// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4080 run OPT-350M?

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

OPT-350M on the NVIDIA GeForce RTX 4080

QuantFits?Max contextSpeedBeyond context
FP16 yes 191k 767.5-914.7 t/s ~41.7-49.7 (slow)
Q8 yes 196k 1535.1-1829.5 t/s ~83.4-99.4 (slow)
Q4 yes 199k 2741.2-3266.9 t/s ~149-177.6 (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 OPT-350M?โ–ถ

Yes. At Q4 it generates ~2741.2-3266.9 tok/s and fits up to 199k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~149-177.6 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.