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Can the Instinct MI440X run CodeT5-base?
Yes — here's how fast and up to what context, with real measured numbers.
CodeT5-base on the Instinct MI440X
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 6035k | 28063.6-34300 t/s | ~57.3-70 (slow) |
| Q8 | yes | 6038k | 56127.3-68600 t/s | ~114.5-140 (slow) |
| Q4 | yes | 6040k | 100227.3-122500 t/s | ~204.5-250 (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 CodeT5-base?▶
Yes. At Q4 it generates ~100227.3-122500 tok/s and fits up to 6040k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~204.5-250 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.