// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4090 run Segment Anything Model?

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

Segment Anything Model on the NVIDIA GeForce RTX 4090

QuantFits?Max contextSpeedBeyond context
FP16 yes 295k 578.5-689.4 t/s ~23-27.4 (slow)
Q8 yes 304k 1157-1378.9 t/s ~45.9-54.7 (slow)
Q4 yes 309k 2066-2462.3 t/s ~82-97.7 (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 Segment Anything Model?โ–ถ

Yes. At Q4 it generates ~2066-2462.3 tok/s and fits up to 309k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~82-97.7 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.