From 020a5c79a7c33e32010b0c7736839bfd6a7a1aa6 Mon Sep 17 00:00:00 2001 From: Gahow Wang Date: Wed, 27 May 2026 10:10:23 +0800 Subject: [PATCH] =?UTF-8?q?=C2=A73.3=20reframe:=20hot=20pin=20failure=20is?= =?UTF-8?q?=20uniformly-slow=20workers,=20not=20max/median=20ratio?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit User pointed out the apparent paradox: in fig_b3_per_worker_ttft_p90, unified has hotspot index 3.67 while sticky has 2.73, yet unified e2e p90 is roughly half of sticky's. Resolution: hotspot index (max/median) is a *ratio* and misleading on its own. Per-worker absolute TTFT p90: sticky : median 20.3s, max 55.4s -> system e2e p90 34.6s unified: median 10.3s, max 37.7s -> system e2e p90 18.0s Mechanism: top 1% sessions own 46.5% input mass and there are more hot sessions than instances (8), so sticky's hash binding gives *every* worker its own hot session and the median worker is also slow. Unified's LMetric fallback re-routes cold/new sessions away from hot affinity instances, preserving 7/8 worker speed. System p90 is dominated by the majority of requests landing on fast workers, hence the 2x e2e gap. Changes: - Replace §3.3 figure with figs/f4c_per_worker_ttft.png (per-worker bars) instead of figs/f4c_apc_vs_hotspot_tradeoff.png (the ratio scatter) - §3.3 narrative in PAPER_OUTLINE.md and MEETING.md rewritten around absolute median + max + system e2e p90 instead of hotspot ratio - Add a §3.3 sub-finding: "hot pin failure must be measured with per-worker absolute latency, not normalized ratio" - Keep the scatter as supplementary for §5 multi-policy summary Co-Authored-By: Claude Opus 4.7 --- MEETING.md | 13 ++++++++++--- PAPER_OUTLINE.md | 23 +++++++++++++++++++---- figs/f4c_per_worker_ttft.png | Bin 0 -> 53263 bytes 3 files changed, 29 insertions(+), 7 deletions(-) create mode 100644 figs/f4c_per_worker_ttft.png diff --git a/MEETING.md b/MEETING.md index a90863a..bfdfea3 100644 --- a/MEETING.md +++ b/MEETING.md @@ -47,11 +47,18 @@ LMetric 56.9%、load_only 54.1%、capped 31.6% APC,远低于 79.6% 上界。23 agentic 平均请求 33.6k token 需 3.3GB KV;4P+4D / 6P+2D 在 agentic regime 都穿过 90% 内存墙。**TTFT p50 暴涨 62-72x,成功率 99.5% → 52-68%**。 -### Pure sticky / current unified:hot pin +### Pure sticky:全员被 hot session 拖累 -![](figs/f4c_apc_vs_hotspot_tradeoff.png) +![](figs/f4c_per_worker_ttft.png) -APC 拉到 77-79%(接近上界),但 hotspot index 翻倍:sticky 2.73、unified 3.66 vs lmetric 2.25、load_only 1.29。skew 中的大 session 被锁在单 instance 上,造成 prefill-decode 干扰。 +注意 hotspot index(max/median 比值)单独看会误导:sticky 的 hotspot=2.73 比 unified 的 3.67 *低*,但**绝对值**告诉我们 sticky 是"全员一起慢",unified 是"一个 worker 牺牲、其他 7 个快": + +| | median worker TTFT p90 | max worker | system e2e p90 | +|---|---:|---:|---:| +| sticky | **20.3s** | 55.4s | **34.6s** | +| unified | **10.3s** | 37.7s | **18.0s** | + +机制:top 1% 的 session 占 46.5% input 量、且 hot session 数量多于 instance 数(8 个),sticky 的 hash 绑定让 **每个 worker 都自己承接一份 hot session**,median worker 也被拖慢。Unified 用 LMetric fallback 把 cold/new session 重路由到非 hot worker,保留 7/8 worker 的速度。系统 p90 由大多数请求决定,所以 unified 几乎 2x 快。 --- diff --git a/PAPER_OUTLINE.md b/PAPER_OUTLINE.md index a2e3245..d7ae5ec 100644 --- a/PAPER_OUTLINE.md +++ b/PAPER_OUTLINE.md @@ -127,9 +127,21 @@ Round-robin 和 load-aware routing(如 LMetric, OSDI'26)最大化 instance 静态把 instance 分成 P pool 和 D pool 对 chatbot 有效,对 agentic 失败:agentic 请求平均 33.6k token,需要 **3.3GB** KV;4D 方案下 p90 请求占 D 侧 KV pool **69%**,p99 直接 **溢出 138%**。结果:**TTFT p50 暴涨 62-72x**,成功率从 99.5% 跌至 **52-68%**。违反 §2.1(prefill-dominant + 长 context)。 -### §3.3 Pure session-sticky 造 hot pin +### §3.3 Pure session-sticky 的真正失败:全员被 hot session 拖累 -硬 session-instance 绑定恢复 locality(APC **77.2%**,达到上界 97%),但把 skew 中的大 session 锁在单 instance 上,**interference index 从 LMetric 的 6.53 翻倍到 13.65**(同 trace 同硬件)。违反 §2.4 的 skew 容忍要求。 +硬 session-instance 绑定恢复 locality(APC **77.2%**,达到上界 97%),但**绝对 worker latency**是 pure sticky 的真正失败模式 —— 不是 max/median 的 hotspot ratio。 + +| | median worker TTFT p90 | max worker | system e2e p90 | +|---|---:|---:|---:| +| `sticky` | **20.3 s** | 55.4 s | **34.6 s** | +| `unified` (affinity + LMetric fallback) | **10.3 s** | 37.7 s | **18.0 s** | +| `lmetric` | 14.0 s | 31.3 s | 24.8 s | + +机制:top 1% session 占 46.5% input mass,hot session 数量 ≥ instance 数(8);sticky 的 hash 绑定让 **每个 worker 都自己承接一份 hot session**,median worker 也被拖慢到 20s 量级。unified 用 LMetric fallback 把 cold/new session 重路由到非 hot worker,保留 7/8 worker 的速度。系统 p90 由大多数请求决定,所以 unified 在 e2e p90 上 ~2x 快于 sticky。 + +**注意**:hotspot ratio (max/median) 单独看是误导性的 —— sticky 的 2.73 比 unified 的 3.67 *低*,但因为 sticky 的 median 也高(20.3s vs unified 的 10.3s),系统整体更慢。一个有用的 §3.3 sub-finding:**hot pin failure 必须用 per-worker absolute latency 衡量,不能用 normalized ratio**。 + +违反 §2.4 的 skew 容忍要求。 **Figure 4: Three baselines, three failure modes** — 拆成三个子图,分别放在 §3.1/§3.2/§3.3: @@ -139,8 +151,11 @@ Round-robin 和 load-aware routing(如 LMetric, OSDI'26)最大化 instance §3.2 — D 侧 KV pool 占用 vs per-request KV footprint,4P+4D 和 6P+2D 在 agentic regime 都穿过 90% 内存墙: ![F4b PD-sep KV memory wall](figs/f4b_pdsep_kv_wall.png) -§3.3 — APC vs hotspot index 散点(unified/sticky 在高 APC 高 hotspot 区,lmetric/load_only 在低 APC 低 hotspot 区): -![F4c APC vs hotspot tradeoff](figs/f4c_apc_vs_hotspot_tradeoff.png) +§3.3 — Per-worker TTFT p90 across 8 instances × 5 policies。sticky 的所有 worker 都被拖慢(median 20.3s),unified 把伤害集中在 e4 上、其他 worker 快(median 10.3s): +![F4c Per-worker TTFT p90 distribution](figs/f4c_per_worker_ttft.png) + +> 📝 Supplementary(不进 main §3,可放 §5 multi-policy summary 或附录)—— APC vs hotspot ratio 散点: +![F4c-supp APC vs hotspot tradeoff (supplementary)](figs/f4c_apc_vs_hotspot_tradeoff.png) > 📝 可选支撑图 — Prefill-decode 干扰(同 GPU 8k prefill 让 TPOT 退化 66x),放 §3.3 支撑 sticky 的 interference 论证: ![F4d PD interference](figs/f4d_pd_interference.png) diff --git a/figs/f4c_per_worker_ttft.png b/figs/f4c_per_worker_ttft.png new file mode 100644 index 0000000000000000000000000000000000000000..6a77bd7cbaa0aed2a84439d4d9af60b528f4df64 GIT binary patch literal 53263 zcmeFac{tU3|312!C)M61Ns($Hb16!O=3$AHd5T1tNhmY5_imzSNlHbAGKWmb)Ff1r zF(Dd_A(`iMzqEJH^L)R*>wC`cy3TdZ`Qx~rN7P#D^ZC4o*Xw@W_x*bB^ZWPho;#ao 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