// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3070 Ti run MegaMolBART?

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

MegaMolBART on the NVIDIA GeForce RTX 3070 Ti

QuantFits?Max contextSpeedBeyond context
FP16 yes 88k 4931.6-5877.3 t/s ~324.4-386.7 (slow)
Q8 yes 89k 9863.1-11754.7 t/s ~648.9-773.3 (slow)
Q4 yes 89k 17612.7-20990.5 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 3070 Ti run MegaMolBART?โ–ถ

Yes. At Q4 it generates ~17612.7-20990.5 tok/s and fits up to 89k 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 89k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.