// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4080 run MegaMolBART?

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

MegaMolBART on the NVIDIA GeForce RTX 4080

QuantFits?Max contextSpeedBeyond context
FP16 yes 200k 5969.8-7114.7 t/s ~324.4-386.7 (slow)
Q8 yes 201k 11939.6-14229.3 t/s ~648.9-773.3 (slow)
Q4 yes 201k 21320.6-25409.5 t/s ~1158.7-1381 (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 MegaMolBART?โ–ถ

Yes. At Q4 it generates ~21320.6-25409.5 tok/s and fits up to 201k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1158.7-1381 tok/s.

How much context fits?โ–ถ

At Q4, up to about 201k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.