// RUN โ€” FITS

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

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

Aya Expanse 32B on the NVIDIA H100 SXM5 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 29k 37.9-45.1 t/s ~0.5-0.5 (slow)
Q8 yes 152k 75.7-90.2 t/s ~0.9-1.1 (slow)
Q4 yes 206k 135.2-161.1 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 Expanse 32B?โ–ถ

Yes. At Q4 it generates ~135.2-161.1 tok/s and fits up to 206k 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 206k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.