llamaperf

Mellum2.1 12B (2.5B active)

on M4 16GB · 130,000 ctx

Tone: positiveApple hardware
Oct 14, 2026
Throughput
60.0 t/s gen
Quant
Q8
System RAM
16 GB

Use cases

codingagentic

Summary

User reports JetBrains Mellum 2.1 12B A2.5B MoE running at around 60 t/s on an M4 16GB at full 130k context. Setup uses a Q8 quant; the user notes a 16 GB GPU can run it easily. The user also got 140 t/s on a 9070 XT and expects 8GB and 12GB cards to reach 30-40 t/s. They find it codes well but suggest a bigger model for detailed planning.