// RUN โ€” FITS

Can the Apple M1 Ultra 64GB run Adaptive Inputs + LayerDrop?

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

Adaptive Inputs + LayerDrop on the Apple M1 Ultra 64GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 843k 643-775.4 t/s ~8-9.7 (slow)
Q8 yes 850k 1286.1-1550.8 t/s ~16.1-19.4 (slow)
Q4 yes 852k 2296.5-2769.3 t/s ~28.7-34.6 (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 M1 Ultra 64GB run Adaptive Inputs + LayerDrop?โ–ถ

Yes. At Q4 it generates ~2296.5-2769.3 tok/s and fits up to 852k context; beyond that it spills to SSD swap and slows to ~28.7-34.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 852k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.