// RUN โ€” FITS

Can the NVIDIA H100 SXM5 80GB run Aya Vision 32B?

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

Aya Vision 32B on the NVIDIA H100 SXM5 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 23k 36.9-44 t/s ~0.4-0.5 (slow)
Q8 yes 149k 73.9-88.1 t/s ~0.9-1.1 (slow)
Q4 yes 204k 131.9-157.2 t/s ~1.6-1.9 (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 SXM5 80GB run Aya Vision 32B?โ–ถ

Yes. At Q4 it generates ~131.9-157.2 tok/s and fits up to 204k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1.6-1.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 204k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.