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https://issues.apache.org/jira/browse/FLINK-13167?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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ASF GitHub Bot updated FLINK-13167:
-----------------------------------
Labels: pull-request-available (was: )
> Introduce FlinkML import/export framework
> -----------------------------------------
>
> Key: FLINK-13167
> URL: https://issues.apache.org/jira/browse/FLINK-13167
> Project: Flink
> Issue Type: Sub-task
> Components: Library / Machine Learning
> Reporter: Luo Gen
> Assignee: Luo Gen
> Priority: Major
> Labels: pull-request-available
>
> Import/export a trained model is an important part in machine learning
> lifecycle, especially for serving purpose, hence it triggered a heatedly
> discussion in the previous pull request for FlinkML basic interfaces. Some
> thoughts about this are summarized in the following doc.
> [https://docs.google.com/document/d/1B84b-1CvOXtwWQ6_tQyiaHwnSeiRqh-V96Or8uHqCp8/edit?usp=sharing]
> The jira will introduce the import/export framework based on the discussion.
> Import and export framework have almost the same structure so we take export
> as example. Export framework has 3 basic components, including 2 interfaces
> for exporter authors to implement, and one util class for end-users to
> acquire an Exporter.
> Interfaces:
> - Exporter: Interface of model exporters. Implementations can export
> supported models to a specific target model type, such as PMML.
> - ExporterFactory: Interface of factories to create Exporters. Each
> implementation supports only one model type. Typically an ExporterFactory is
> given a model instance with a property map if needed, and returns an Exporter
> that supports the model to export to target model type. ExporterFactories are
> loaded with ServiceLoader framework of Java, and should be registered in the
> file
> "META-INF/services/org.apache.flink.ml.api.misc.exportation.ExporterFactory".
> Utility:
> - ExporterLoader: Loader to get an Exporter for a specific model format and
> a model instance. Users would get Exporters via this class rather than
> directly creating with constructors. This is a concrete util class and no one
> needs to override it.
> Besides, a new enumeration named ModelType is also introduced, listing all
> types FlinkML may support. This would be extended when a new exporter support
> a new type.
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