// RUN โ€” FITS

Can the AMD Radeon RX 7900 XT run BigGAN-deep 512x512?

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

BigGAN-deep 512x512 on the AMD Radeon RX 7900 XT

QuantFits?Max contextSpeedBeyond context
FP16 yes 254k 2236.1-2733 t/s ~111.8-136.7 (slow)
Q8 yes 256k 4472.3-5466.1 t/s ~223.6-273.3 (slow)
Q4 yes 257k 7986.2-9760.9 t/s ~399.3-488 (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 AMD Radeon RX 7900 XT run BigGAN-deep 512x512?โ–ถ

Yes. At Q4 it generates ~7986.2-9760.9 tok/s and fits up to 257k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~399.3-488 tok/s.

How much context fits?โ–ถ

At Q4, up to about 257k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.