// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4060 Ti 8GB run ProtGPT2?

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

ProtGPT2 on the NVIDIA GeForce RTX 4060 Ti 8GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 67k 142.4-169.8 t/s ~19.8-23.6 (slow)
Q8 yes 78k 284.9-339.5 t/s ~39.6-47.2 (slow)
Q4 yes 83k 508.7-606.3 t/s ~70.7-84.2 (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 8GB run ProtGPT2?โ–ถ

Yes. At Q4 it generates ~508.7-606.3 tok/s and fits up to 83k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~70.7-84.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 83k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.