// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run Flan UL2?

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

Flan UL2 on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 14k 18-21.4 t/s ~0.7-0.9 (slow)
Q8 yes 88k 35.9-42.8 t/s ~1.5-1.8 (slow)
Q4 yes 121k 64.2-76.5 t/s ~2.7-3.2 (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 RTX 6000 Ada 48GB run Flan UL2?โ–ถ

Yes. At Q4 it generates ~64.2-76.5 tok/s and fits up to 121k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2.7-3.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 121k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.