// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5090 run jina-embeddings-v5-text-nano?

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

jina-embeddings-v5-text-nano on the NVIDIA GeForce RTX 5090

QuantFits?Max contextSpeedBeyond context
FP16 yes 419k 2736.7-3261.6 t/s ~61.1-72.8 (slow)
Q8 yes 423k 5473.5-6523.2 t/s ~122.2-145.6 (slow)
Q4 yes 424k 9774.1-11648.5 t/s ~218.2-260 (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 5090 run jina-embeddings-v5-text-nano?โ–ถ

Yes. At Q4 it generates ~9774.1-11648.5 tok/s and fits up to 424k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~218.2-260 tok/s.

How much context fits?โ–ถ

At Q4, up to about 424k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.