Qwen3.6-27B · vLLM · NVFP4 · conc 1

status: done

Configuration

ModelQwen/Qwen3.6-27B
CompanyAlibaba
FamilyQwen
Parameters27B (dense)
EnginevLLM
Quant / precisionNVFP4
Why this quantconc-1 base (non-spec) point of the Qwen3.6-27B NVFP4 sweep — matched no-spec baseline for the MTP conc-1 row (EXPERIMENTS.md
Downloadunsloth/Qwen3.6-27B-NVFP4
Context window65536
Input modalitiestext, image, video (served text-only here)

Measured results

Prefill tok/s1.81
Decode tok/s9.33
Peak memory (GB)108.48 (system MemAvailable delta (10s sampling) — vLLM static KV reservation (util 0.85))
Completed2026-07-01 21:44 +0800

Full run command

# conc-1 base (no spec). Same recipe as the published conc-32 base — only --max-num-seqs differs.
scripts/bench-vllm-serving.sh unsloth/Qwen3.6-27B-NVFP4 65536 1 500 600 256 \
  --trust-remote-code --dtype bfloat16
# 22/500 prompts (hit 600 s cap; dense 27B is slow single-stream), 0 errors. ready after 396 s.

qwen3.6-27b Alibaba Qwen NVFP4 16-40B conc-1

Notes

conc-1 base (no-spec) point of the Qwen3.6-27B NVFP4 sweep — matched baseline for the MTP conc-1 row (EXPERIMENTS.md #4/#14). Same Unsloth NVFP4 recipe as the published conc-32 base; only --max-num-seqs changes.

  • Result (conc 1): prefill 1.81 / decode 9.33 tok/s; 22/500 prompts (hit the 600 s cap), 0 errors; peak mem 108.5 GB.
  • Dense, so slow single-stream — the point of the curve. At conc-1 this dense 27B decodes 9.33 tok/s, ~8× slower than the MoE 35B-A3B NVFP4’s 74.7 (which activates only ~3B/token) — the expected dense-vs-MoE gap when every token pays the full 27B. This is why MTP matters more here.
  • MTP speedup at conc-1: MTP 16.85 vs this base 9.33 = +80.6% — the tree-free MTP draft nearly doubles single-stream decode on the dense model (vs the MoE’s more modest +25.6%), because the dense target has the spare-nothing single-stream that spec-decode helps most.
  • TPOT/TTFT are the usual conc-1 single-stream figures; decode tok/s is the reported metric.
  • Sweep siblings (base): -c2 · -c4 · -c8 · -c16 · c32 (main). MTP counterpart: -mtp-c1.