// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4080 run Adaptive Inputs + LayerDrop?

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

Adaptive Inputs + LayerDrop on the NVIDIA GeForce RTX 4080

QuantFits?Max contextSpeedBeyond context
FP16 yes 189k 635.1-756.9 t/s ~34.5-41.1 (slow)
Q8 yes 195k 1270.2-1513.8 t/s ~69-82.3 (slow)
Q4 yes 198k 2268.2-2703.1 t/s ~123.3-146.9 (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 NVIDIA GeForce RTX 4080 run Adaptive Inputs + LayerDrop?โ–ถ

Yes. At Q4 it generates ~2268.2-2703.1 tok/s and fits up to 198k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~123.3-146.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 198k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.