// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4060 Ti 16GB run OPT-2.7B (finetuned on PTB)?

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

OPT-2.7B (finetuned on PTB) on the NVIDIA GeForce RTX 4060 Ti 16GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 119k 38.9-46.4 t/s ~5.4-6.4 (slow)
Q8 yes 161k 77.9-92.8 t/s ~10.8-12.9 (slow)
Q4 yes 179k 139-165.7 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 4060 Ti 16GB run OPT-2.7B (finetuned on PTB)?โ–ถ

Yes. At Q4 it generates ~139-165.7 tok/s and fits up to 179k 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 179k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.