// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5080 run MT-DNN?

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

MT-DNN on the NVIDIA GeForce RTX 5080

QuantFits?Max contextSpeedBeyond context
FP16 yes 192k 1061.8-1265.5 t/s ~44.2-52.7 (slow)
Q8 yes 197k 2123.6-2530.9 t/s ~88.5-105.5 (slow)
Q4 yes 199k 3792.2-4519.5 t/s ~158-188.3 (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 5080 run MT-DNN?โ–ถ

Yes. At Q4 it generates ~3792.2-4519.5 tok/s and fits up to 199k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~158-188.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 199k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.