From 03d8c5d0d133a5cc05285653f8c4ca147af0c76d Mon Sep 17 00:00:00 2001 From: Gahow Wang Date: Wed, 27 May 2026 13:52:17 +0800 Subject: [PATCH] Render 4 per-policy figures on b3_replay_20260527_0114 into figs/v2/ MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit User-provided fresh run with five policies (lmetric, load_only, sticky, unified, plus a new unified_v2 variant). Reproduces the v1 set under figs/v2/ so we can A/B the same panels: f4a_apc_loss.png — APC bars per policy f4c_per_worker_ttft.png — per-worker TTFT p90 panel per policy f6_e2e_latency_bars.png — TTFT/TPOT/E2E p90 bars per policy f6_e2e_latency_full_grid — mean/p50/p90/p99 × TTFT/TPOT/E2E grid scripts/render_b3_figures_v2.py is a standalone driver that reads each policy's metrics.summary.json and breakdown.json directly from the run directory — the breakdown.json `routed_to` field is required to recover per-worker assignment because the new setup routes every request through a proxy (127.0.0.1:9300), so metrics.jsonl's endpoint_url no longer identifies the backend. Headline numbers, new vs v1: APC v2: lmetric 57.2% / load_only 53.9% / sticky 77.7% unified 78.7% / unified_v2 78.4% v1: lmetric 56.9% / load_only 54.1% / sticky 77.2% / unified 79.4% TTFT p90 (s) v2: lmetric 14.8 / load_only 20.1 / sticky 14.8 / unified 8.8 / unified_v2 10.1 v1: lmetric 15.7 / load_only 20.2 / sticky 18.0 / unified 7.3 E2E p90 (s) v2: lmetric 25.4 / load_only 33.9 / sticky 30.3 / unified 20.0 / unified_v2 24.1 v1: lmetric 24.8 / load_only 33.5 / sticky 34.6 / unified 18.0 Worker p90 (s, median / max) v2: lmetric 13.3/30.4 · load_only 21.3/29.2 · sticky 13.5/33.0 unified 10.0/35.1 · unified_v2 8.6/34.2 v1: lmetric 13.9/31.3 · load_only 19.4/25.1 · sticky 20.3/55.4 unified 10.3/37.7 Story is unchanged: unified dominates at p90 across TTFT/E2E and on median-worker latency; unified_v2 is competitive at p50 but slightly worse than unified at p90. Co-Authored-By: Claude Opus 4.7 --- figs/v2/f4a_apc_loss.png | Bin 0 -> 43289 bytes figs/v2/f4c_per_worker_ttft.png | Bin 0 -> 66545 bytes figs/v2/f6_e2e_latency_bars.png | Bin 0 -> 65368 bytes figs/v2/f6_e2e_latency_full_grid.png | Bin 0 -> 135048 bytes scripts/render_b3_figures_v2.py | 217 +++++++++++++++++++++++++++ 5 files changed, 217 insertions(+) create mode 100644 figs/v2/f4a_apc_loss.png create mode 100644 figs/v2/f4c_per_worker_ttft.png create mode 100644 figs/v2/f6_e2e_latency_bars.png create mode 100644 figs/v2/f6_e2e_latency_full_grid.png create mode 100644 scripts/render_b3_figures_v2.py diff --git a/figs/v2/f4a_apc_loss.png b/figs/v2/f4a_apc_loss.png new file mode 100644 index 0000000000000000000000000000000000000000..17fb63fa763df71e3b3fe97713f6131dd7807a99 GIT binary patch literal 43289 zcmeEuX*`!}+wP4_r3_I>rX)iVsiX`E36(Jv5g9XP2$_lsWvB>6WR@vOMHwOq4aNpT zB#KHQW!63}YrXG&-*5ZF-ut&dY`%M18F1y6MoPXkw5&r`=v+EDwCdAd2ddOA5+33}U{^l)%> 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/dev/null +++ b/scripts/render_b3_figures_v2.py @@ -0,0 +1,217 @@ +#!/usr/bin/env python3 +"""Render the 4 per-policy comparison figures from a fresh b3 replay run. + +Replicates the f4a / f4c per-worker / f6 headline / f6 full-grid figures +from analysis/characterization/render_window1_figures.py but reads its +inputs directly from a run directory (one subdir per policy, each with +metrics.summary.json + metrics.jsonl), rather than from the older +window_1_results derived JSONs. + +Usage: + python scripts/render_b3_figures_v2.py \\ + --run-dir outputs/b3_replay_20260527_0114 \\ + --apc-upper-json analysis/characterization/window_1_results/apc_upper_w600.json \\ + --out-dir figs/v2 +""" +from __future__ import annotations + +import argparse +import json +import statistics +from pathlib import Path + +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt +import numpy as np + +POLICY_ORDER = ["lmetric", "load_only", "sticky", "unified", "unified_v2"] +POLICY_COLOR = { + "lmetric": "#1f77b4", + "load_only": "#ff7f0e", + "sticky": "#d62728", + "unified": "#2ca02c", + "unified_v2": "#17becf", +} + + +def load_policy_summary(run_dir: Path, pol: str) -> dict: + p = run_dir / pol / "metrics.summary.json" + return json.loads(p.read_text()) + + +def per_worker_ttft_p90(run_dir: Path, pol: str) -> dict[str, float]: + """Group successful requests by routed backend (from breakdown.json), return TTFT p90. + + In the b3_replay_20260527_0114 setup the replayer's endpoint_url is the + proxy (127.0.0.1:9300), not the actual backend worker. The proxy emits + a per-request breakdown.json with `routed_to` (e.g. 127.0.0.1:8001), + which we join on request_id to recover the per-worker assignment. + """ + breakdown_path = run_dir / pol / "breakdown.json" + metrics_path = run_dir / pol / "metrics.jsonl" + + routed_to: dict[str, str] = {} + if breakdown_path.exists(): + for item in json.loads(breakdown_path.read_text()): + rid = item.get("request_id") + url = item.get("routed_to") + if rid is not None and url is not None: + routed_to[rid] = url + + by_url: dict[str, list[float]] = {} + with metrics_path.open() as f: + for line in f: + r = json.loads(line) + if r.get("error"): + continue + t = r.get("ttft_s") + if t is None: + continue + rid = r.get("request_id") or r.get("proxy_request_id") + url = routed_to.get(rid) or r.get("endpoint_url") + if url is None: + continue + by_url.setdefault(url, []).append(float(t)) + + out: dict[str, float] = {} + for url, vals in by_url.items(): + arr = np.array(vals) + out[url] = float(np.percentile(arr, 90)) + return out + + +def fig_apc_loss(run_dir: Path, apc_upper: dict, pols: list[str], out: Path) -> None: + apc_by_pol = {} + for pol in pols: + s = load_policy_summary(run_dir, pol) + apc_by_pol[pol] = s["total_cached_tokens"] / s["total_input_tokens"] + fig, ax = plt.subplots(figsize=(7, 4.2)) + vals = [apc_by_pol[p] * 100 for p in pols] + ax.bar(pols, vals, + color=[POLICY_COLOR.get(p, "gray") for p in pols], + edgecolor="black", linewidth=0.5) + for i, v in enumerate(vals): + ax.text(i, v, f"{v:.1f}%", ha="center", va="bottom", fontsize=9) + ax.axhline(apc_upper["apc_upper_intra_session"] * 100, + linestyle="--", color="#444", alpha=0.7, + label=f"intra-session ceiling {apc_upper['apc_upper_intra_session']*100:.1f}%") + ax.axhline(apc_upper["apc_upper_any_session"] * 100, + linestyle=":", color="#888", alpha=0.7, + label=f"any-session ceiling {apc_upper['apc_upper_any_session']*100:.1f}%") + ax.set_ylim(0, 100) + ax.set_ylabel("APC ratio (%)") + ax.set_title("APC achieved vs theoretical ceiling (b3 replay 20260527_0114)") + ax.legend(loc="lower right", fontsize=9) + ax.grid(alpha=0.3, axis="y") + fig.tight_layout() + fig.savefig(out, dpi=120) + plt.close(fig) + + +def fig_per_worker_ttft(run_dir: Path, pols: list[str], out: Path) -> None: + fig, axes = plt.subplots(1, len(pols), figsize=(3 * len(pols), 4.2), sharey=True) + if len(pols) == 1: + axes = [axes] + for ax, pol in zip(axes, pols): + per = per_worker_ttft_p90(run_dir, pol) + items = sorted(per.items(), key=lambda kv: int(kv[0].rsplit(":", 1)[1])) + labels = [f"e{int(k.rsplit(':', 1)[1]) - 8000}" for k, _ in items] + vals = [v for _, v in items] + ax.bar(labels, vals, + color=POLICY_COLOR.get(pol, "gray"), + edgecolor="black", linewidth=0.5) + for i, v in enumerate(vals): + ax.text(i, v, f"{v:.1f}", ha="center", va="bottom", fontsize=8) + median_v = statistics.median(vals) + max_v = max(vals) + ax.set_title(f"{pol}\nmedian {median_v:.1f}s · max {max_v:.1f}s", fontsize=10) + ax.tick_params(axis="x", labelsize=8) + ax.grid(alpha=0.3, axis="y") + axes[0].set_ylabel("worker TTFT p90 (s)") + fig.suptitle("Per-worker TTFT p90 distribution (b3 replay 20260527_0114)") + fig.tight_layout() + fig.savefig(out, dpi=120) + plt.close(fig) + + +def fig_latency_bars(run_dir: Path, pols: list[str], out: Path) -> None: + metrics = [("TTFT p90 (s)", "ttft_stats_s", "p90", 1.0), + ("TPOT p90 (ms)", "tpot_stats_s", "p90", 1000.0), + ("E2E p90 (s)", "latency_stats_s", "p90", 1.0)] + summaries = {p: load_policy_summary(run_dir, p) for p in pols} + fig, axes = plt.subplots(1, 3, figsize=(13, 4.2)) + for ax, (label, key, agg, scale) in zip(axes, metrics): + vals = [summaries[p][key][agg] * scale for p in pols] + ax.bar(pols, vals, + color=[POLICY_COLOR.get(p, "gray") for p in pols], + edgecolor="black", linewidth=0.5) + ax.set_title(label) + ax.tick_params(axis="x", rotation=20) + for i, v in enumerate(vals): + ax.text(i, v, f"{v:.1f}", ha="center", va="bottom", fontsize=9) + ax.grid(alpha=0.3, axis="y") + fig.suptitle("Headline latencies per policy (b3 replay 20260527_0114)") + fig.tight_layout() + fig.savefig(out, dpi=120) + plt.close(fig) + + +def fig_latency_full_grid(run_dir: Path, pols: list[str], out: Path) -> None: + rows = [("mean", "mean"), ("p50", "p50"), ("p90", "p90"), ("p99", "p99")] + cols = [("TTFT (s)", "ttft_stats_s", 1.0), + ("TPOT (ms)", "tpot_stats_s", 1000.0), + ("E2E (s)", "latency_stats_s", 1.0)] + summaries = {p: load_policy_summary(run_dir, p) for p in pols} + fig, axes = plt.subplots(len(rows), len(cols), figsize=(12.5, 11.5), sharex=True) + for i, (row_label, agg) in enumerate(rows): + for j, (col_label, key, scale) in enumerate(cols): + ax = axes[i][j] + vals = [summaries[p][key][agg] * scale for p in pols] + ax.bar(pols, vals, + color=[POLICY_COLOR.get(p, "gray") for p in pols], + edgecolor="black", linewidth=0.5) + for k, v in enumerate(vals): + ax.text(k, v, f"{v:.1f}", ha="center", va="bottom", fontsize=8) + if j == 0: + ax.set_ylabel(row_label, fontsize=11) + if i == 0: + ax.set_title(col_label, fontsize=11) + ax.grid(alpha=0.3, axis="y") + ax.tick_params(axis="x", rotation=20, labelsize=9) + ax.margins(y=0.18) + fig.suptitle("Latencies per policy — mean / p50 / p90 / p99 (b3 replay 20260527_0114)") + fig.tight_layout() + fig.savefig(out, dpi=120) + plt.close(fig) + + +def main() -> None: + p = argparse.ArgumentParser() + p.add_argument("--run-dir", type=Path, required=True) + p.add_argument("--apc-upper-json", type=Path, required=True) + p.add_argument("--out-dir", type=Path, required=True) + p.add_argument("--exclude-policies", default="", + help="Comma-separated policies to drop") + args = p.parse_args() + args.out_dir.mkdir(parents=True, exist_ok=True) + + excluded = {s.strip() for s in args.exclude_policies.split(",") if s.strip()} + pols = [pol for pol in POLICY_ORDER + if pol not in excluded and (args.run_dir / pol).is_dir()] + print(f"policies: {pols}") + + apc_upper = json.loads(args.apc_upper_json.read_text()) + + fig_apc_loss(args.run_dir, apc_upper, pols, args.out_dir / "f4a_apc_loss.png") + print(f"wrote {args.out_dir / 'f4a_apc_loss.png'}") + fig_per_worker_ttft(args.run_dir, pols, args.out_dir / "f4c_per_worker_ttft.png") + print(f"wrote {args.out_dir / 'f4c_per_worker_ttft.png'}") + fig_latency_bars(args.run_dir, pols, args.out_dir / "f6_e2e_latency_bars.png") + print(f"wrote {args.out_dir / 'f6_e2e_latency_bars.png'}") + fig_latency_full_grid(args.run_dir, pols, args.out_dir / "f6_e2e_latency_full_grid.png") + print(f"wrote {args.out_dir / 'f6_e2e_latency_full_grid.png'}") + + +if __name__ == "__main__": + main()