statistics,metrics: allow stats health to have finer granularity (#56475)

[ti-chi-bot]

This is an automated cherry-pick of #56475

What problem does this PR solve?

Issue Number: close #56498

Problem Summary:

What changed and how does it work?

Currently, the stats health feature provides a high-level overview of system health metrics. While this is useful for identifying general trends and issues, it lacks the detailed granularity needed for in-depth analysis and troubleshooting. This enhancement aims to improve the granularity of the stats health metrics, allowing for more precise monitoring and diagnostics.

Check List

Tests

• Unit test
• Integration test
• Manual test (add detailed scripts or steps below)
• No need to test

  • I checked and no code files have been changed.

Side effects

• Performance regression: Consumes more CPU
• Performance regression: Consumes more Memory
• Breaking backward compatibility

Documentation

• Affects user behaviors
• Contains syntax changes
• Contains variable changes
• Contains experimental features
• Changes MySQL compatibility

Release note

Please refer to Release Notes Language Style Guide to write a quality release note.

None

[ti-chi-bot]

This cherry pick PR is for a release branch and has not yet been approved by triage owners.
Adding the do-not-merge/cherry-pick-not-approved label.

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[ti-chi-bot]

[APPROVALNOTIFIER] This PR is NOT APPROVED

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[ti-chi-bot]

@ti-chi-bot: The following tests failed, say /retest to rerun all failed tests or /retest-required to rerun all mandatory failed tests:

Test name	Commit	Details	Required	Rerun command
idc-jenkins-ci-tidb/unit-test	b52fbaf	link	true	/test unit-test
idc-jenkins-ci-tidb/check_dev_2	b52fbaf	link	true	/test check-dev2
idc-jenkins-ci-tidb/build	b52fbaf	link	true	/test build
idc-jenkins-ci-tidb/mysql-test	b52fbaf	link	true	/test mysql-test
idc-jenkins-ci-tidb/check_dev	b52fbaf	link	true	/test check-dev

Full PR test history. Your PR dashboard.

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[ti-chi-bot]

PR needs rebase.

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