llamaperf
Sep 27, 2026
Throughput
149.2 t/s gen · 3075.0 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)
System RAM
64 GB
VRAM reported
32 GB

Summary

User benchmarks Qwen3.5-35B-A3B (MoE, 35B total, ~3.5B active) at 149.2 t/s decode and 3075 t/s prefill on an AMD Radeon AI PRO R9700 32GB. Setup is llama.cpp (Vulkan, RADV driver) with UD-Q4_K_XL quant, flash attention on, ubatch 2048, and a one-line rm_kq=1 patch; single GPU. The figures are the best RADV configuration (rm_kq=1 + ub2048); stock RADV gives 147.8 t/s decode and 2381 t/s prefill. AMDVLK with rm_kq=1 reaches 156.3 t/s decode but only 1823 t/s prefill. WikiText-2 perplexity is 6.9472 ± 0.046 across all configurations.