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https://issues.apache.org/jira/browse/BEAM-6243?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Beam JIRA Bot updated BEAM-6243:
--------------------------------
    Labels: stale-P2  (was: )

> TFX pipelines experience a huge blowup in intermediate data size
> ----------------------------------------------------------------
>
>                 Key: BEAM-6243
>                 URL: https://issues.apache.org/jira/browse/BEAM-6243
>             Project: Beam
>          Issue Type: Bug
>          Components: runner-flink
>            Reporter: Robert Bradshaw
>            Priority: P2
>              Labels: stale-P2
>          Time Spent: 2h 20m
>  Remaining Estimate: 0h
>
> The elements in TFX intermediate collections are dictionaries of (typically 
> single-element) numpy arrays, which are (relatively) expensive to serialize 
> (e.g. using pickle for the numpy wrapper of a primitive int/float, repeating 
> the column names in every element).
> Though it'd be good to use a better intermediate representation, this is 
> exacerbated because the fusion algorithm does not pack as much possible into 
> executable stages. 



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