// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4080 run PULI GPTrio?

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

PULI GPTrio on the NVIDIA GeForce RTX 4080

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 50k 80.2-95.6 t/s ~4.4-5.2 (slow)
Q4 yes 72k 143.2-170.7 t/s ~7.8-9.3 (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 GeForce RTX 4080 run PULI GPTrio?โ–ถ

Yes. At Q4 it generates ~143.2-170.7 tok/s and fits up to 72k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7.8-9.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 72k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.