// RUN โ€” FITS

Can the Apple M2 Ultra 192GB run BLOOM-1B?

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

BLOOM-1B on the Apple M2 Ultra 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 2583k 272-328 t/s ~3.4-4.1 (slow)
Q8 yes 2599k 544-656 t/s ~6.8-8.2 (slow)
Q4 yes 2605k 971.4-1171.4 t/s ~12.1-14.6 (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 M2 Ultra 192GB run BLOOM-1B?โ–ถ

Yes. At Q4 it generates ~971.4-1171.4 tok/s and fits up to 2605k context; beyond that it spills to SSD swap and slows to ~12.1-14.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2605k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.