// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3070 Ti run OPT-2.7B?

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

OPT-2.7B on the NVIDIA GeForce RTX 3070 Ti

QuantFits?Max contextSpeedBeyond context
FP16 yes 7k 82.2-98 t/s ~5.4-6.4 (slow)
Q8 yes 48k 164.4-195.9 t/s ~10.8-12.9 (slow)
Q4 yes 66k 293.5-349.8 t/s ~19.3-23 (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 3070 Ti run OPT-2.7B?โ–ถ

Yes. At Q4 it generates ~293.5-349.8 tok/s and fits up to 66k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~19.3-23 tok/s.

How much context fits?โ–ถ

At Q4, up to about 66k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.