enhance: produce DoPrepareEvent after finishing scheduling in all scaling groups

[fregataa]

Checklist: (if applicable)

• Milestone metadata specifying the target backport version
• Mention to the original issue
• Installer updates including:
  • Fixtures for db schema changes
  • New mandatory config options
• Update of end-to-end CLI integration tests in ai.backend.test
• API server-client counterparts (e.g., manager API -> client SDK)
• Test case(s) to:
  • Demonstrate the difference of before/after
  • Demonstrate the flow of abstract/conceptual models with a concrete implementation
• Documentation
  • Contents in the docs directory
  • docstrings in public interfaces and type annotations

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[fregataa]

Warning

This pull request is not mergeable via GitHub because a downstack PR is open. Once all requirements are satisfied, merge this PR as a stack on Graphite.
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• enhance: produce DoPrepareEvent after finishing scheduling in all scaling groups #2181 👈
• feat: agent resource sync API #2180
• feat: schedule function returns list of kernel-agent binding #2530
• feat: Impl Resource sync interface in agent side #2529
• main

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[fregataa]

Close this PR because this issue will not be handled in this PR stack