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Mixture-of-experts hosting

Why these models need the memory of a big model but compute like a small one.

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What does a mixture-of-experts model cost to host?

All experts must sit in GPU memory, but each token only runs through the active ones. Memory scales with total parameters, speed with active parameters.

Precision

≈ 428 GB

weights in GPU memory

7

80 GB GPUs, minimum

23B

compute per token, like a dense model this size

Planning estimate: weights plus about 15% for KV cache and runtime. Real throughput depends on batch size, interconnect and the serving engine.

    Get in touch

    Tell me what you're building. I'll reply within 1–2 business days.

    Dominik Heinrich
    Company
    MADO Consulting

    Available worldwide, remote. On-site on request, depending on the country.

    I reply within 1–2 business days. Free slots: see the calendar

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