What Multi-Node vLLM Serving Really Costs Per GPU
Multi-node vLLM serving audited: we normalize the 607.8 tok/s two-station GLM-5.3 demo per GPU, price the all-reduce tax, and derive a scale-out rule.
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Multi-node vLLM serving audited: we normalize the 607.8 tok/s two-station GLM-5.3 demo per GPU, price the all-reduce tax, and derive a scale-out rule.
Structured output local LLM enforcement means choosing JSON mode, grammar decoding, or tool-calling. Each trades latency, throughput, and reliability.