// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4090 run ProtBERT-BFD?

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

ProtBERT-BFD on the NVIDIA GeForce RTX 4090

QuantFits?Max contextSpeedBeyond context
FP16 yes 301k 876-1044 t/s ~34.8-41.4 (slow)
Q8 yes 308k 1752-2088 t/s ~69.5-82.9 (slow)
Q4 yes 310k 3128.6-3728.6 t/s ~124.1-148 (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 4090 run ProtBERT-BFD?โ–ถ

Yes. At Q4 it generates ~3128.6-3728.6 tok/s and fits up to 310k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~124.1-148 tok/s.

How much context fits?โ–ถ

At Q4, up to about 310k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.