// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3070 Ti run DeBERTaV3large?

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

DeBERTaV3large on the NVIDIA GeForce RTX 3070 Ti

QuantFits?Max contextSpeedBeyond context
FP16 yes 77k 530.9-632.7 t/s ~34.9-41.6 (slow)
Q8 yes 83k 1061.8-1265.5 t/s ~69.9-83.3 (slow)
Q4 yes 86k 1896.1-2259.7 t/s ~124.7-148.7 (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 DeBERTaV3large?โ–ถ

Yes. At Q4 it generates ~1896.1-2259.7 tok/s and fits up to 86k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~124.7-148.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 86k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.