From 5ed6f6fe5b0288aa95dd302be5b1453bd2ea55e7 Mon Sep 17 00:00:00 2001 From: Gahow Wang Date: Mon, 25 May 2026 15:15:10 +0800 Subject: [PATCH] Add characterization result figures --- .../current_results/all_figures_index.md | 56 ++- .../figures/fig_claim_status.png | Bin 0 -> 53478 bytes .../figures/fig_elastic_vs_baseline.png | Bin 0 -> 66381 bytes .../figures/fig_full_trace_workload.png | Bin 0 -> 67340 bytes .../figures/fig_gpu_balance.png | Bin 0 -> 83683 bytes .../figures/fig_pdsep_vs_combined.png | Bin 0 -> 60141 bytes .../figures/fig_session_skew.png | Bin 0 -> 56294 bytes .../characterization/plot_current_results.py | 332 ++++++++++++++++++ 8 files changed, 382 insertions(+), 6 deletions(-) create mode 100644 analysis/characterization/current_results/figures/fig_claim_status.png create mode 100644 analysis/characterization/current_results/figures/fig_elastic_vs_baseline.png create mode 100644 analysis/characterization/current_results/figures/fig_full_trace_workload.png create mode 100644 analysis/characterization/current_results/figures/fig_gpu_balance.png create mode 100644 analysis/characterization/current_results/figures/fig_pdsep_vs_combined.png create mode 100644 analysis/characterization/current_results/figures/fig_session_skew.png create mode 100644 analysis/characterization/plot_current_results.py diff --git a/analysis/characterization/current_results/all_figures_index.md b/analysis/characterization/current_results/all_figures_index.md index 16ca8e7..536e607 100644 --- a/analysis/characterization/current_results/all_figures_index.md +++ b/analysis/characterization/current_results/all_figures_index.md @@ -1,10 +1,54 @@ # Figures Index -No generated figures are committed by this script. Batch-specific figures should be generated from: +Generated by: -- `analysis/characterization/analyze.py` for Batch 0/1 trace figures. -- future Batch 2 step-timeline artifacts for interference plots. -- future Batch 3 per-worker/session artifacts for hot-spot plots. -- future Batch 4 arrival-rate sweep artifacts for SRR curves. +```bash +.venv/bin/python analysis/characterization/plot_current_results.py +``` -This file exists so the audit package has a stable placeholder until fresh figures are generated. +| Figure | Intended Claim | +|---|---| +| [fig_full_trace_workload.png](figures/fig_full_trace_workload.png) | Full GLM-5.1 trace is long-input, short-output, and high input/output ratio. | +| [fig_session_skew.png](figures/fig_session_skew.png) | Session input-token mass is highly skewed; top sessions dominate work. | +| [fig_pdsep_vs_combined.png](figures/fig_pdsep_vs_combined.png) | Existing static PD-sep A/B regresses TTFT/E2E vs combined. | +| [fig_elastic_vs_baseline.png](figures/fig_elastic_vs_baseline.png) | Existing elastic transfer-based run does not improve TTFT/TPOT over high-contention baseline. | +| [fig_gpu_balance.png](figures/fig_gpu_balance.png) | Existing runs show GPU-util imbalance, but more data is needed for hot-spot causality. | +| [fig_claim_status.png](figures/fig_claim_status.png) | Current audit separates supported, partial, and unsupported claims. | + +## Figure Previews + +### Full Trace Workload + +Full GLM-5.1 trace is long-input, short-output, and high input/output ratio. + +![Full Trace Workload](figures/fig_full_trace_workload.png) + +### Session Skew + +Session input-token mass is highly skewed; top sessions dominate work. + +![Session Skew](figures/fig_session_skew.png) + +### PD-Sep vs Combined + +Existing static PD-sep A/B regresses TTFT/E2E vs combined. + +![PD-Sep vs Combined](figures/fig_pdsep_vs_combined.png) + +### Elastic vs Baseline + +Existing elastic transfer-based run does not improve TTFT/TPOT over high-contention baseline. + +![Elastic vs Baseline](figures/fig_elastic_vs_baseline.png) + +### GPU Balance + +Existing runs show GPU-util imbalance, but more data is needed for hot-spot causality. + +![GPU Balance](figures/fig_gpu_balance.png) + +### Claim Status + +Current audit separates supported, partial, and unsupported claims. + +![Claim Status](figures/fig_claim_status.png) diff --git a/analysis/characterization/current_results/figures/fig_claim_status.png b/analysis/characterization/current_results/figures/fig_claim_status.png new file mode 100644 index 0000000000000000000000000000000000000000..5e50b1d4adb784fa0618c44b88c53e34362c474e GIT binary patch literal 53478 zcmeFacT|<<);+poq9)eFC`7O%x@}aY8M-Bw4HiUtRcRtkse&|P)F>jlY0_;d(u;s} z8z3N{NJl`WNfQA9>36QZO}?CQf8#sfEq~nm8;9Y^LEPot&-*-U%{Av-iwi3IcFmu| zH;2Js%xCTXO_jlzrN&@<{l~Yn@ROQvUvI?!$=L7EvOj2JYVUN|)`YS5u>EmM8+%Lh zBR@Nu*xH%fSc{8n+9)C|^z%`B`{Q;pqM}xRKSIRD)=YHm&R5!amG6%4*0y6X_!H=V 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z8QDMV)z_SJI-6X+Jp=7^j=QUH=qp$&5rl{~op&m@EGiQB$v&+}FdDahitTTOt)HJ4 zpRG6#Jau)yuq|oZp+gqR4xy=hHM;A}=apZRLC;Qa{xnm5;PPUJsskEKHT?h`$MwB8 zS&yM&b$Pp-7OHxp_5>6(hXidDyD2a3U)Cd)>mB$2a>YK>_b&_YyG$CEDzHErDvPfJb6j=VXb}Xk5#UP@lP!knTg^q+haj`H((?ZPVv z@CrS<@`U!fD1{q(;8JD?g6 literal 0 HcmV?d00001 diff --git a/analysis/characterization/plot_current_results.py b/analysis/characterization/plot_current_results.py new file mode 100644 index 0000000..3f96a81 --- /dev/null +++ b/analysis/characterization/plot_current_results.py @@ -0,0 +1,332 @@ +#!/usr/bin/env python3 +"""Generate matplotlib figures for the current characterization package.""" + +from __future__ import annotations + +import json +from pathlib import Path +from typing import Any + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt + + +ROOT = Path("analysis/characterization/current_results") +FIG_DIR = ROOT / "figures" + + +def main() -> None: + FIG_DIR.mkdir(parents=True, exist_ok=True) + full_trace = load_json(ROOT / "full_trace_summary.json") + runs = load_json(ROOT / "run_summaries.json") + claims = load_json(ROOT / "claim_matrix.json") + + paths = [ + plot_full_trace_workload(full_trace), + plot_session_skew(full_trace), + plot_pdsep_vs_combined(runs), + plot_elastic_vs_baseline(runs), + plot_gpu_balance(runs), + plot_claim_status(claims), + ] + write_figures_index(paths) + for path in paths: + print(path) + + +def load_json(path: Path) -> Any: + return json.loads(path.read_text(encoding="utf-8")) + + +def plot_full_trace_workload(summary: dict[str, Any]) -> str: + labels = ["p50", "p90", "p99"] + series = { + "input tokens": [summary["input"][k] for k in labels], + "output tokens": [summary["output"][k] for k in labels], + "input/output": [summary["input_output_ratio"][k] for k in labels], + } + fig, ax = plt.subplots(figsize=(9, 5.5)) + width = 0.24 + x = range(len(labels)) + colors = ["#2f6fab", "#dd8452", "#4c995c"] + for idx, (name, values) in enumerate(series.items()): + offset = (idx - 1) * width + ax.bar([v + offset for v in x], values, width=width, label=name, color=colors[idx]) + for xpos, value in zip([v + offset for v in x], values): + ax.text(xpos, value * 1.08, short_num(value), ha="center", va="bottom", fontsize=9) + ax.set_yscale("log") + ax.set_xticks(list(x), labels) + ax.set_ylabel("value, log scale") + ax.set_title("Full Trace Workload Shape") + ax.text( + 0.01, + -0.22, + f"Requests={summary['records']:,}; sessions={summary['sessions']:,}; span={summary['trace_span_s']:.1f}s", + transform=ax.transAxes, + fontsize=10, + color="#555", + ) + ax.grid(True, axis="y", alpha=0.25) + ax.legend() + return save(fig, "fig_full_trace_workload.png") + + +def plot_session_skew(summary: dict[str, Any]) -> str: + vals = summary["top_session_input_fraction"] + labels = ["top 1%", "top 5%", "top 10%"] + fractions = [vals["top1pct"] * 100, vals["top5pct"] * 100, vals["top10pct"] * 100] + fig, ax = plt.subplots(figsize=(8, 5)) + bars = ax.bar(labels, fractions, color=["#c44e52", "#dd8452", "#2f6fab"]) + for bar, value in zip(bars, fractions): + ax.text(bar.get_x() + bar.get_width() / 2, value + 1.5, f"{value:.1f}%", ha="center") + ax.set_ylim(0, 100) + ax.set_ylabel("% of input-token mass") + ax.set_title("Session Token-Mass Skew") + ax.text( + 0.01, + -0.20, + "Session input-token p50/p90/p99/max = " + f"{short_num(summary['session_input_tokens']['p50'])} / " + f"{short_num(summary['session_input_tokens']['p90'])} / " + f"{short_num(summary['session_input_tokens']['p99'])} / " + f"{short_num(summary['session_input_tokens']['max'])}", + transform=ax.transAxes, + fontsize=10, + color="#555", + ) + ax.grid(True, axis="y", alpha=0.25) + return save(fig, "fig_session_skew.png") + + +def plot_pdsep_vs_combined(runs: list[dict[str, Any]]) -> str: + by_run = {run["run"]: run for run in runs} + combined = by_run["outputs/gpu_ab_combined"] + pdsep = by_run["outputs/gpu_ab_pdsep"] + labels = ["TTFT p50", "TTFT p90", "E2E p50", "E2E p90"] + combined_vals = [ + stat(combined, "ttft_stats_s", "p50"), + stat(combined, "ttft_stats_s", "p90"), + stat(combined, "latency_stats_s", "p50"), + stat(combined, "latency_stats_s", "p90"), + ] + pdsep_vals = [ + stat(pdsep, "ttft_stats_s", "p50"), + stat(pdsep, "ttft_stats_s", "p90"), + stat(pdsep, "latency_stats_s", "p50"), + stat(pdsep, "latency_stats_s", "p90"), + ] + fig, ax = plt.subplots(figsize=(9, 5)) + grouped_bars(ax, labels, [("combined", combined_vals), ("PD-sep", pdsep_vals)], ["#2f6fab", "#c44e52"]) + ax.set_ylabel("seconds") + ax.set_title("Static PD-Sep vs Combined Baseline") + ax.text( + 0.01, + -0.22, + f"Errors: combined={combined['error_count']}, PD-sep={pdsep['error_count']}; " + f"wall-clock delta={pct_delta(combined['wall_clock_s'], pdsep['wall_clock_s']):+.1f}%", + transform=ax.transAxes, + fontsize=10, + color="#555", + ) + ax.grid(True, axis="y", alpha=0.25) + ax.legend() + return save(fig, "fig_pdsep_vs_combined.png") + + +def plot_elastic_vs_baseline(runs: list[dict[str, Any]]) -> str: + by_run = {run["run"]: run for run in runs} + baseline = by_run["outputs/contention_16s_ts10"] + elastic = by_run["outputs/contention_16s_elastic"] + labels = ["TTFT p50", "TTFT p90", "E2E p50", "E2E p90", "TPOT p90"] + baseline_vals = [ + stat(baseline, "ttft_stats_s", "p50"), + stat(baseline, "ttft_stats_s", "p90"), + stat(baseline, "latency_stats_s", "p50"), + stat(baseline, "latency_stats_s", "p90"), + stat(baseline, "tpot_stats_s", "p90"), + ] + elastic_vals = [ + stat(elastic, "ttft_stats_s", "p50"), + stat(elastic, "ttft_stats_s", "p90"), + stat(elastic, "latency_stats_s", "p50"), + stat(elastic, "latency_stats_s", "p90"), + stat(elastic, "tpot_stats_s", "p90"), + ] + fig, ax = plt.subplots(figsize=(10, 5)) + grouped_bars(ax, labels, [("baseline", baseline_vals), ("elastic", elastic_vals)], ["#2f6fab", "#dd8452"]) + ax.set_ylabel("seconds") + ax.set_title("Elastic Transfer-Based Migration vs High-Contention Baseline") + ax.text( + 0.01, + -0.22, + f"GPU imbalance ratio: baseline={nested(baseline, ['gpu_summary', 'max_min_ratio']):.2f}x, " + f"elastic={nested(elastic, ['gpu_summary', 'max_min_ratio']):.2f}x", + transform=ax.transAxes, + fontsize=10, + color="#555", + ) + ax.grid(True, axis="y", alpha=0.25) + ax.legend() + return save(fig, "fig_elastic_vs_baseline.png") + + +def plot_gpu_balance(runs: list[dict[str, Any]]) -> str: + selected = [ + ("combined", "outputs/gpu_ab_combined"), + ("PD-sep", "outputs/gpu_ab_pdsep"), + ("16s base", "outputs/contention_16s_ts10"), + ("16s elastic", "outputs/contention_16s_elastic"), + ] + by_run = {run["run"]: run for run in runs} + labels = [label for label, _ in selected] + mean_util = [nested(by_run[path], ["gpu_summary", "mean_util_pct"]) for _, path in selected] + imbalance = [nested(by_run[path], ["gpu_summary", "max_min_ratio"]) for _, path in selected] + fig, axes = plt.subplots(1, 2, figsize=(11, 4.8)) + axes[0].bar(labels, mean_util, color="#4c995c") + axes[0].set_ylabel("mean GPU util (%)") + axes[0].set_title("Mean Utilization") + axes[0].tick_params(axis="x", rotation=20) + axes[0].grid(True, axis="y", alpha=0.25) + axes[1].bar(labels, imbalance, color="#76619c") + axes[1].set_ylabel("max/min mean util") + axes[1].set_title("Imbalance Ratio") + axes[1].tick_params(axis="x", rotation=20) + axes[1].grid(True, axis="y", alpha=0.25) + fig.suptitle("GPU Utilization Balance in Existing Runs") + fig.text( + 0.02, + 0.01, + "GPU util imbalance is suggestive only; hot-spot causality still needs per-worker queue and session mapping.", + fontsize=10, + color="#555", + ) + return save(fig, "fig_gpu_balance.png") + + +def plot_claim_status(claims: list[dict[str, Any]]) -> str: + order = [ + "supported_by_existing_artifact", + "supported_for_trace_shape", + "partially_supported", + "not_yet_supported", + ] + counts = {status: 0 for status in order} + for claim in claims: + counts[claim["status"]] = counts.get(claim["status"], 0) + 1 + labels = [status.replace("_", "\n") for status in order if counts.get(status)] + values = [counts[status] for status in order if counts.get(status)] + fig, ax = plt.subplots(figsize=(9, 5)) + bars = ax.bar(labels, values, color=["#4c995c", "#2f6fab", "#dd8452", "#c44e52"][: len(values)]) + for bar, value in zip(bars, values): + ax.text(bar.get_x() + bar.get_width() / 2, value + 0.05, str(value), ha="center") + ax.set_ylabel("claim count") + ax.set_title("Current Claim Support Status") + ax.grid(True, axis="y", alpha=0.25) + return save(fig, "fig_claim_status.png") + + +def grouped_bars(ax: Any, labels: list[str], series: list[tuple[str, list[float]]], colors: list[str]) -> None: + x = list(range(len(labels))) + width = 0.35 + for idx, ((name, values), color) in enumerate(zip(series, colors)): + offset = (idx - (len(series) - 1) / 2) * width + bars = ax.bar([pos + offset for pos in x], values, width=width, label=name, color=color) + for bar, value in zip(bars, values): + ax.text(bar.get_x() + bar.get_width() / 2, value * 1.02, short_num(value), ha="center", va="bottom", fontsize=8) + ax.set_xticks(x, labels) + + +def stat(run: dict[str, Any], stat_name: str, key: str) -> float: + return float(run[stat_name][key]) + + +def nested(run: dict[str, Any], keys: list[str]) -> float: + current: Any = run + for key in keys: + current = current[key] + return float(current) + + +def pct_delta(base: float, variant: float) -> float: + return (variant - base) / base * 100.0 + + +def short_num(value: float) -> str: + if abs(value) >= 1_000_000: + return f"{value / 1_000_000:.1f}M" + if abs(value) >= 10_000: + return f"{value / 1000:.1f}k" + if abs(value) >= 1000: + return f"{value / 1000:.2f}k" + if abs(value) >= 100: + return f"{value:.0f}" + if abs(value) >= 10: + return f"{value:.1f}" + return f"{value:.2f}" + + +def save(fig: Any, name: str) -> str: + path = FIG_DIR / name + fig.tight_layout(rect=(0, 0.04, 1, 0.95)) + fig.savefig(path, dpi=180) + plt.close(fig) + return str(path) + + +def write_figures_index(paths: list[str]) -> None: + claims = { + "fig_full_trace_workload.png": ( + "Full Trace Workload", + "Full GLM-5.1 trace is long-input, short-output, and high input/output ratio.", + ), + "fig_session_skew.png": ( + "Session Skew", + "Session input-token mass is highly skewed; top sessions dominate work.", + ), + "fig_pdsep_vs_combined.png": ( + "PD-Sep vs Combined", + "Existing static PD-sep A/B regresses TTFT/E2E vs combined.", + ), + "fig_elastic_vs_baseline.png": ( + "Elastic vs Baseline", + "Existing elastic transfer-based run does not improve TTFT/TPOT over high-contention baseline.", + ), + "fig_gpu_balance.png": ( + "GPU Balance", + "Existing runs show GPU-util imbalance, but more data is needed for hot-spot causality.", + ), + "fig_claim_status.png": ( + "Claim Status", + "Current audit separates supported, partial, and unsupported claims.", + ), + } + lines = [ + "# Figures Index", + "", + "Generated by:", + "", + "```bash", + ".venv/bin/python analysis/characterization/plot_current_results.py", + "```", + "", + "| Figure | Intended Claim |", + "|---|---|", + ] + for path in paths: + name = Path(path).name + title, claim = claims[name] + rel_path = f"figures/{name}" + lines.append(f"| [{name}]({rel_path}) | {claim} |") + lines.extend(["", "## Figure Previews", ""]) + for path in paths: + name = Path(path).name + title, claim = claims[name] + rel_path = f"figures/{name}" + lines.extend([f"### {title}", "", claim, "", f"![{title}]({rel_path})", ""]) + (ROOT / "all_figures_index.md").write_text("\n".join(lines).rstrip() + "\n", encoding="utf-8") + + +if __name__ == "__main__": + main()