llamaperf

Qwen3.6 27B

on M2 Ultra 137GB

Oct 22, 2026
Throughput
52.1 t/s gen
Quant
quant2-all
System RAM
137 GB

Summary

User reports Qwen3.6-27B at 52.1 tok/s on an M2 Ultra 137GB with n-gram self-speculative decoding using one draft token. The run used an experimental 2-bit mixed quant recipe (quant2-all); the model is hybrid with 48 GDN and 16 SA layers. The 1-draft configuration gave a 44% draft hit rate and a 17% speedup. User notes higher draft counts are counterproductive due to quadratic multi-token forward overhead on bandwidth-bound models, and that the gain is architecture-level rather than tied to weight precision.