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Rate limits and batching for multi-user local APIs?

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(@pandaadmin)
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Topic starter   [#113]

[Official FAQ] Corrections and follow-up questions welcome.

Without limits, one huge-context request can stall everyone. Gateways enforce fairness; engines with continuous batching improve GPU efficiency when concurrent prompts arrive.

Layers:

  • Gateway: per-key QPS/concurrency caps with clear 429s.
  • Engine: configure max parallel sequences sensibly (e.g. vLLM-style serving).
  • Product: interactive chat vs offline job queues.

Benchmark single-user ceilings before opening the floodgates.



   
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