// RUN โ€” FITS

Can the NVIDIA GeForce RTX 2050 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

QuantFits?Max contextSpeedBeyond context
FP16 yes 73k 362.7-432.3 t/s ~32.4-38.6 (slow)
Q8 yes 75k 725.5-864.6 t/s ~64.8-77.2 (slow)
Q4 yes 75k 1295.5-1544 t/s ~115.7-137.9 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to SSD swap and speed drops to the "beyond" figure.

FAQ

Can the NVIDIA GeForce RTX 2050 run BigGAN-deep 512x512?โ–ถ

Yes. At Q4 it generates ~1295.5-1544 tok/s and fits up to 75k context; beyond that it spills to SSD swap and slows to ~115.7-137.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 75k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.