// RUN โ€” FITS

Can the NVIDIA H100 PCIe 80GB run Qwen-VL?

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

Qwen-VL on the NVIDIA H100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 404k 76-90.6 t/s ~1.5-1.8 (slow)
Q8 yes 477k 152.1-181.3 t/s ~3-3.6 (slow)
Q4 yes 509k 271.6-323.7 t/s ~5.4-6.5 (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 Qwen-VL?โ–ถ

Yes. At Q4 it generates ~271.6-323.7 tok/s and fits up to 509k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~5.4-6.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 509k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.