// RUN โ€” FITS

Can the NVIDIA A100 SXM4 80GB run Llama 3.2 90B?

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

Llama 3.2 90B on the NVIDIA A100 SXM4 80GB

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 no โ€” โ€” โ€”
Q4 yes 69k 30-35.8 t/s ~0.6-0.7 (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 A100 SXM4 80GB run Llama 3.2 90B?โ–ถ

Yes. At Q4 it generates ~30-35.8 tok/s and fits up to 69k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~0.6-0.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 69k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.