// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run Qwen-VLA?

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

Qwen-VLA on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 247k 68-81.1 t/s ~2.8-3.4 (slow)
Q8 yes 286k 136.1-162.2 t/s ~5.7-6.8 (slow)
Q4 yes 303k 243-289.6 t/s ~10.1-12.1 (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 Qwen-VLA?โ–ถ

Yes. At Q4 it generates ~243-289.6 tok/s and fits up to 303k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~10.1-12.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 303k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.