Jark Wu created FLINK-21054:
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Summary: Implement mini-batch optimized slicing window aggregate operator
Key: FLINK-21054
URL:
https://issues.apache.org/jira/browse/FLINK-21054 Project: Flink
Issue Type: Sub-task
Components: Table SQL / Runtime
Reporter: Jark Wu
Assignee: Jark Wu
Fix For: 1.13.0
We have supported cumulative windows in FLINK-19605. However, the current cumulative window is not efficient, because the slices are not shared.
We leverages the slicing ideas proposed in FLINK-7001 and this design doc [1]. The slicing is an optimized implementation for hopping, cumulative, tumbling windows. Besides of that, we introduced ManagedMemory based mini-batch optimization for the slicing window aggregate operator, this can tremendously reduce the accessing of state and get the higher throughtput without latency loss.
[1]:
https://docs.google.com/document/d/1ziVsuW_HQnvJr_4a9yKwx_LEnhVkdlde2Z5l6sx5HlY/edit#--
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