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Can the Huawei Ascend 950DT run TinyBert?
Yes — here's how fast and up to what context, with real measured numbers.
TinyBert on the Huawei Ascend 950DT
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 1997k | 19403-23582.1 t/s | ~194-235.8 (slow) |
| Q8 | yes | 1998k | 38806-47164.2 t/s | ~388.1-471.6 (slow) |
| Q4 | yes | 1998k | 69296.4-84221.7 t/s | ~693-842.2 (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 Huawei Ascend 950DT run TinyBert?▶
Yes. At Q4 it generates ~69296.4-84221.7 tok/s and fits up to 1998k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~693-842.2 tok/s.
How much context fits?▶
At Q4, up to about 1998k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.