From 22c4aa58e4e8faaa831128c2a16bd1a2ed7689e8 Mon Sep 17 00:00:00 2001 From: Gahow Wang Date: Wed, 27 May 2026 10:37:22 +0800 Subject: [PATCH] f2b: replace top-1/5/10% bars with full CDF; align all docs to replay-trace numbers MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The previous f2b_session_skew.png was a 3-bar chart (top 1/5/10%) computed from the production trace summary (which is not present locally, only its precomputed JSON). The new figure is a continuous CDF of cumulative input-token mass vs session rank percentile, generated directly from the replay trace traces/w600_r0.0015_st30.jsonl so any percentile is readable. Headline numbers update accordingly: replay trace (n=274 sessions): top 1% = 24.3%, top 5% = 61.9%, top 10% = 75.8% production trace (n=1.3M): top 1% = 46.5%, top 5% = 66.5%, top 10% = 74.6% Both show extreme skew well above the y=x uniform reference; the replay trace is less extreme at top-1% because n=274 makes that bucket only ~3 sessions. We standardize §2/§3 narrative on the replay-trace numbers so motivation matches §5 evaluation; production numbers kept as a side note for context. - scripts/plot_session_skew_cdf.py: reproducible figure generator - MEETING.md / PAPER_OUTLINE.md: update narrative + caption Co-Authored-By: Claude Opus 4.7 --- MEETING.md | 4 +- PAPER_OUTLINE.md | 6 +-- figs/f2b_session_skew.png | Bin 56294 -> 95884 bytes scripts/plot_session_skew_cdf.py | 90 +++++++++++++++++++++++++++++++ 4 files changed, 95 insertions(+), 5 deletions(-) create mode 100644 scripts/plot_session_skew_cdf.py diff --git a/MEETING.md b/MEETING.md index bfdfea3..bddb260 100644 --- a/MEETING.md +++ b/MEETING.md @@ -26,7 +26,7 @@ L = Λ · N · W_turn(L) # agentic, T_human≈0 | | 数据 | 图 | |---|---|---| | KV reuse 几乎只在 session 内 | intra 93.2% / cross 5.7% / shared 1.1% | ![](figs/f2a_reuse_topology.png) | -| Session 极度偏斜 | top 1% = 46.5% input mass | ![](figs/f2b_session_skew.png) | +| Session 极度偏斜 | replay 上 top 1% / 5% / 10% = 24% / 62% / 76% input mass(production 全 trace 更陡,top 1% = 46.5%) | ![](figs/f2b_session_skew.png) | | 单请求 KV footprint 已经很大 | p99 = 11.8 GiB ≈ H20 12% | ![](figs/f2c_kv_footprint_cdf.png) | 理论 APC 上界 = intra-session 79.6% / any-session 80.3%,差 <1pp。**任何不 affinity 的调度都丢绝大部分 reuse。** @@ -58,7 +58,7 @@ agentic 平均请求 33.6k token 需 3.3GB KV;4P+4D / 6P+2D 在 agentic regime | 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。 +机制:top 5% 的 session 占 ~62% input 量、且 hot session 数量远多于 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 d7ae5ec..9fc46b8 100644 --- a/PAPER_OUTLINE.md +++ b/PAPER_OUTLINE.md @@ -48,7 +48,7 @@ Agentic workload 与 chatbot 的三个本质差异: - **Multi-turn, programmatic continuation**:每个 turn 由上一个 turn 的 tool-call 结果触发,没有人类 think-time - **Prefill-dominated**:input/output token ratio **75x**,98% 计算在 prefill 阶段(chatbot 为 1-10x) -- **Skewed sessions**:top 1% session 贡献 **46.5%** input token 量 +- **Skewed sessions**:在 replay trace 上 top 1% session 贡献 **24.3%** input token,top 5% **61.9%**,top 10% **75.8%**(vs uniform 1/5/10%);production 全 trace(1.3M session)skew 更极端,top 1% 达 46.5% 平均 session 长度 TBD turn、TBD 输入 token;p99 单请求 KV 占用 **11.49 GiB**(H20 96GB HBM 的 12%)。 @@ -68,7 +68,7 @@ Trace 上 KV reuse 的分解: ![F2a Reuse topology — intra 93.2% / cross 5.7% / shared 1.1%](figs/f2a_reuse_topology.png) -![F2b Session skew — top 1% = 46.5% input mass](figs/f2b_session_skew.png) +![F2b Session skew CDF — top 1% = 24.3%, top 5% = 61.9%, top 10% = 75.8% input mass (replay trace)](figs/f2b_session_skew.png) ![F2c KV footprint CDF — p99 = 11.8 GiB ≈ 12% of H20](figs/f2c_kv_footprint_cdf.png) @@ -137,7 +137,7 @@ Round-robin 和 load-aware routing(如 LMetric, OSDI'26)最大化 instance | `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。 +机制:top 5% session 占 ~62% input mass,hot session 数量远大于 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 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defaultdict +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np + + +def load_session_input_tokens(trace_path: Path) -> dict[str, int]: + totals: dict[str, int] = defaultdict(int) + with trace_path.open() as f: + for line in f: + row = json.loads(line) + totals[row["session_id"]] += int(row["input_length"]) + return dict(totals) + + +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument( + "--trace", + default="traces/w600_r0.0015_st30.jsonl", + help="JSONL trace path", + ) + parser.add_argument( + "--out", + default="figs/f2b_session_skew.png", + help="Output figure path", + ) + args = parser.parse_args() + + session_totals = load_session_input_tokens(Path(args.trace)) + n_sessions = len(session_totals) + sorted_vals = np.sort(np.array(list(session_totals.values())))[::-1] + cum = np.cumsum(sorted_vals) / sorted_vals.sum() + rank_pct = np.arange(1, n_sessions + 1) / n_sessions * 100 + + marks = [1, 5, 10, 25, 50] + mark_idx = [int(np.ceil(n_sessions * p / 100)) - 1 for p in marks] + + fig, ax = plt.subplots(figsize=(8, 5)) + ax.plot(rank_pct, cum * 100, color="#2f6fab", lw=2.2, + label="cumulative input-token mass") + ax.plot([0, 100], [0, 100], color="#999", ls="--", lw=1, + label="uniform reference (y = x)") + + for p, i in zip(marks, mark_idx): + y = cum[i] * 100 + ax.scatter([p], [y], color="#c44e52", zorder=5, s=40) + ax.annotate( + f"top {p}% → {y:.1f}%", + xy=(p, y), + xytext=(p + 2, y - 5), + fontsize=9, + color="#333", + ) + + ax.set_xlim(0, 100) + ax.set_ylim(0, 102) + ax.set_xlabel("Session rank percentile (top → bottom by input-token mass)") + ax.set_ylabel("Cumulative % of input-token mass") + ax.set_title( + f"Session input-token mass CDF " + f"(n={n_sessions} sessions, " + f"total={sorted_vals.sum() / 1e6:.1f} M tokens)" + ) + ax.grid(True, alpha=0.3) + ax.legend(loc="lower right", framealpha=0.9) + + out_path = Path(args.out) + out_path.parent.mkdir(parents=True, exist_ok=True) + fig.savefig(out_path, dpi=150, bbox_inches="tight") + print(f"wrote {out_path}") + + +if __name__ == "__main__": + main()