// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5060 Ti 8GB run bilingual-gpt-neox-4b?

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

bilingual-gpt-neox-4b on the NVIDIA GeForce RTX 5060 Ti 8GB

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 31k 86.1-102.6 t/s ~7.7-9.2 (slow)
Q4 yes 57k 153.7-183.2 t/s ~13.7-16.4 (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 5060 Ti 8GB run bilingual-gpt-neox-4b?โ–ถ

Yes. At Q4 it generates ~153.7-183.2 tok/s and fits up to 57k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~13.7-16.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 57k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.