// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4090 run mBART-50?

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

mBART-50 on the NVIDIA GeForce RTX 4090

QuantFits?Max contextSpeedBeyond context
FP16 yes 295k 603.1-718.8 t/s ~23.9-28.5 (slow)
Q8 yes 305k 1206.3-1437.6 t/s ~47.9-57 (slow)
Q4 yes 309k 2154.1-2567.2 t/s ~85.5-101.9 (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 mBART-50?โ–ถ

Yes. At Q4 it generates ~2154.1-2567.2 tok/s and fits up to 309k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~85.5-101.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 309k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.