// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5070 Ti run nesso 0.4B Instruct?

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

nesso 0.4B Instruct on the NVIDIA GeForce RTX 5070 Ti

QuantFits?Max contextSpeedBeyond context
FP16 yes 190k 817.6-974.4 t/s ~36.5-43.5 (slow)
Q8 yes 196k 1635.2-1948.8 t/s ~73-87 (slow)
Q4 yes 198k 2920-3480 t/s ~130.4-155.4 (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 5070 Ti run nesso 0.4B Instruct?โ–ถ

Yes. At Q4 it generates ~2920-3480 tok/s and fits up to 198k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~130.4-155.4 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.