llamaperf

GLM-5.3 320B (18B active) Flash

on AMD Strix Halo 128GB · Gufo

Tone: positiveAMD hardware
Oct 25, 2026
Throughput
18.9 t/s gen · 740.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
System RAM
128 GB

Use cases

coding

Summary

User reports GLM-5.3 Flash at 18.9 tok/s plain decode on a Strix Halo 128GB box (Ryzen AI Max+ 395, 8060S gfx1151). Setup is a fork of gufo that splits prefill between the GPU and the XDNA2 NPU and stacks speculative decoding on top. With DFlash2 speculation on code the model reaches 29.7 tok/s. Prefill peaks at 740 tok/s at 8k, 17.5% over GPU only. The same fork also runs Flint, Qwen3.6-35B-A3B, Qwen3.8 Flash-Next and Qwen3.8-27B, with best-case decode of 73, 159, 118 and 62 tok/s respectively.