ttl: fix ttl job start time will be override after failover (#44768)

[ti-chi-bot]

This is an automated cherry-pick of #44768

What problem does this PR solve?

Issue Number: close #44767

Problem Summary:

What is changed and how it works?

Check List

Tests

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

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.

ttl: fix ttl job start time will be override after failover

[ti-chi-bot]

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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	b0f5301	link	true	/test unit-test
idc-jenkins-ci-tidb/check_dev	b0f5301	link	true	/test check-dev
idc-jenkins-ci-tidb/check_dev_2	b0f5301	link	true	/test check-dev2
idc-jenkins-ci-tidb/build	b0f5301	link	true	/test build
idc-jenkins-ci-tidb/mysql-test	b0f5301	link	true	/test mysql-test

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[ti-chi-bot]

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

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