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https://issues.apache.org/jira/browse/BEAM-12792?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=17483185#comment-17483185
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Janek Bevendorff commented on BEAM-12792:
-----------------------------------------

Only if you give me a detailed rundown on how I can properly build, deploy and 
test the SDK from the Beam repository. I don't really have time to sift through 
tons of hard-to-find and mostly incomplete documentation. Last time I 
contributed code, this got really complicated really quickly and none of the 
involved Beam guys seemed to have deeper knowledge of the Python SDK, so they 
couldn't help me either.

> Multiple jobs running on Flink session cluster reuse the persistent Python 
> environment.
> ---------------------------------------------------------------------------------------
>
>                 Key: BEAM-12792
>                 URL: https://issues.apache.org/jira/browse/BEAM-12792
>             Project: Beam
>          Issue Type: Bug
>          Components: sdk-py-harness
>    Affects Versions: 2.27.0, 2.28.0, 2.29.0, 2.30.0, 2.31.0
>         Environment: Kubernetes 1.20 on Ubuntu 18.04.
>            Reporter: Jens Wiren
>            Priority: P1
>              Labels: FlinkRunner, beam
>
> I'm running TFX pipelines on a Flink cluster using Beam in k8s. However, 
> extra python packages passed to the Flink runner (or rather beam worker 
> side-car) are only installed once per deployment cycle. Example:
>  # Flink is deployed and is up and running
>  # A TFX pipeline starts, submits a job to Flink along with a python whl of 
> custom code and beam ops.
>  # The beam worker installs the package and the pipeline finishes succesfully.
>  # A new TFX pipeline is build where a new beam fn is introduced, the pipline 
> is started and the new whl is submitted as in step 2).
>  # This time, the new package is not being installed in the beam worker 
> causing the job to fail due to a reference which does not exist in the beam 
> worker, since it didn't install the new package.
>  
> I started using Flink from beam version 2.27 and it has been an issue all the 
> time.



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