// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB run LLaVA-NeXT-34B (LLaVA-1.6)?

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

LLaVA-NeXT-34B (LLaVA-1.6) on the AMD Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 403k 48-58.7 t/s ~0.4-0.4 (slow)
Q8 yes 536k 96.1-117.4 t/s ~0.7-0.9 (slow)
Q4 yes 594k 171.6-209.7 t/s ~1.3-1.6 (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 LLaVA-NeXT-34B (LLaVA-1.6)?โ–ถ

Yes. At Q4 it generates ~171.6-209.7 tok/s and fits up to 594k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1.3-1.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 594k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.