// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB run Poro 34B?

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

Poro 34B on the AMD Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 407k 48.8-59.7 t/s ~0.4-0.5 (slow)
Q8 yes 538k 97.6-119.3 t/s ~0.7-0.9 (slow)
Q4 yes 595k 174.3-213.1 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 Poro 34B?โ–ถ

Yes. At Q4 it generates ~174.3-213.1 tok/s and fits up to 595k 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 595k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.