// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4060 Ti 8GB 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 4060 Ti 8GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 86k 932.8-1111.7 t/s ~129.6-154.4 (slow)
Q8 yes 88k 1865.6-2223.4 t/s ~259.1-308.8 (slow)
Q4 yes 88k 3331.4-3970.3 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 4060 Ti 8GB run BigGAN-deep 512x512?โ–ถ

Yes. At Q4 it generates ~3331.4-3970.3 tok/s and fits up to 88k 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 88k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.