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Support failover policy for multi-GPUs #14

Description

@kerthcet

What would you like to be added:

For some experiments, we may need the failover for GPUs, for example, if a100 is not enough, h100 is also fine, a bit more expensive but better than not.

Why is this needed:

Completion requirements:

This feature requires the following artifacts:

  • Design doc
  • API change
  • Docs update

The artifacts should be linked in subsequent comments.

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