// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB 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 Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 2622k 1005.7-1229.2 t/s ~7.6-9.3 (slow)
Q8 yes 2647k 2011.4-2458.4 t/s ~15.2-18.6 (slow)
Q4 yes 2658k 3591.9-4390.1 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 Instinct MI300X 192GB run jina-embeddings-v5-omni?โ–ถ

Yes. At Q4 it generates ~3591.9-4390.1 tok/s and fits up to 2658k 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 2658k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.