// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run Polyglot-Ko-12.8B?

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

Polyglot-Ko-12.8B on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 103k 27.2-32.4 t/s ~1.1-1.3 (slow)
Q8 yes 182k 54.3-64.8 t/s ~2.3-2.7 (slow)
Q4 yes 216k 97-115.6 t/s ~4-4.8 (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 RTX 6000 Ada 48GB run Polyglot-Ko-12.8B?โ–ถ

Yes. At Q4 it generates ~97-115.6 tok/s and fits up to 216k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~4-4.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 216k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.