// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5070 run FRED-T5-XL?

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

FRED-T5-XL on the NVIDIA GeForce RTX 5070

QuantFits?Max contextSpeedBeyond context
FP16 yes 92k 141-168 t/s ~8.4-10 (slow)
Q8 yes 119k 281.9-336 t/s ~16.8-20 (slow)
Q4 yes 131k 503.4-600 t/s ~30-35.7 (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 5070 run FRED-T5-XL?โ–ถ

Yes. At Q4 it generates ~503.4-600 tok/s and fits up to 131k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~30-35.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 131k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.