llamaperf
Oct 3, 2026
Throughput
26-30 t/s gen · 580.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
EXL3 (EXL3)
System RAM
128 GB

Summary

User reports GLM-5.3-Flash at 580 tok/s prefill (3.5K) and 546 tok/s at 64K on a single Strix Halo 128GB mini PC (Ryzen AI Max+ 395, gfx1151). Setup is the Kyojin engine built on ExLlamaV3 with EXL3 weights, 99.7 GB pack, MTP speculative decoding with 2 draft tokens. Decode is 26 to 30 tok/s with MTP. A second model, MiMo-V2.6-Flash-MOPD (105 GB), reaches about 650 tok/s prefill at 4K and 32 prose / 35 chat / 44 code tok/s with speculation, 29 plain. KLD vs official FP8 is 0.151 for GLM and 0.0713 for MiMo. GLM at 128K context and other GPUs are not measured yet.