// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4060 Ti 8GB run Pythia-70m?

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

Pythia-70m on the NVIDIA GeForce RTX 4060 Ti 8GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 87k 1501.7-1789.7 t/s ~208.6-248.6 (slow)
Q8 yes 88k 3003.4-3579.4 t/s ~417.1-497.1 (slow)
Q4 yes 89k 5363.3-6391.8 t/s ~744.9-887.8 (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 8GB run Pythia-70m?โ–ถ

Yes. At Q4 it generates ~5363.3-6391.8 tok/s and fits up to 89k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~744.9-887.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 89k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.