Automated cherry pick of #4117: refactor: use proto-go #4125
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Cherry pick of #4117 on release/1.6-alpha.4.
Squashed commit message:
What this PR does / why we need it:
refactor: use proto in release manage
Which issue(s) this PR fixes:
Specified Reviewers:
/assign @luobily
ChangeLog
Cherry-pick
Need cherry-pick to release/1.6-alpha.4