llamaperf

Qwen3 8B

on M1 Ultra 128GB · mlxcel

Apple hardware
Oct 13, 2026
Throughput
81.2 t/s gen · 518.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
4-bit (MLX)
MTP (Multi-Token Prediction)
off
System RAM
128 GB

Summary

User reports Qwen3 8B 4-bit at 81.2 t/s generation and 518 t/s prompt processing on an M1 Ultra 128GB Mac Studio. Setup is mlxcel 0.7.0-beta.1 with FP16 KV cache, one Metal GPU, 512 input tokens and 128 output tokens, greedy temperature 0. The decode figure covers 128 output tokens over 127 forward steps; prefill excludes loading, tokenization and transport, so it is not end-to-end TTFT.