llamaperf
Oct 13, 2026
Throughput
35.9 t/s gen · 125.7 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
UD-Q4_K_XL (GGUF)
Flash Attention
on
MTP (Multi-Token Prediction)
on
System RAM
128 GB

Summary

User reports Qwen3.8 at 35.9 t/s generation and 125.7 t/s prompt processing on an AMD Strix Halo 128GB machine. Setup is EngramHalo with UD-Q4_K_XL, q8_0 target K/V cache, Flash Attention, 16384 tokens per slot and eight slots, with draft-mtp plus ngram-mod speculative decoding. The 35.9 t/s is the server's native TG value for the first one-user request, 71 input and 256 output tokens; client aggregate throughput at one user is 33.2 t/s.