// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3070 run BART-large?

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

BART-large on the NVIDIA GeForce RTX 3070

QuantFits?Max contextSpeedBeyond context
FP16 yes 77k 402.5-479.7 t/s ~35.9-42.8 (slow)
Q8 yes 83k 804.9-959.3 t/s ~71.9-85.7 (slow)
Q4 yes 86k 1437.4-1713.1 t/s ~128.3-153 (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 BART-large?โ–ถ

Yes. At Q4 it generates ~1437.4-1713.1 tok/s and fits up to 86k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~128.3-153 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.