// RUN โ€” FITS

Can the NVIDIA A100 SXM4 80GB run Athene-70B?

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

Athene-70B on the NVIDIA A100 SXM4 80GB

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 6k 21.3-25.3 t/s ~0.4-0.5 (slow)
Q4 yes 100k 38-45.3 t/s ~0.7-0.9 (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 A100 SXM4 80GB run Athene-70B?โ–ถ

Yes. At Q4 it generates ~38-45.3 tok/s and fits up to 100k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~0.7-0.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 100k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.