[Subtask]: Fix all issues about releasing the new version

[zhoujinsong]

Search before asking

• I have searched in the issues and found no similar issues.

Description

We should fix all issues regarding releasing the new version, including:

• [Feature]: Improve the release procedure #3770

Parent issue

#3827

Are you willing to submit PR?

• Yes I am willing to submit a PR!

Code of Conduct

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

[github-actions]

This issue has been automatically marked as stale because it has been open for 180 days with no activity. It will be closed in next 14 days if no further activity occurs. To permanently prevent this issue from being considered stale, add the label 'not-stale', but commenting on the issue is preferred when possible.

[github-actions]

This issue has been closed because it has not received any activity in the last 14 days since being marked as 'stale'

[justinmclean]

Shoud this be closed?