// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3090 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 3090

QuantFits?Max contextSpeedBeyond context
FP16 yes 55k 51-60.8 t/s ~2.2-2.6 (slow)
Q8 yes 106k 102-121.5 t/s ~4.4-5.2 (slow)
Q4 yes 128k 182.1-217 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 3090 run PULI GPTrio?โ–ถ

Yes. At Q4 it generates ~182.1-217 tok/s and fits up to 128k 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 128k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.