// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB run Adaptive Inputs + LayerDrop?

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

Adaptive Inputs + LayerDrop on the AMD Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 2660k 3946.8-4823.9 t/s ~29.8-36.4 (slow)
Q8 yes 2666k 7893.6-9647.8 t/s ~59.6-72.8 (slow)
Q4 yes 2669k 14095.7-17228.1 t/s ~106.4-130 (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 Instinct MI300X 192GB run Adaptive Inputs + LayerDrop?โ–ถ

Yes. At Q4 it generates ~14095.7-17228.1 tok/s and fits up to 2669k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~106.4-130 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2669k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.