// RUN โ€” FITS

Can the NVIDIA A100 PCIe 80GB run UDSMProt?

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

UDSMProt on the NVIDIA A100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1099k 24953.4-29738.9 t/s ~515.8-614.8 (slow)
Q8 yes 1100k 49906.7-59477.9 t/s ~1031.7-1229.5 (slow)
Q4 yes 1100k 89119.2-106210.5 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 PCIe 80GB run UDSMProt?โ–ถ

Yes. At Q4 it generates ~89119.2-106210.5 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.