Weihua Jiang created FLINK-11095:
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Summary: Table based ML Pipeline
Key: FLINK-11095
URL:
https://issues.apache.org/jira/browse/FLINK-11095 Project: Flink
Issue Type: New Feature
Components: Machine Learning Library, Table API & SQL
Reporter: Weihua Jiang
As Table API will be the unified high level API for both batch and streaming, it is desired to have a table API based ML Pipeline definition.
This new table based ML Pipeline shall:
# support unified batch/stream ML/AI functionalities (train/inference).
# seamless integrated with flink Table based ecosystem.
# provide a base for further flink based AI platform/tooling support.
# provide a base for further flink ML SQL integration.
The initial design is here [
https://docs.google.com/document/d/1PLddLEMP_wn4xHwi6069f3vZL7LzkaP0MN9nAB63X90/edit?usp=sharing.]
And based on this design, I made some initial implementation/prototyping. I will share the code later.
This is the umbrella JIRA. I will create corresponding sub-jira for each sub-task.
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