// RUN — FITS

Can the NVIDIA H100 PCIe 80GB run Orion Star (猎户星空大模型)?

Yes — here's how fast and up to what context, with real measured numbers.

Orion Star (猎户星空大模型) on the NVIDIA H100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 269k 52.1-62.1 t/s ~1-1.2 (slow)
Q8 yes 355k 104.3-124.3 t/s ~2.1-2.5 (slow)
Q4 yes 392k 186.2-221.9 t/s ~3.7-4.4 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to system RAM offload (depends on your system RAM) and speed drops to the "beyond" figure.

FAQ

Can the NVIDIA H100 PCIe 80GB run Orion Star (猎户星空大模型)?

Yes. At Q4 it generates ~186.2-221.9 tok/s and fits up to 392k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.7-4.4 tok/s.

How much context fits?

At Q4, up to about 392k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.