// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run Yi-1.5-9B?

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

Yi-1.5-9B on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 191k 39.7-47.3 t/s ~1.7-2 (slow)
Q8 yes 258k 79.4-94.6 t/s ~3.3-3.9 (slow)
Q4 yes 288k 141.7-168.9 t/s ~5.9-7 (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 Yi-1.5-9B?โ–ถ

Yes. At Q4 it generates ~141.7-168.9 tok/s and fits up to 288k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~5.9-7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 288k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.