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https://issues.apache.org/jira/browse/BEAM-11629?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Dmytro Kozhevin updated BEAM-11629:
-----------------------------------
    Resolution: Won't Fix
        Status: Resolved  (was: Open)

It seems like this issue cannot quite be addressed in the way proposed here. 
Resolving for now.

> Optimize the cache storage for InteractiveRunner
> ------------------------------------------------
>
>                 Key: BEAM-11629
>                 URL: https://issues.apache.org/jira/browse/BEAM-11629
>             Project: Beam
>          Issue Type: Improvement
>          Components: runner-py-interactive
>            Reporter: Dmytro Kozhevin
>            Priority: P3
>          Time Spent: 4h 10m
>  Remaining Estimate: 0h
>
> Currently InteractiveRunner wraps every record of the cached PCollection into 
> WindowedValue. There is 2 problems about this:
> 1) The windowing information is unnecessary for the batch-mode runs 
> (everything is in the same global window).
> 2) Since the cache is stored as text, we pickle the WindowedValue, which adds 
> ~500 bytes of data to every record (e.g. a cache of just 1000000 integers 
> would take ~500MB instead of ~4MB).
> These issues significantly slow down the interactive runs for data with lots 
> of small rows.



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