// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4060 Ti 16GB run Unified-IO (XL)?

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

Unified-IO (XL) on the NVIDIA GeForce RTX 4060 Ti 16GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 112k 35.9-42.8 t/s ~5-5.9 (slow)
Q8 yes 157k 71.9-85.7 t/s ~10-11.9 (slow)
Q4 yes 177k 128.4-153 t/s ~17.8-21.2 (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 4060 Ti 16GB run Unified-IO (XL)?โ–ถ

Yes. At Q4 it generates ~128.4-153 tok/s and fits up to 177k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~17.8-21.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 177k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.