// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run Qwen2-Audio?

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

Qwen2-Audio on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 200k 42.7-50.9 t/s ~1.8-2.1 (slow)
Q8 yes 263k 85.5-101.9 t/s ~3.6-4.2 (slow)
Q4 yes 290k 152.6-181.9 t/s ~6.4-7.6 (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 Qwen2-Audio?โ–ถ

Yes. At Q4 it generates ~152.6-181.9 tok/s and fits up to 290k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6.4-7.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 290k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.