Ettore Di Giacinto 2975a74fb4 docs(paged): Qwen3.6 NVFP4 apples-to-apples scorecard (llama vs vLLM, dense + MoE) ...

Full 4-way sweep (npl 8/32/64/128): dense Qwen3.6-27B (clean W4A4) + MoE
Qwen3.6-35B-A3B (vLLM Marlin NvFp4). Parity at npl8; vLLM scales ~2.8-2.9x ahead
on decode at npl128. llama TTFT explodes at high concurrency - run WITHOUT
max_prefill_tokens (0013), the prefill-starvation also drags decode_agg; fair
re-run with the QoS budget pending. llama wins on on-demand memory (paged).

Assisted-by: Claude:opus-4.8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

2026-06-23 20:21:50 +00:00

..

0001-vendor-paged-kv-manager.patch

build(llama-cpp): isolate paged patches in patches/paged/ behind LLAMA_PAGED flag (default on)

2026-06-22 09:22:36 +00:00

0002-paged-kv-block-placement-env-LLAMA_KV_PAGED.patch

build(llama-cpp): isolate paged patches in patches/paged/ behind LLAMA_PAGED flag (default on)

2026-06-22 09:22:36 +00:00

0003-gather-read-plan.md

build(llama-cpp): isolate paged patches in patches/paged/ behind LLAMA_PAGED flag (default on)

2026-06-22 09:22:36 +00:00

0003-paged-gather-read-env-LLAMA_KV_PAGED.patch

build(llama-cpp): isolate paged patches in patches/paged/ behind LLAMA_PAGED flag (default on)

2026-06-22 09:22:36 +00:00

0004-paged-on-demand-block-allocation-env-LLAMA_KV_PAGED.patch

build(llama-cpp): isolate paged patches in patches/paged/ behind LLAMA_PAGED flag (default on)

2026-06-22 09:22:36 +00:00

0006-paged-cross-request-prefix-caching-env-LLAMA_KV_PAGED.patch

feat(llama-cpp/paged): cross-request prefix caching patch 0006

2026-06-22 10:14:27 +00:00

0007-paged-engine-prefix-recompute-skip-env-LLAMA_KV_PAGED.patch

feat(llama-cpp/paged): engine-level prefix recompute-skip (patch 0007)

2026-06-22 10:47:10 +00:00

0008-paged-server-cross-request-prefix-share-env-LLAMA_KV_PAGED.patch

feat(paged): wire cross-request prefix share into llama-server (patch 0008)

2026-06-22 15:03:16 +00:00

0009-paged-in-kernel-decode-read-env-LLAMA_KV_PAGED-patch.patch

paged: in-kernel decode read patch 0009 (kill the gather regression)

2026-06-22 18:04:09 +00:00

0010-paged-tile-in-kernel-read-and-dispatch-guard-env-LLAMA_KV_PAGED.patch

feat(paged): tile in-kernel decode read + dispatch guard (patch 0010)

2026-06-22 20:37:12 +00:00

0011-paged-decode-route-GQA-grouped-tile-kernel-by-defaul.patch

feat(paged): route GQA-grouped tile kernel by default for paged decode (patch 0011)

2026-06-22 22:38:28 +00:00

0012-paged-mask-pad-invariant-assert.patch

feat(paged): assert mask-pad invariant for the paged tile route (patch 0012)

2026-06-23 09:13:08 +00:00

0013-paged-decoupled-prefill-token-budget.patch

feat(paged): add patch 0013 decoupled per-step prefill-token budget

2026-06-23 09:55:32 +00:00

0014-paged-expert-aware-moe-token-tile-cap.patch

feat(paged): mirror patch 0014 - expert-aware MoE token-tile cap

2026-06-23 13:49:15 +00:00

0015-paged-expert-density-aware-moe-token-tile-auto-select.patch

feat(paged): mirror MoE token-tile density-aware auto-select (patch 0015)

2026-06-23 19:04:55 +00:00

ADDITIVE_DESIGN.md

build(llama-cpp): isolate paged patches in patches/paged/ behind LLAMA_PAGED flag (default on)

2026-06-22 09:22:36 +00:00

DECODE_GAP_STUDY.md

docs(paged): decode-step gap study vs vLLM on GB10

2026-06-22 15:44:24 +00:00

MOE_DENSITY_AUTO_TILE.md

feat(paged): mirror MoE token-tile density-aware auto-select (patch 0015)

2026-06-23 19:04:55 +00:00

MOE_GROUPED_GEMM_SCOPE.md

docs(paged): scope durable grouped FP4-MMA MoE GEMM port for GB10

2026-06-23 13:17:03 +00:00

MOE_TOKEN_TILE_CAP.md

feat(paged): mirror patch 0014 - expert-aware MoE token-tile cap

2026-06-23 13:49:15 +00:00

PAGED_BENCH.md

docs(llama-cpp/paged): GPU 0007 re-run + shared-prefix benchmark results

2026-06-22 12:59:09 +00:00

PAGED_GPU_VERIFY.md

docs(paged): record GPU correctness + CUDA backend-build verification

2026-06-22 11:50:01 +00:00

PAGED_VLLM_APPLES.md

docs(paged): apples-to-apples paged llama.cpp vs vLLM (batched+NVFP4+prefix cache)

2026-06-22 14:16:52 +00:00

PAGED_VLLM_COMPARE.md

docs(paged): stock GPU batch-shape determinism + vLLM shared-prefix comparison

2026-06-22 13:48:01 +00:00

QWEN36_NVFP4_BENCH.md

docs(paged): Qwen3.6 NVFP4 apples-to-apples scorecard (llama vs vLLM, dense + MoE)

2026-06-23 20:21:50 +00:00

SERVER_SWEEP.md

docs(paged): GB10 head-to-head server sweep (llama-server vs vLLM)

2026-06-23 12:22:15 +00:00