// RUN โ€” FITS

Can the NVIDIA A100 PCIe 80GB run PepMLM?

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

PepMLM on the NVIDIA A100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1009k 235.4-280.6 t/s ~4.9-5.8 (slow)
Q8 yes 1054k 470.9-561.2 t/s ~9.7-11.6 (slow)
Q4 yes 1075k 840.8-1002.1 t/s ~17.4-20.7 (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 PCIe 80GB run PepMLM?โ–ถ

Yes. At Q4 it generates ~840.8-1002.1 tok/s and fits up to 1075k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~17.4-20.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1075k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.