// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3070 Ti run ESM2-650M?

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

ESM2-650M on the NVIDIA GeForce RTX 3070 Ti

QuantFits?Max contextSpeedBeyond context
FP16 yes 70k 341.4-406.9 t/s ~22.5-26.8 (slow)
Q8 yes 79k 682.8-813.8 t/s ~44.9-53.5 (slow)
Q4 yes 84k 1219.3-1453.2 t/s ~80.2-95.6 (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 Ti run ESM2-650M?โ–ถ

Yes. At Q4 it generates ~1219.3-1453.2 tok/s and fits up to 84k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~80.2-95.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 84k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.