6np2bWv3x4q5nSnUMdg/edit?usp=sharing
    
    Some numbers are maybe a bit inaccurate because I only gave it 6 minutes of 
runtime for every test configuration. Especially, with the watermark intervals, 
sometimes the throughput is better for a lower watermark interval. This seems 
counterintuitive but I think the performance can differ quite a bit between 
runs, I think @rmetzger has also seen this behavior.


> Introduce (Event)time in Streaming
> ----------------------------------
>
>                 Key: FLINK-1967
>                 URL: https://issues.apache.org/jira/browse/FLINK-1967
>             Project: Flink
>          Issue Type: Improvement
>            Reporter: Aljoscha Krettek
>            Assignee: Aljoscha Krettek
>
> This requires introducing a timestamp in streaming record and a change in the 
> sources to add timestamps to records. This will also introduce punctuations 
> (or low watermarks) to allow windows to work correctly on unordered, 
> timestamped input data. In the process of this, the windowing subsystem also 
> needs to be adapted to use the punctuations. Furthermore, all operators need 
> to be made aware of punctuations and correctly forward them. Then, a new 
> operator must be introduced to to allow modification of timestamps.



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