// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3080 10GB 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 3080 10GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 114k 2461.5-2933.6 t/s ~129.6-154.4 (slow)
Q8 yes 116k 4923-5867.2 t/s ~259.1-308.8 (slow)
Q4 yes 117k 8791.1-10477.1 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 3080 10GB run BigGAN-deep 512x512?โ–ถ

Yes. At Q4 it generates ~8791.1-10477.1 tok/s and fits up to 117k 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 117k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.