From 34a2eec7047cfc16f2ab8fa85b2e007eb8633e97 Mon Sep 17 00:00:00 2001 From: wassname <1103714+wassname@users.noreply.github.com> Date: Tue, 9 Jun 2026 09:55:03 +0000 Subject: [PATCH] viz: floor->ceiling as two normalized panels (best vs control vs reference) Rework per feedback: hack and solve are not opposites, so they get separate floor->ceiling axes (each 0=floor..1=ceiling) rather than sharing a zero -- this also stops solve (range ~0.13-0.22) being squished next to hack (0-0.61). Minimal: routeV per-token (best) vs random-V (direction control) vs the SGTM gradient-routing paper placed on the same floor->ceiling % axis (approx, LM task). Reads: hack suppression 93% best / 84% control / ~98% reference (9pp = direction signal); solve gained +17% / -17% / ~95% (far from ceiling -- model barely learns to solve in 60 steps). Moved out/plots -> out/figs. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com> --- out/{plots => figs}/floor_ceiling.csv | 0 out/{plots => figs}/floor_ceiling.pdf | Bin 27878 -> 22327 bytes out/figs/floor_ceiling.png | Bin 0 -> 86303 bytes out/plots/floor_ceiling.png | Bin 157566 -> 0 bytes scripts/plot_floor_ceiling.py | 102 +++++++++++++------------- 5 files changed, 49 insertions(+), 53 deletions(-) rename out/{plots => figs}/floor_ceiling.csv (100%) rename out/{plots => figs}/floor_ceiling.pdf (59%) create mode 100644 out/figs/floor_ceiling.png delete mode 100644 out/plots/floor_ceiling.png diff --git a/out/plots/floor_ceiling.csv b/out/figs/floor_ceiling.csv similarity index 100% rename from out/plots/floor_ceiling.csv rename to out/figs/floor_ceiling.csv diff --git a/out/plots/floor_ceiling.pdf b/out/figs/floor_ceiling.pdf similarity index 59% rename from out/plots/floor_ceiling.pdf rename to out/figs/floor_ceiling.pdf index 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────────────────────────────────────────────── +# Reference: the gradient-routing paper (SGTM, Mhaskar et al. 2025) reports its result as a +# retain/forget trade-off vs a "perfect filter" oracle (= our ceiling) and "no filter" (= our +# floor). Placed on the SAME floor->ceiling % axis (approximate; LM-unlearning task, not RL): +# forget suppression ~leakage 0.02 -> ~98%; retain ~5% compute penalty -> ~95% of oracle. +SGTM_REF = dict(label="SGTM grad-routing\n(LM unlearn, ~approx)", hack_supp=0.98, solve_uplift=0.95) +GOLD, DARK = "#c8920a", "#3a3a3a" + + def _anchors(df: pl.DataFrame) -> dict: g = lambda kind, col: df.filter(pl.col("kind") == kind)[col][0] ceil_status = g("anchor_ceiling", "status") @@ -115,51 +123,20 @@ def _anchors(df: pl.DataFrame) -> dict: provisional=ceil_status.startswith("FIXME")) -def _panel_normalized(ax, methods: pl.DataFrame, a, title): - base, vh, ceil = a["base_solve"], a["vanilla_hack"], a["ceiling"] - labels = [l for l in methods["label"] if l != "vanilla GRPO"] # vanilla = the 0% hack anchor - for yi, lab in enumerate(labels): - r = methods.filter(pl.col("label") == lab).to_dicts()[0] - hack_rm = (vh - r["hack_deploy"]) / vh - solve_rc = (r["solve_deploy"] - base) / (ceil - base) - ax.barh(yi + 0.18, hack_rm, height=0.32, color=RED, alpha=0.85) - ax.text(hack_rm + 0.015, yi + 0.18, f"{r['hack_deploy']:.3f} ({hack_rm*100:.0f}%)", - va="center", ha="left", fontsize=8, color=RED) - ax.barh(yi - 0.18, solve_rc, height=0.32, color=GREEN, alpha=0.85) - ax.text(solve_rc + 0.015 if solve_rc >= 0 else solve_rc - 0.015, yi - 0.18, - f"{r['solve_deploy']:.3f} ({solve_rc*100:+.0f}%)", - va="center", ha="left" if solve_rc >= 0 else "right", fontsize=8, color=GREEN) - ax.axvline(0, color=GREY, lw=0.8) - ax.axvline(1.0, color=GREY, lw=0.8, ls=":") - ax.text(1.0, len(labels) - 0.35, "ceiling / no-hack", fontsize=7, color=GREY, ha="center") - ax.set_yticks(range(len(labels))); ax.set_yticklabels(labels, fontsize=9) - ax.set_xlim(-0.35, 1.25); ax.set_xlabel("fraction of floor→ceiling range (right = better)") +def _bars(ax, rows, key, raws, title, xlabel, xlo): + """One floor->ceiling panel: horizontal bars in [xlo,1], 0=floor, 1.0=ceiling.""" + for yi, (lab, val, raw, col) in enumerate(rows): + ax.barh(yi, val, height=0.55, color=col, alpha=0.9, + hatch="//" if "approx" in lab else None, edgecolor="white") + tip = f"{val*100:+.0f}%" if xlo < 0 else f"{val*100:.0f}%" + rawtxt = f" ({raw})" if raw else "" + ax.text(val + (0.02 if val >= 0 else -0.02), yi, tip + rawtxt, + va="center", ha="left" if val >= 0 else "right", fontsize=8.5, color=col) + ax.axvline(0, color=GREY, lw=1.0) # floor (labelled in xlabel) + ax.axvline(1.0, color=GREY, lw=1.0, ls=":") # ceiling + ax.set_yticks(range(len(rows))); ax.set_yticklabels([r[0] for r in rows], fontsize=8.5) + ax.set_xlim(xlo, 1.18); ax.set_xlabel(xlabel, fontsize=8.5) ax.set_title(title, fontsize=10, loc="left") - ax.text(0.01, 0.99, "red = hack removed (vs vanilla) green = solve recovered (base→ceiling)", - transform=ax.transAxes, fontsize=7.5, color="#444", va="top") - for s in ("top", "right", "left"): - ax.spines[s].set_visible(False) - ax.tick_params(left=False) - - -def _panel_knob(ax, methods: pl.DataFrame): - labels = list(methods["label"]) - for yi, lab in enumerate(labels): - r = methods.filter(pl.col("label") == lab).to_dicts()[0] - ax.annotate("", xy=(r["hack_off"], yi + 0.16), xytext=(r["hack_on"], yi + 0.16), - arrowprops=dict(arrowstyle="->", color=RED, lw=1.6, alpha=0.9)) - ax.plot([r["hack_on"], r["hack_off"]], [yi + 0.16] * 2, "o", color=RED, ms=4, alpha=0.5) - ax.text(r["hack_on"] + 0.012, yi + 0.16, f"on {r['hack_on']:.2f}", va="center", ha="left", fontsize=7, color=RED) - ax.text(r["hack_off"] - 0.012, yi + 0.16, f"{r['hack_off']:.2f}", va="center", ha="right", fontsize=7.5, color=RED) - ax.annotate("", xy=(r["solve_off"], yi - 0.16), xytext=(r["solve_on"], yi - 0.16), - arrowprops=dict(arrowstyle="->", color=GREEN, lw=1.6, alpha=0.9)) - ax.plot([r["solve_on"], r["solve_off"]], [yi - 0.16] * 2, "o", color=GREEN, ms=4, alpha=0.5) - ax.text(max(r["solve_on"], r["solve_off"]) + 0.012, yi - 0.16, f"solve {r['solve_off']:.2f}", - va="center", ha="left", fontsize=7.5, color=GREEN) - ax.set_yticks(range(len(labels))); ax.set_yticklabels(labels, fontsize=9) - ax.set_xlim(-0.02, 0.80) - ax.set_xlabel("rate (arrow = knob-ON → knob-OFF on held-out val; left = better for hack)") - ax.set_title("B. the knob effect (held-out val n=32, L5 -- isolates the quarantine)", fontsize=10, loc="left") for s in ("top", "right", "left"): ax.spines[s].set_visible(False) ax.tick_params(left=False) @@ -167,14 +144,33 @@ def _panel_knob(ax, methods: pl.DataFrame): def plot(df: pl.DataFrame) -> None: a = _anchors(df) - methods = df.filter(pl.col("kind") == "method") - prov = " [ceiling PROVISIONAL=0.223, FIXME job 24]" if a["provisional"] else "" - fig, axes = plt.subplots(2, 1, figsize=(8.5, 8.0), gridspec_kw=dict(height_ratios=[1, 1.05])) - _panel_normalized(axes[0], methods, a, f"A. normalized floor→ceiling, deploy (test n=119){prov}") - _panel_knob(axes[1], methods) - fig.suptitle("vGROUT: floor-to-ceiling method comparison (seed 43, 60-step fast)", - fontsize=11, x=0.02, ha="left") - fig.tight_layout(rect=(0, 0, 1, 0.97)) + base, vh, ceil = a["base_solve"], a["vanilla_hack"], a["ceiling"] + pick = lambda lab: df.filter(pl.col("label") == lab).to_dicts()[0] + best, rand = pick("routeV per-token"), pick("routeV random-V") + + def hsupp(r): return (vh - r["hack_deploy"]) / vh + def suplift(r): return (r["solve_deploy"] - base) / (ceil - base) + + # rows: best (gold), random control (dark), SGTM reference (grey, hatched). Top row plots last. + hack_rows = [ + (SGTM_REF["label"], SGTM_REF["hack_supp"], "~0.98 supp", GREY), + ("routeV random-V\n(direction control)", hsupp(rand), f"{rand['hack_deploy']:.3f}", DARK), + ("routeV per-token\n(best)", hsupp(best), f"{best['hack_deploy']:.3f}", GOLD), + ] + solve_rows = [ + (SGTM_REF["label"], SGTM_REF["solve_uplift"], "~oracle", GREY), + ("routeV random-V\n(direction control)", suplift(rand), f"{rand['solve_deploy']:.3f}", DARK), + ("routeV per-token\n(best)", suplift(best), f"{best['solve_deploy']:.3f}", GOLD), + ] + prov = " (ceiling PROVISIONAL=0.223, FIXME job 24)" if a["provisional"] else "" + fig, (axl, axr) = plt.subplots(1, 2, figsize=(11, 3.2), sharey=True) + _bars(axl, hack_rows, "hack", None, + "hack suppressed", "floor (vanilla 0.613) → ceiling (no hack) · right = better", 0.0) + _bars(axr, solve_rows, "solve", None, + "solve gained", f"floor (base 0.126) → ceiling (no-loophole){prov} · right = better", -0.4) + fig.suptitle("vGROUT floor→ceiling: best vs direction-control vs reference paper (test n=119, seed 43, 60-step fast)", + fontsize=10.5, x=0.01, ha="left") + fig.tight_layout(rect=(0, 0, 1, 0.94)) for ext in ("pdf", "png"): fig.savefig(OUT / f"floor_ceiling.{ext}", dpi=150, bbox_inches="tight")