// RUN โ€” FITS

Can the NVIDIA A100 PCIe 80GB run Qwen-VLA?

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

Qwen-VLA on the NVIDIA A100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 471k 137.1-163.4 t/s ~2.8-3.4 (slow)
Q8 yes 511k 274.3-326.9 t/s ~5.7-6.8 (slow)
Q4 yes 528k 489.8-583.7 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 A100 PCIe 80GB run Qwen-VLA?โ–ถ

Yes. At Q4 it generates ~489.8-583.7 tok/s and fits up to 528k 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 528k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.