// RUN โ€” FITS

Can the AMD Radeon RX 7900 XTX run jina-embeddings-v5-omni?

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

jina-embeddings-v5-omni on the AMD Radeon RX 7900 XTX

QuantFits?Max contextSpeedBeyond context
FP16 yes 263k 182.2-222.7 t/s ~7.6-9.3 (slow)
Q8 yes 289k 364.3-445.3 t/s ~15.2-18.6 (slow)
Q4 yes 300k 650.6-795.2 t/s ~27.1-33.1 (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 AMD Radeon RX 7900 XTX run jina-embeddings-v5-omni?โ–ถ

Yes. At Q4 it generates ~650.6-795.2 tok/s and fits up to 300k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~27.1-33.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 300k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.