// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3080 10GB run Retrieval-Augmented Generator?

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

Retrieval-Augmented Generator on the NVIDIA GeForce RTX 3080 10GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 98k 443.1-528.1 t/s ~23.3-27.8 (slow)
Q8 yes 108k 886.3-1056.2 t/s ~46.6-55.6 (slow)
Q4 yes 112k 1582.6-1886.1 t/s ~83.3-99.3 (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 3080 10GB run Retrieval-Augmented Generator?โ–ถ

Yes. At Q4 it generates ~1582.6-1886.1 tok/s and fits up to 112k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~83.3-99.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 112k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.