Say a single Kimi K3 is deployed on 16 x B200s: how many concurrent users can that handle? I realize the question assumes a major simplification that everyone's prompts/sessions are the same.
>I realize the question assumes a major simplification that everyone's prompts/sessions are the same.
well, exactly.
that's tough to answer without just average sampling because some users will ask the model "what's todays date" or "what color is the sky?" and some users will ask "Let's rewrite the linux kernel in brainfuck."
In my admittedly little experience running a tiny LLM service on a single 5090 for friends, I would guess a fair bit. It depends on how many tok/sec you're targeting and how much memory you're allowing be used for context (and their context). Definitely more than 1, MAYBE an order of magnitude.
well, exactly.
that's tough to answer without just average sampling because some users will ask the model "what's todays date" or "what color is the sky?" and some users will ask "Let's rewrite the linux kernel in brainfuck."