From 7529284cee9c3c45ec5fe4288ca0a8ef26701688 Mon Sep 17 00:00:00 2001 From: Gahow Wang Date: Sun, 31 May 2026 20:15:10 +0800 Subject: [PATCH] v2: LMetric PD-colo vs PD-disagg on the real agentic trace MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Anchor experiment for the clean-stack PD comparison using the canonical cache-aware proxy with --policy lmetric (scripts/bench.sh harness). Two traces x four arms = eight runs on dash1. Headline: with the right routing baseline (LMetric), PD-colo holds 100% completion on both traces while every static PD-disagg ratio fails (14-65% completion), and the failure mode rotates with the split -- no static partition has a working operating point on this workload. LMetric improves colo dramatically (TTFT p50 1.0s vs original §3 RR 7.0s; 7x) but does NOT rescue PD-disagg, confirming the bottleneck is structural (D-pool admission + multi-turn KV accumulation), not routing. Completion matrix: first600s full colo 100% 100% pd6 (6:2) 58.7% 65.3% (decode-bound) pd4 (4:4) 43.1% 43.9% (both bottlenecks) pd2 (2:6) 22.3% 13.9% (prefill-bound) The original §3 RR "100% PD completion" appears to be a measurement artifact of e13391e: producer-KV eviction acted as a relief valve, letting more requests squeeze under the 600s timeout at the (uncosted) price of cross-turn re-prefill. With the eviction off, PD-disagg is worse than §3 advertised, not better. Artifacts: analysis/v2/fig4l_lmetric.json -- 8-arm summary data analysis/v2/PD_DISAGG_LMETRIC.md -- writeup + reproduce recipe figs/v2/fig4_lmetric_pd_vs_colo.png -- 4-panel comparison figure microbench/fresh_setup/plot_fig4l_lmetric.py -- plot script --- analysis/v2/PD_DISAGG_LMETRIC.md | 108 ++++++++++++++++++ analysis/v2/fig4l_lmetric.json | 1 + figs/v2/fig4_lmetric_pd_vs_colo.png | Bin 0 -> 152650 bytes microbench/fresh_setup/plot_fig4l_lmetric.py | 113 +++++++++++++++++++ 4 files changed, 222 insertions(+) create mode 100644 analysis/v2/PD_DISAGG_LMETRIC.md create mode 100644 analysis/v2/fig4l_lmetric.json create mode 100644 figs/v2/fig4_lmetric_pd_vs_colo.png create mode 100644 microbench/fresh_setup/plot_fig4l_lmetric.py diff --git a/analysis/v2/PD_DISAGG_LMETRIC.md b/analysis/v2/PD_DISAGG_LMETRIC.md new file mode 100644 index 0000000..125a637 --- /dev/null +++ b/analysis/v2/PD_DISAGG_LMETRIC.md @@ -0,0 +1,108 @@ +# PD-colo vs PD-disagg on the real agentic trace — LMetric (cache-aware) clean-stack anchor + +**Figure:** [`figs/v2/fig4_lmetric_pd_vs_colo.png`](../../figs/v2/fig4_lmetric_pd_vs_colo.png) +**Data:** [`analysis/v2/fig4l_lmetric.json`](fig4l_lmetric.json) +**Date:** 2026-05-31 · Hardware: dash1, 8×H20 · Model: Qwen3-Coder-30B-A3B-Instruct +· vLLM 0.18.1 (V1, chunked-prefill on, `e13391e` eviction gated **off**) +· Mooncake 0.3.11 · Routing: cache-aware proxy with **`--policy lmetric`** +· Replayer per-request timeout 600 s. + +## TL;DR + +On the production agentic trace with the *right* routing baseline (LMetric, cache-aware), +**PD-colo (8× kv_both) keeps 100 % completion on both traces** and matches the daily-bench +expectation (~17 min for the high-load first600s, ~50 min for the full trace, with E2E p50 +~3 s and TTFT p50 ~1 s — **3.5–7× better than the original §3 round-robin baseline at the +same wall-clock**). Every static **PD-disagg ratio fails** (14–65 % completion), and the +failure mode rotates predictably with the split — **no static partition has a working +operating point on this workload**. LMetric improves colo dramatically; it does *not* +rescue PD-disagg, confirming the bottleneck is structural (D-pool admission capacity + +multi-turn KV accumulation), not routing. + +## Setup + +- Trace: `w600_r0.0015_st30.jsonl` (1214 reqs, 274 sessions, agentic multi-turn, + contexts up to ~112 k tokens; "first600s" variant = same heavy sessions compressed + into 600 s → 807 reqs at 3.2× higher arrival rate). +- 8 instances on 8 GPUs. +- `--mode baseline` for colo (plain vLLM); `--mode pdsep --pd-ratio P:D` for the three PD + splits, all with Mooncake KV transfer. +- Cache-aware proxy with LMetric scoring (`P_tokens × num_requests`) + session affinity + for multi-turn (the colleague's canonical baseline). + +## Results + +### first600s (1.35 req/s, high-load stress) + +| arm | success | E2E mean / p50 / p90 / p99 | TTFT p90 | TPOT p99 | TPS | wall | +|---|---|---|---|---|---|---| +| **colo (8C)** | **807/807 = 100 %** | 11.1 / 3.27 / 28.6 / 95.9 s | 14.5 s | 388 ms | 226 | 17.0 min | +| pd6 (6:2) | 474/807 = **58.7 %** | 83.2 / 6.75 / 382 / 542 s | 380 s | 19 ms | 40 | 55 min | +| pd4 (4:4) | 348/807 = **43.1 %** | 203 / 215 / 477 / 575 s | 475 s | 25 ms | 15 | 114 min | +| pd2 (2:6) | 180/807 = **22.3 %** | 380 / 536 / 579 / 602 s | 577 s | 18 ms | 34 | 321 min* | + +### Full trace (0.42 req/s, original §3 anchor load) + +| arm | success | E2E mean / p50 / p90 / p99 | TTFT p90 | TPOT p99 | TPS | wall | +|---|---|---|---|---|---|---| +| **colo (8C)** | **1214/1214 = 100 %** | 10.9 / 3.13 / 29.6 / 93.7 s | 16.9 s | 254 ms | 125 | 49.9 min | +| pd6 (6:2) | 793/1214 = **65.3 %** | 61.9 / 3.70 / 307 / 477 s | 300 s | 18 ms | 46 | 94 min | +| pd4 (4:4) | 533/1214 = **43.9 %** | 131 / 8.22 / 468 / 531 s | 467 s | 21 ms | 13 | 231 min | +| pd2 (2:6) | 169/1214 = **13.9 %** | 195 / 6.82 / 552 / 593 s | 549 s | 13 ms | 1 | 563 min | + +\* The pd2 wall-clock is dominated by per-request timeouts (`request_timeout=600 s`) +draining concurrently behind the multi-turn session causality. + +## Five clean findings + +1. **LMetric+colo is the right baseline.** Full-trace colo wall **49.9 min ≈ the original + §3 RR's 49.9 min**, but E2E p50 **3.13 s vs §3's 10.8 s (3.5×)** and TTFT p50 + **1.02 s vs §3's 7.0 s (7×)**. Same throughput envelope, far better latency — by virtue + of cache-aware routing concentrating each session's turns onto one instance for + prefix-cache reuse. The original §3 RR was an *unfairly weak* colo baseline. + +2. **Every static PD-disagg ratio fails on the agentic workload.** Completion drops to + 14–65 %, on *both* traces. The drop is not a high-load artifact (it holds at the + original §3 arrival rate of 0.42 req/s); it is structural. + +3. **Failure mode rotates predictably with the P:D split:** + - **pd2 (2 producers)** → prefill-bound → 78–86 % TTFT timeouts. + - **pd6 (2 decode)** → decode-admission-bound → 35–41 % TTFT timeouts. + - **pd4 (4P+4D)** → both bottlenecks hit → 57 % TTFT timeouts. + - **No static ratio works.** Colo's elastic 8-GPU pool absorbs whichever phase is + hot at the moment. + +4. **Decode isolation works, but doesn't matter under failure.** TPOT p99 on every PD + arm is **13–25 ms** — an order of magnitude better than colo's 254–388 ms — but the + win applies only to the 14–65 % of requests that get admitted. The other 35–86 % + time out before ever seeing a first token, so the TPOT win is invisible to the end user. + +5. **The §3 RR "100 % PD completion" was a measurement artifact.** Original §3 + (contaminated stack, RR routing) reported 100 % completion for pd6/pd4. LMetric on + the clean stack shows 44–65 %. Most plausible mechanism: `e13391e`'s eviction of + producer KV on every transfer acted as a **relief valve**, reducing producer-pool + pressure and letting more requests squeeze under the 600 s timeout — at the (uncosted) + price of cross-turn re-prefill. With the eviction off, producers retain prefix + correctly → cache works on PD too → but the cache itself contends for producer + pool capacity, and the decode-pool admission ceiling tips earlier. **PD-disagg is + worse on agentic than §3 advertised, not better.** + +## Reproduce + +```bash +# On dash1, from the main repo /home/admin/cpfs/wjh/agentic-kv: +for TR in w600_r0.0015_st30.jsonl w600_r0.0015_st30_first600s.jsonl; do + TRACE=traces/$TR bash scripts/bench.sh --tag fig4l_lmetric_colo_${TR%.*} \ + --mode baseline --policy lmetric + for r in 6:2 4:4 2:6; do + TRACE=traces/$TR bash scripts/bench.sh --tag fig4l_lmetric_${r/:/p}_${TR%.*} \ + --mode pdsep --pd-ratio $r --policy lmetric + done +done + +python microbench/fresh_setup/plot_fig4l_lmetric.py +``` + +Source `bench.sh` cleans GPUs before each arm and writes `metrics.jsonl` + +`metrics.summary.json` per tag. Aggregation script: see the inline JSON dump used +to build `analysis/v2/fig4l_lmetric.json`. diff --git a/analysis/v2/fig4l_lmetric.json b/analysis/v2/fig4l_lmetric.json new file mode 100644 index 0000000..a3b178f --- /dev/null +++ b/analysis/v2/fig4l_lmetric.json @@ -0,0 +1 @@ +[{"tag": "fig4l_lmetric_colo_first600s", "arm": "colo", "trace": "first600s", "n": 807, "req": 807, "e2e": {"count": 807.0, "mean": 11.066699584425269, "p50": 3.27055042097345, "p90": 28.745733462180937, "p99": 97.40008939541167}, "ttft": {"count": 807.0, "mean": 5.119651803458883, "p50": 1.2114678020589054, "p90": 14.777630288852365, "p99": 50.68302261995841}, "tpot": {"count": 807.0, "mean": 0.03004899278845205, "p50": 0.009643197803618922, "p90": 0.042092699501536976, "p99": 0.3919741264067197}, "wall": 1020.5351374909515, "tps": 226.12940164644368}, {"tag": "fig4l_lmetric_colo_full", "arm": "colo", "trace": "full", "n": 1214, "req": 1214, "e2e": {"count": 1214.0, "mean": 10.928977524270508, "p50": 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"arm": "2P+6D", "trace": "full", "n": 169, "req": 1214, "e2e": {"count": 169.0, "mean": 194.88523891245458, "p50": 6.817620265996084, "p90": 552.1569225640735, "p99": 595.3934216396092}, "ttft": {"count": 169.0, "mean": 193.4153314989016, "p50": 5.60239192598965, "p90": 549.3611521873856, "p99": 582.4436428000824}, "tpot": {"count": 169.0, "mean": 0.007747395842651413, "p50": 0.007691574401794991, "p90": 0.011201243427351017, "p99": 0.013311375577245894}, "wall": 33770.57413210906, "tps": 0.9869539045920406}, {"tag": "fig4l_lmetric_pd4_first600s", "arm": "4P+4D", "trace": "first600s", "n": 348, "req": 807, "e2e": {"count": 348.0, "mean": 202.63302869595395, "p50": 214.03008900902933, "p90": 477.40967412578175, "p99": 576.6393926549597}, "ttft": {"count": 348.0, "mean": 199.96385804087797, "p50": 213.50966987549327, "p90": 475.7766476540827, "p99": 559.6153268160638}, "tpot": {"count": 348.0, "mean": 0.008873619369764751, "p50": 0.007645836479973812, "p90": 0.013845969236959285, "p99": 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zoqLsFTBiZ7ebVkZ!Qgn5#!w!BRP%sSxZDslzEn`5DhMM!JWKi_@dA>etT&qH@tQ-l z|7}fbO9acFJq)`@GqMxdiKQG;Fnn^wypSieMQm6HkiN zA!xA9yBLsv@~7F`w{6Q7-7TIV2AeA+CRJw0jE@tW&G$xfBdQ?8OF6_+C8ed|5T){o z&E^=*vZoj^M3g=`;7hNKwJ$dtyK2>$u$as9s0-<>qcag3a+l8KdFat{TD4Y}UMF~v z_|sGq!M@sXg00^7YFkRl<49!=bvUm-gj5k>_kTTMEF{#K#aWt@0|!pPE)@_;O60r@ zp+d7uD~Rh017>j_4-$m{=bm1{5UG!>1E3n TE?=yd%TZ34GCpqXyiNZH#L?T# literal 0 HcmV?d00001 diff --git a/microbench/fresh_setup/plot_fig4l_lmetric.py b/microbench/fresh_setup/plot_fig4l_lmetric.py new file mode 100644 index 0000000..b29e764 --- /dev/null +++ b/microbench/fresh_setup/plot_fig4l_lmetric.py @@ -0,0 +1,113 @@ +"""Render the LMetric PD-colo vs PD-disagg figure on the real agentic trace. + +Input : analysis/v2/fig4l_lmetric.json (8 arms = 4 ratios x 2 traces) +Output : figs/v2/fig4_lmetric_pd_vs_colo.png + +Four panels x four ratios x two traces: + (a) completion rate % + (b) E2E latency (mean / p50 / p90) + (c) throughput (output tokens / second) + (d) bench wall-clock seconds + +The thesis the figure visualizes: with LMetric routing, + - colo (elastic 8-GPU pool) holds 100% completion on both traces + - every PD-disagg ratio fails (completion 14-65%), and the failure mode + rotates with the split (pd2 = prefill-bound, pd6 = decode-bound) + - routing policy does not rescue PD-disagg; the bottleneck is structural. +""" +from __future__ import annotations + +import json +from pathlib import Path + +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt +import numpy as np + +ROOT = Path(__file__).resolve().parents[2] +DATA = ROOT / "analysis" / "v2" / "fig4l_lmetric.json" +OUT = ROOT / "figs" / "v2" / "fig4_lmetric_pd_vs_colo.png" +OUT.parent.mkdir(parents=True, exist_ok=True) + +ARMS = ["colo", "6P+2D", "4P+4D", "2P+6D"] # decode-rich -> prefill-rich +TRACES = ["first600s", "full"] +TRACE_LABEL = {"first600s": "first600s (1.35 req/s, high load)", + "full": "full w600 (0.42 req/s, original §3)"} +COLOR = {"first600s": "#1f77b4", "full": "#ff7f0e"} + + +def pick(rows, trace, arm): + for r in rows: + if r["trace"] == trace and r["arm"] == arm: + return r + return None + + +def main(): + rows = json.load(open(DATA)) + fig, axes = plt.subplots(2, 2, figsize=(12, 8)) + width = 0.38 + x = np.arange(len(ARMS)) + + # (a) completion % + ax = axes[0, 0] + for i, tr in enumerate(TRACES): + vals = [pick(rows, tr, a)["n"] / pick(rows, tr, a)["req"] * 100 for a in ARMS] + bars = ax.bar(x + (i - 0.5) * width, vals, width, color=COLOR[tr], label=TRACE_LABEL[tr]) + for bx, bv in zip(x + (i - 0.5) * width, vals): + ax.annotate(f"{bv:.0f}%", (bx, bv + 1.5), ha="center", fontsize=8) + ax.axhline(100, color="grey", ls=":", lw=1) + ax.set_xticks(x); ax.set_xticklabels(ARMS) + ax.set_ylabel("completion (%)"); ax.set_ylim(0, 115) + ax.set_title("(a) request completion — colo holds 100%, all PD ratios fail") + ax.legend(fontsize=8); ax.grid(alpha=.3, axis="y") + + # (b) E2E percentiles + ax = axes[0, 1] + for i, tr in enumerate(TRACES): + p50 = [pick(rows, tr, a)["e2e"]["p50"] for a in ARMS] + p90 = [pick(rows, tr, a)["e2e"]["p90"] for a in ARMS] + off = (i - 0.5) * width + ax.bar(x + off, p90, width, color=COLOR[tr], alpha=0.55, label=f"{tr} p90") + ax.bar(x + off, p50, width, color=COLOR[tr], alpha=1.0, label=f"{tr} p50") + ax.axhline(600, color="red", ls=":", lw=1, label="600 s request timeout") + ax.set_xticks(x); ax.set_xticklabels(ARMS) + ax.set_ylabel("E2E latency (s, log)"); ax.set_yscale("log") + ax.set_title("(b) E2E p50 (solid) + p90 (faded) — PD pegs at the timeout") + ax.legend(fontsize=7, ncol=2); ax.grid(alpha=.3, which="both", axis="y") + + # (c) TPS + ax = axes[1, 0] + for i, tr in enumerate(TRACES): + vals = [pick(rows, tr, a)["tps"] for a in ARMS] + ax.bar(x + (i - 0.5) * width, vals, width, color=COLOR[tr], label=TRACE_LABEL[tr]) + for bx, bv in zip(x + (i - 0.5) * width, vals): + ax.annotate(f"{bv:.0f}", (bx, bv + 4), ha="center", fontsize=8) + ax.set_xticks(x); ax.set_xticklabels(ARMS) + ax.set_ylabel("throughput (output tokens/s)") + ax.set_title("(c) throughput — PD throughput crashes 5–100×") + ax.legend(fontsize=8); ax.grid(alpha=.3, axis="y") + + # (d) wall (min) + ax = axes[1, 1] + for i, tr in enumerate(TRACES): + vals = [pick(rows, tr, a)["wall"] / 60 for a in ARMS] + ax.bar(x + (i - 0.5) * width, vals, width, color=COLOR[tr], label=TRACE_LABEL[tr]) + for bx, bv in zip(x + (i - 0.5) * width, vals): + ax.annotate(f"{bv:.0f}m", (bx, bv * 1.05), ha="center", fontsize=8) + ax.set_xticks(x); ax.set_xticklabels(ARMS) + ax.set_ylabel("bench wall-clock (min, log)"); ax.set_yscale("log") + ax.set_title("(d) wall-clock — PD drain dilates the run") + ax.legend(fontsize=8); ax.grid(alpha=.3, which="both", axis="y") + + fig.suptitle("Fig 4 (LMetric) — PD-colo vs PD-disagg on the real agentic trace " + "(`w600_r0.0015_st30`), clean stack, cache-aware LMetric routing", + fontsize=12, y=1.0) + fig.tight_layout() + fig.savefig(OUT, dpi=130, bbox_inches="tight") + print(f"wrote {OUT}") + + +if __name__ == "__main__": + main()