// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run DiT-XL/2?

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

DiT-XL/2 on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 630k 519.1-618.7 t/s ~21.6-25.8 (slow)
Q8 yes 641k 1038.2-1237.3 t/s ~43.3-51.6 (slow)
Q4 yes 645k 1854-2209.5 t/s ~77.2-92.1 (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 DiT-XL/2?โ–ถ

Yes. At Q4 it generates ~1854-2209.5 tok/s and fits up to 645k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~77.2-92.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 645k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.