// RUN โ€” FITS

Can the Apple M3 Max 36GB run BigGAN-deep 512x512?

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

BigGAN-deep 512x512 on the Apple M3 Max 36GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 468k 905.1-1091.4 t/s ~30.2-36.4 (slow)
Q8 yes 470k 1810.2-2182.9 t/s ~60.3-72.8 (slow)
Q4 yes 471k 3232.5-3898 t/s ~107.7-129.9 (slow)

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

FAQ

Can the Apple M3 Max 36GB run BigGAN-deep 512x512?โ–ถ

Yes. At Q4 it generates ~3232.5-3898 tok/s and fits up to 471k context; beyond that it spills to SSD swap and slows to ~107.7-129.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 471k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.