// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB run HAMSTER VLM?

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

HAMSTER VLM on the AMD Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 904k 123.7-151.2 t/s ~0.9-1.1 (slow)
Q8 yes 987k 247.4-302.4 t/s ~1.9-2.3 (slow)
Q4 yes 1023k 441.9-540.1 t/s ~3.3-4.1 (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 HAMSTER VLM?โ–ถ

Yes. At Q4 it generates ~441.9-540.1 tok/s and fits up to 1023k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.3-4.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1023k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.