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// RUN — FITS
Can the Instinct MI440X run Baichuan2-13B?
Yes — here's how fast and up to what context, with real measured numbers.
Baichuan2-13B on the Instinct MI440X
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 2258k | 474.9-580.5 t/s | ~1-1.2 (slow) |
| Q8 | yes | 2337k | 949.8-1160.9 t/s | ~1.9-2.4 (slow) |
| Q4 | yes | 2372k | 1696.2-2073.1 t/s | ~3.5-4.2 (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 Instinct MI440X run Baichuan2-13B?▶
Yes. At Q4 it generates ~1696.2-2073.1 tok/s and fits up to 2372k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.5-4.2 tok/s.
How much context fits?▶
At Q4, up to about 2372k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.