// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3090 run ProtGPT2?

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

ProtGPT2 on the NVIDIA GeForce RTX 3090

QuantFits?Max contextSpeedBeyond context
FP16 yes 292k 462.9-551.7 t/s ~19.8-23.6 (slow)
Q8 yes 303k 925.9-1103.4 t/s ~39.6-47.2 (slow)
Q4 yes 308k 1653.3-1970.4 t/s ~70.7-84.2 (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 ProtGPT2?โ–ถ

Yes. At Q4 it generates ~1653.3-1970.4 tok/s and fits up to 308k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~70.7-84.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 308k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.