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What changes were proposed in this pull request?

This PR is a followup of #44375 that refactors and clean up the codes (pointed by review comments).

Why are the changes needed?

For better readability.

Does this PR introduce any user-facing change?

No.

How was this patch tested?

Existing test cases should cover. I also manually tested as described in #44375

Was this patch authored or co-authored using generative AI tooling?

No.

@HyukjinKwon HyukjinKwon changed the title [SPARK-46424][PYTHON][SQL][FOLLOw-UP] Refactor and clean up Python metric implementation [SPARK-46424][PYTHON][SQL][FOLLOW-UP] Refactor and clean up Python metric implementation Dec 19, 2023
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Merged to master.

@HyukjinKwon HyukjinKwon deleted the SPARK-46424-followup branch January 15, 2024 00:47
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