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This is a draft pr, just to show the proposal in SPARK-51398

Note: This PR fully implements the features introduced in SPARK-51398. However, some code refactoring work still needs to be done, such as providing a partial data processing architecture. If this proposal is accepted, I will continue to do some refactoring work.

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We're closing this PR because it hasn't been updated in a while. This isn't a judgement on the merit of the PR in any way. It's just a way of keeping the PR queue manageable.
If you'd like to revive this PR, please reopen it and ask a committer to remove the Stale tag!

@github-actions github-actions bot added the Stale label Jun 21, 2025
@github-actions github-actions bot closed this Jun 22, 2025
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