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Inference & ServingHard· Throughput· Latency· Continuous Batching

Walk me through serving a 70B model to 10,000 concurren...

To serve 10,000 concurrent users, you must address the latency-versus-throughput trade-off. You should size the KV cache per request and recognize that batch size is constrained by total available GPU memory. Implementing continuous batching is essential to avoid idle compute between requests. Additionally, choosing specific head-structures can help reduce cache pressure per sequence.

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