// RUN โ€” FITS

Can the Apple M3 Max 48GB run NeMO Megatron GPT 20B?

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

NeMO Megatron GPT 20B on the Apple M3 Max 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 6k 6.8-8.2 t/s ~0.2-0.2 (slow)
Q8 yes 83k 13.6-16.4 t/s ~0.3-0.4 (slow)
Q4 yes 116k 24.3-29.3 t/s ~0.6-0.7 (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 48GB run NeMO Megatron GPT 20B?โ–ถ

Yes. At Q4 it generates ~24.3-29.3 tok/s and fits up to 116k context; beyond that it spills to SSD swap and slows to ~0.6-0.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 116k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.