// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5070 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

QuantFits?Max contextSpeedBeyond context
FP16 yes 133k 613.2-730.8 t/s ~36.5-43.5 (slow)
Q8 yes 139k 1226.4-1461.6 t/s ~73-87 (slow)
Q4 yes 142k 2190-2610 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 run nesso 0.4B Instruct?โ–ถ

Yes. At Q4 it generates ~2190-2610 tok/s and fits up to 142k 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 142k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.