// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4060 Ti 16GB run Dolly 2.0-12b?

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

Dolly 2.0-12b on the NVIDIA GeForce RTX 4060 Ti 16GB

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 7k 17.5-20.9 t/s ~2.4-2.9 (slow)
Q4 yes 40k 31.3-37.3 t/s ~4.3-5.2 (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 4060 Ti 16GB run Dolly 2.0-12b?โ–ถ

Yes. At Q4 it generates ~31.3-37.3 tok/s and fits up to 40k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~4.3-5.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 40k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.