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[Feature] Single GPU multiple servers #3265

@shuaills

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@shuaills

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Some workloads (like our notebook docs compiler) require us to run multiple servers on a single GPU, but it's not yet very convenient to do so. We need an easier way to allocate GPU memory.

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