// RUN โ€” FITS

Can the Huawei Ascend 950DT run Ring-mini-linear-2.0?

Yes โ€” here's how fast and up to what context, with real measured numbers.

Ring-mini-linear-2.0 on the Huawei Ascend 950DT

QuantFits?Max contextSpeedBeyond context
FP16 yes 375k 79.3-96.3 t/s ~0.8-1 (slow)
Q8 yes 437k 158.5-192.7 t/s ~1.6-1.9 (slow)
Q4 yes 465k 283.1-344.1 t/s ~2.8-3.4 (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 Ring-mini-linear-2.0?โ–ถ

Yes. At Q4 it generates ~283.1-344.1 tok/s and fits up to 465k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2.8-3.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 465k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.