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https://issues.apache.org/jira/browse/SUBMARINE-270?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Kevin Su updated SUBMARINE-270:
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Target Version: 0.7.0
> [Umbrella] Submarine-sdk pipeline
> ---------------------------------
>
> Key: SUBMARINE-270
> URL: https://issues.apache.org/jira/browse/SUBMARINE-270
> Project: Apache Submarine
> Issue Type: New Feature
> Components: SDK
> Reporter: Kevin Su
> Assignee: Kevin Su
> Priority: Major
>
> It's very complex from raw data ingestion to push model in production,
> submarine pipeline is building for deploying portable, scalable machine
> learning workflow
> Created this JIRA ticket to discuss more detail and plan on submarine
> pipeline
> The pipeline would have two main component
> 1. *workflow orchestrator* - help us manage dependency between each task
> ,schedule workflow and retry if failure happens. There are 3 ways to build
> our orchestrator.
> * airflow - use airflow API to build our pipeline
> * submarine workflow - [~10110346] suggests built-in [submarine
> workflow|https://docs.google.com/document/d/1LiRozgumsYadmESQAXJk5gM5GOvB5bXpOiuFew6i9Os/edit#]
> * abstract orchestrator - support a abstraction layer like
> [TFX|https://github.com/tensorflow/tfx/blob/master/docs/guide/index.md#portability-and-interoperability],
> and we can support different orchestration frameworks
> 2. *sdk ML library* - reduce routine ML code development, there are several
> routine task to build ML pipeline, give some callback function to let user
> easily preprocessing, train model and others, we may contain different
> frameworks to deal with both small and large datasets.
> * preprocessing (Hive,Spark,Pandas)
> * train (TF, Pytorch)
> * Evaluation
> * Model Validator
> * Pusher
> To find more check the link below, feel free to edit or comment documents
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