[Feature]: Support aggregation keys for mixed-format tables

[zhoujinsong]

Description

Data warehouses like Doris provide the ability to configure aggregation keys for tables. Data written to this field will be automatically aggregated before being written to the data file. This pre-computation capability greatly improves the analytical performance of the table.

Arctic's Mixed-format design opens up rules for data merging, and we can extend an aggregation merge rule to handle such use cases.

Use case/motivation

Support defining aggregation fields on tables, data written to this field will be automatically pre-aggregated according to the aggregation function to improve query performance.

Describe the solution

Extend the merge rules for data merging and add aggregation merge rules.

Subtasks

No response

Related issues

No response

Are you willing to submit a PR?

• [ ] Yes I am willing to submit a PR!

Code of Conduct

• [X] I agree to follow this project's Code of Conduct

[github-actions[bot]]

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