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🖥️ ML Infrastructure & Serving
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Noisy Neighbors and KV Fair Share

On a shared model server the contended resource is KV cache, and it is consumed in proportion to context length. A limiter that counts requests therefore measures the wrong thing: one hundred-thousand-token request holds the cache of fifty short ones, so equal request counts hand one tenant most of the machine.

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