// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run Flux.1 [dev]?

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

Flux.1 [dev] on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 114k 29.2-34.8 t/s ~1.2-1.5 (slow)
Q8 yes 187k 58.4-69.6 t/s ~2.4-2.9 (slow)
Q4 yes 219k 104.3-124.3 t/s ~4.3-5.2 (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 Flux.1 [dev]?โ–ถ

Yes. At Q4 it generates ~104.3-124.3 tok/s and fits up to 219k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~4.3-5.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 219k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.