// RUN โ€” FITS

Can the NVIDIA A100 SXM4 80GB run UDSMProt?

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

UDSMProt on the NVIDIA A100 SXM4 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1099k 26294.5-31337.3 t/s ~515.8-614.8 (slow)
Q8 yes 1100k 52589.1-62674.6 t/s ~1031.7-1229.5 (slow)
Q4 yes 1100k 93909-111919 t/s ~1842.3-2195.6 (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 UDSMProt?โ–ถ

Yes. At Q4 it generates ~93909-111919 tok/s and fits up to 1100k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1842.3-2195.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1100k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.