// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3090 run LLaVA-OV-7B?

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

LLaVA-OV-7B on the NVIDIA GeForce RTX 3090

QuantFits?Max contextSpeedBeyond context
FP16 yes 41k 45-53.6 t/s ~1.9-2.3 (slow)
Q8 yes 99k 89.9-107.1 t/s ~3.8-4.6 (slow)
Q4 yes 125k 160.5-191.3 t/s ~6.9-8.2 (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 3090 run LLaVA-OV-7B?โ–ถ

Yes. At Q4 it generates ~160.5-191.3 tok/s and fits up to 125k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6.9-8.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 125k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.