From 06dd17544183167c8250c8b25433a74df41b65b8 Mon Sep 17 00:00:00 2001 From: Gahow Wang Date: Tue, 26 May 2026 14:21:30 +0800 Subject: [PATCH] Microbench 1 plots: prefill-decode interference heatmap + lines MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit plot_interference.py reads the interference sweep summary (4 D × 4 P × 3 reps, cold prefill prompts) and produces: fig_interference_heatmap.png TPOT p90 interference index over (D, P): 14x at D=8 P=2k → 214x at D=1 P=32k. fig_interference_lines.png (a) TPOT p90 during prefill vs P, log-y, one line per D + baseline dashed (b) Cold prefill TTFT vs P (interference window length) Confirms B2 finding: cold prefill on the same worker stalls overlapping decodes for 14-214x baseline TPOT. The interference window grows linearly with P (from ~140ms at 2k to ~4.6s at 32k) and is essentially independent of decode batch size — prefill compute time dominates. --- .../results/fig_interference_heatmap.png | Bin 0 -> 80776 bytes .../results/fig_interference_lines.png | Bin 0 -> 188529 bytes microbench/interference/results/summary.csv | 49 ++++++ microbench/plot_interference.py | 158 ++++++++++++++++++ 4 files changed, 207 insertions(+) create mode 100644 microbench/interference/results/fig_interference_heatmap.png create mode 100644 microbench/interference/results/fig_interference_lines.png create mode 100644 microbench/interference/results/summary.csv create mode 100644 microbench/plot_interference.py diff --git a/microbench/interference/results/fig_interference_heatmap.png b/microbench/interference/results/fig_interference_heatmap.png new file mode 100644 index 0000000000000000000000000000000000000000..bf3976055dad7cd3a1529174b8b7fa78893da67f GIT binary patch literal 80776 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zAsqZZY~3aLX-8$CQwYvNjVHg;F{GKni{}G{L1yNo#ACn;VE|nc#Mi zRd=+bj+CU>k6QWE)Yi^SPEvueXbbEXLNij70#cX42D#iTAlvjeZ;HAfj*Rz}ny759 z&#$cHLyG1+IgcWg`G+g#YtVyk1SE< zGV-qSR4hWzuCrJ|eh!t*z5-G{O7;V!^clo~xMo3~W?ADrL)+nMeE~3Rq?#jk4 0 else 0, + }) + +stat = {k: {kk: float(np.median([e[kk] for e in v])) for kk in v[0]} for k, v in agg.items()} + +D_VALUES = sorted({k[0] for k in stat}) +P_VALUES = sorted({k[1] for k in stat}) + +# ── Figure 1: heatmap of interference index (TPOT p90 during / baseline) ───── +mat = np.full((len(D_VALUES), len(P_VALUES)), np.nan) +for i, D in enumerate(D_VALUES): + for j, P in enumerate(P_VALUES): + s = stat.get((D, P)) + if s: + mat[i, j] = s["idx_p90"] + +fig, ax = plt.subplots(figsize=(9.5, 5)) +im = ax.imshow(mat, cmap="YlOrRd", aspect="auto", + norm=matplotlib.colors.LogNorm(vmin=1, vmax=mat[~np.isnan(mat)].max())) + +ax.set_xticks(range(len(P_VALUES))) +ax.set_xticklabels([f"{P//1024}k" for P in P_VALUES], fontsize=11) +ax.set_yticks(range(len(D_VALUES))) +ax.set_yticklabels([f"D={D}" for D in D_VALUES], fontsize=11) +ax.set_xlabel("Cold prefill size (P tokens)", fontsize=12) +ax.set_ylabel("Decode batch size", fontsize=12) +ax.set_title("Prefill-Decode Interference Index\n" + "TPOT p90 during prefill / TPOT p90 baseline (log color)", + fontsize=13, fontweight="bold") + +# annotate each cell +for i in range(len(D_VALUES)): + for j in range(len(P_VALUES)): + v = mat[i, j] + if not np.isnan(v): + txt_color = "white" if v > 50 else "black" + ax.text(j, i, f"{v:.0f}x", + ha="center", va="center", + fontsize=10, color=txt_color, fontweight="bold") + +cbar = plt.colorbar(im, ax=ax, fraction=0.04, pad=0.02) +cbar.set_label("Interference index (×)", fontsize=10) + +plt.tight_layout() +out_heatmap = OUT_DIR / "fig_interference_heatmap.png" +plt.savefig(out_heatmap, dpi=160, bbox_inches="tight") +print(f"Saved: {out_heatmap}") +plt.close(fig) + +# ── Figure 2: lines, two panels ────────────────────────────────────────────── +fig, axes = plt.subplots(1, 2, figsize=(13, 5)) + +D_COLORS = {1: "#1f77b4", 2: "#2ca02c", 4: "#ff7f0e", 8: "#d62728"} + +# Panel A: TPOT p90 during prefill (absolute, log y) +ax = axes[0] +for D in D_VALUES: + ys_dur = [stat.get((D, P), {}).get("dur_p90", np.nan) for P in P_VALUES] + ys_bl = [stat.get((D, P), {}).get("bl_p90", np.nan) for P in P_VALUES] + color = D_COLORS.get(D, "gray") + ax.plot(P_VALUES, ys_dur, "o-", color=color, label=f"D={D} (during prefill)", + linewidth=2, markersize=7) + ax.plot(P_VALUES, ys_bl, "s--", color=color, alpha=0.4, + label=f"D={D} (baseline)", linewidth=1, markersize=5) + +ax.set_xscale("log", base=2) +ax.set_yscale("log") +ax.set_xticks(P_VALUES) +ax.set_xticklabels([f"{P//1024}k" for P in P_VALUES]) +ax.set_xlabel("Cold prefill size (P tokens)", fontsize=12) +ax.set_ylabel("TPOT p90 (ms, log)", fontsize=12) +ax.set_title("Decode TPOT during prefill chunk", fontsize=12, fontweight="bold") +ax.grid(True, which="both", linestyle="--", alpha=0.4) +ax.legend(fontsize=8, loc="upper left", ncol=2) + +# Panel B: prefill TTFT vs P +ax = axes[1] +for D in D_VALUES: + ys = [stat.get((D, P), {}).get("ttft", np.nan) for P in P_VALUES] + color = D_COLORS.get(D, "gray") + ax.plot(P_VALUES, ys, "o-", color=color, label=f"D={D}", + linewidth=2, markersize=7) + +ax.set_xscale("log", base=2) +ax.set_xticks(P_VALUES) +ax.set_xticklabels([f"{P//1024}k" for P in P_VALUES]) +ax.set_xlabel("Cold prefill size (P tokens)", fontsize=12) +ax.set_ylabel("Prefill TTFT (ms)", fontsize=12) +ax.set_title("Cold prefill duration (interference window length)", + fontsize=12, fontweight="bold") +ax.grid(True, linestyle="--", alpha=0.4) +ax.legend(fontsize=9, loc="upper left", title="Decode batch") + +fig.suptitle( + "Prefill-Decode Interference · Qwen3-Coder-30B-A3B · H20 · chunk_size=8192", + fontsize=13, fontweight="bold", y=1.02) + +plt.tight_layout() +out_lines = OUT_DIR / "fig_interference_lines.png" +plt.savefig(out_lines, dpi=160, bbox_inches="tight") +print(f"Saved: {out_lines}") +plt.close(fig) + +# ── print summary table ────────────────────────────────────────────────────── +print(f"\n{'D':>3} {'P':>6} | {'bl_p90':>7} {'dur_p90':>8} {'idx_p90':>7} | {'ttft':>7}") +print("-" * 55) +for (D, P) in sorted(stat.keys()): + s = stat[(D, P)] + print(f"{D:>3} {P:>6} | {s['bl_p90']:>6.2f} {s['dur_p90']:>7.1f} {s['idx_p90']:>5.1f}x | {s['ttft']:>6.0f}")