Kenneth Knowles created BEAM-115:
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             Summary: Beam Runner API
                 Key: BEAM-115
                 URL: https://issues.apache.org/jira/browse/BEAM-115
             Project: Beam
          Issue Type: Improvement
          Components: runner-core
            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:

 - 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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