// RUN โ€” FITS

Can the NVIDIA GeForce RTX 2050 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 2050

QuantFits?Max contextSpeedBeyond context
FP16 yes 63k 96.6-115.2 t/s ~8.6-10.3 (slow)
Q8 yes 70k 193.3-230.4 t/s ~17.3-20.6 (slow)
Q4 yes 73k 345.2-411.3 t/s ~30.8-36.7 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to SSD swap and speed drops to the "beyond" figure.

FAQ

Can the NVIDIA GeForce RTX 2050 run Adaptive Inputs + LayerDrop?โ–ถ

Yes. At Q4 it generates ~345.2-411.3 tok/s and fits up to 73k context; beyond that it spills to SSD swap and slows to ~30.8-36.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 73k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.