// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3070 run base LM+GNN+kNN?

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

base LM+GNN+kNN on the NVIDIA GeForce RTX 3070

QuantFits?Max contextSpeedBeyond context
FP16 yes 81k 596.8-711.2 t/s ~53.3-63.5 (slow)
Q8 yes 85k 1193.6-1422.5 t/s ~106.6-127 (slow)
Q4 yes 87k 2131.4-2540.1 t/s ~190.3-226.8 (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 3070 run base LM+GNN+kNN?โ–ถ

Yes. At Q4 it generates ~2131.4-2540.1 tok/s and fits up to 87k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~190.3-226.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 87k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.