// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5090 run Llama 3.2 3B?

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

Llama 3.2 3B on the NVIDIA GeForce RTX 5090

QuantFits?Max contextSpeedBeyond context
FP16 yes 328k 203.8-242.8 t/s ~4.5-5.4 (slow)
Q8 yes 377k 407.5-485.7 t/s ~9.1-10.8 (slow)
Q4 yes 399k 727.7-867.3 t/s ~16.2-19.4 (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 Llama 3.2 3B?โ–ถ

Yes. At Q4 it generates ~727.7-867.3 tok/s and fits up to 399k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~16.2-19.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 399k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.