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Can the Instinct MI440X run ALBERT-xxlarge?
Yes — here's how fast and up to what context, with real measured numbers.
ALBERT-xxlarge on the Instinct MI440X
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 6034k | 26272.3-32110.6 t/s | ~53.6-65.5 (slow) |
| Q8 | yes | 6038k | 52544.7-64221.3 t/s | ~107.2-131.1 (slow) |
| Q4 | yes | 6040k | 93829.8-114680.9 t/s | ~191.5-234 (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 ALBERT-xxlarge?▶
Yes. At Q4 it generates ~93829.8-114680.9 tok/s and fits up to 6040k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~191.5-234 tok/s.
How much context fits?▶
At Q4, up to about 6040k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.