// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3090 run SANA 1.5 4.8B?

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

SANA 1.5 4.8B on the NVIDIA GeForce RTX 3090

QuantFits?Max contextSpeedBeyond context
FP16 yes 168k 71.2-84.8 t/s ~3-3.6 (slow)
Q8 yes 241k 142.4-169.7 t/s ~6.1-7.3 (slow)
Q4 yes 273k 254.2-302.9 t/s ~10.9-12.9 (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 GeForce RTX 3090 run SANA 1.5 4.8B?โ–ถ

Yes. At Q4 it generates ~254.2-302.9 tok/s and fits up to 273k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~10.9-12.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 273k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.