// RUN โ€” FITS

Can the NVIDIA GeForce RTX 2050 Mobile 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 2050 Mobile

QuantFits?Max contextSpeedBeyond context
FP16 yes 30k 362.7-432.3 t/s ~129.6-154.4 (slow)
Q8 yes 32k 725.5-864.6 t/s ~259.1-308.8 (slow)
Q4 yes 32k 1295.5-1544 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 2050 Mobile run BigGAN-deep 512x512?โ–ถ

Yes. At Q4 it generates ~1295.5-1544 tok/s and fits up to 32k 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 32k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.