// RUN โ€” FITS

Can the NVIDIA A100 SXM4 80GB run Kosmos-2?

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

Kosmos-2 on the NVIDIA A100 SXM4 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1051k 465.1-554.4 t/s ~9.1-10.9 (slow)
Q8 yes 1076k 930.3-1108.7 t/s ~18.3-21.8 (slow)
Q4 yes 1086k 1661.2-1979.8 t/s ~32.6-38.8 (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 Kosmos-2?โ–ถ

Yes. At Q4 it generates ~1661.2-1979.8 tok/s and fits up to 1086k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~32.6-38.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1086k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.