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https://issues.apache.org/jira/browse/BEAM-3759?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16852556#comment-16852556
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Charles Chen commented on BEAM-3759:
------------------------------------

What I believe is not done is emission of PaneInfo in the Python implementation 
of GBK (either in the Python FnAPIRunner or the old Python DirectRunner / 
triggers.py).

> Add support for PaneInfo descriptor in Python SDK
> -------------------------------------------------
>
>                 Key: BEAM-3759
>                 URL: https://issues.apache.org/jira/browse/BEAM-3759
>             Project: Beam
>          Issue Type: Improvement
>          Components: sdk-py-core
>    Affects Versions: 2.3.0
>            Reporter: Charles Chen
>            Priority: Major
>          Time Spent: 3h 40m
>  Remaining Estimate: 0h
>
> The PaneInfo descriptor allows a user to determine which particular 
> triggering emitted a value.  This allows the user to differentiate between 
> speculative (early), on-time (at end of window) and late value emissions 
> coming out of a GroupByKey.  We should add support for this feature in the 
> Python SDK.



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