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https://issues.apache.org/jira/browse/BEAM-115?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15967809#comment-15967809
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ASF GitHub Bot commented on BEAM-115:
-------------------------------------

Github user asfgit closed the pull request at:

    https://github.com/apache/beam/pull/2505


> Beam Runner API
> ---------------
>
>                 Key: BEAM-115
>                 URL: https://issues.apache.org/jira/browse/BEAM-115
>             Project: Beam
>          Issue Type: Improvement
>          Components: beam-model-runner-api
>            Reporter: Kenneth Knowles
>            Assignee: Kenneth Knowles
>
> The PipelineRunner API from the SDK is not ideal for the Beam technical 
> vision.
> It has technical limitations:
>  - The user's DAG (even including library expansions) is never explicitly 
> represented, so it cannot be analyzed except incrementally, and cannot 
> necessarily be reconstructed (for example, to display it!).
>  - The flattened DAG of just primitive transforms isn't well-suited for 
> display or transform override.
>  - The TransformHierarchy isn't well-suited for optimizations.
>  - The user must realistically pre-commit to a runner, and its configuration 
> (batch vs streaming) prior to graph construction, since the runner will be 
> modifying the graph as it is built.
>  - It is fairly language- and SDK-specific.
> It has usability issues (these are not from intuition, but derived from 
> actual cases of failure to use according to the design)
>  - The interleaving of apply() methods in PTransform/Pipeline/PipelineRunner 
> is confusing.
>  - The TransformHierarchy, accessible only via visitor traversals, is 
> cumbersome.
>  - The staging of construction-time vs run-time is not always obvious.
> These are just examples. This ticket tracks designing, coming to consensus, 
> and building an API that more simply and directly supports the technical 
> vision.



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