// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5070 run BigGAN-deep 512x512?

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

BigGAN-deep 512x512 on the NVIDIA GeForce RTX 5070

QuantFits?Max contextSpeedBeyond context
FP16 yes 142k 2176.5-2593.9 t/s ~129.6-154.4 (slow)
Q8 yes 144k 4353-5187.8 t/s ~259.1-308.8 (slow)
Q4 yes 145k 7773.2-9264 t/s ~462.7-551.4 (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 5070 run BigGAN-deep 512x512?โ–ถ

Yes. At Q4 it generates ~7773.2-9264 tok/s and fits up to 145k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~462.7-551.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 145k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.