// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run Yi-1.5-34B?

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

Yi-1.5-34B on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 33k 20.6-24.6 t/s ~0.9-1 (slow)
Q4 yes 90k 36.8-43.9 t/s ~1.5-1.8 (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 Yi-1.5-34B?โ–ถ

Yes. At Q4 it generates ~36.8-43.9 tok/s and fits up to 90k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1.5-1.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 90k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.