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Can the AMD Instinct MI325X run Pythia-160m?
Yes — here's how fast and up to what context, with real measured numbers.
Pythia-160m on the AMD Instinct MI325X
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 3566k | 11812.5-14437.5 t/s | ~78.8-96.3 (slow) |
| Q8 | yes | 3568k | 23625-28875 t/s | ~157.5-192.5 (slow) |
| Q4 | yes | 3569k | 42187.5-51562.5 t/s | ~281.3-343.8 (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 MI325X run Pythia-160m?▶
Yes. At Q4 it generates ~42187.5-51562.5 tok/s and fits up to 3569k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~281.3-343.8 tok/s.
How much context fits?▶
At Q4, up to about 3569k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.