// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5090 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 5090

QuantFits?Max contextSpeedBeyond context
FP16 yes 97k 86.1-102.6 t/s ~1.9-2.3 (slow)
Q8 yes 155k 172.1-205.1 t/s ~3.8-4.6 (slow)
Q4 yes 181k 307.4-366.3 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 5090 run LLaVA-OV-7B?โ–ถ

Yes. At Q4 it generates ~307.4-366.3 tok/s and fits up to 181k 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 181k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.