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+# Paged-attention / parity benchmarks (GB10 / DGX Spark)
+
+Goal of the series: vLLM parity. This records the measured gap so the parity claim is data-backed, not asserted.
+
+**Setup:** GB10 (sm_121, 119 GiB unified). Model Qwen3-Coder-30B-A3B. llama.cpp = pinned base + this series
+(MXFP4_MOE, `-fa 1 -b 2048 -ub 2048`, `llama-batched-bench`, PP=512 TG=128). vLLM = 0.23.0 FP8 (recorded
+prior run, same box/model). S_PP / S_TG are aggregate prefill / decode tok/s across B streams.
+
+## Fresh llama.cpp (this series, MXFP4) vs vLLM (FP8)
+
+| B | llama S_PP | vLLM S_PP | PP gap | llama S_TG | vLLM S_TG | TG gap |
+|---|-----------|-----------|--------|-----------|-----------|--------|
+| 1 | 1565 | 9644 | 6.2× | **83** | 48 | **llama wins** |
+| 8 | 3648 | 33373 | 9.1× | 126 | 312 | 2.5× |
+| 32 | 2074 | 99398 | 48× | 319 | 1171 | 3.7× |
+| 64 | 3643 | 151990 | 42× | 771 | 2064 | 2.7× |
+
+## Verdict — two distinct gaps, only one is the engine's
+
+1. **Prefill (S_PP): 6–48× behind, and it does NOT scale with B** (plateaus ~3.6k). This is the **FP4 MoE
+   GEMM kernel** (`mul_mat_q<MXFP4>` ~22 TFLOP/s), confirmed earlier. **Paged attention cannot close this** —
+   it's per-token compute. Needs the tcgen05/CUTLASS grouped-GEMM (Lever 3, multi-week, no upstream base).
+2. **Decode at concurrency (S_TG): 2.5–3.7× behind for B≥8** (we *win* at B=1). This gap IS partly the
+   engine's domain — vLLM's block-paged KV + continuous batching pack more concurrent decode work per step.
+   **This is what patches 0003–0006 target.** The win here is realistic; the prefill win is not (kernel).
+
+## So, honestly, where parity stands
+
+- **Decode single-stream: already at/above parity** (B=1: 83 vs 48).
+- **Decode concurrency: a real, engine-addressable gap** the paged series can narrow (0004 on-demand pool +
+  0005 continuous batching). Target: close the 2.5–3.7× at B≥8.
+- **Prefill: kernel-bound, not engine-bound.** No amount of paging reaches vLLM here; that's a separate track.
+
+**Series status when measured:** 0001 (vendor) + 0002 (placement, token-identical) done; 0003 (gather-read)
+turn-key-planned, not yet implemented. These numbers are the *baseline* the engine patches must improve on at
+B≥8 decode — re-run this table after 0004/0005 to show the concurrency gap closing.