// RUN โ€” FITS

Can the NVIDIA H200 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 H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 1944k 4141.8-4936.2 t/s ~34.5-41.1 (slow)
Q8 yes 1950k 8283.7-9872.3 t/s ~69-82.3 (slow)
Q4 yes 1953k 14792.3-17629.2 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 H200 run Adaptive Inputs + LayerDrop?โ–ถ

Yes. At Q4 it generates ~14792.3-17629.2 tok/s and fits up to 1953k 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 1953k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.