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zT&yWPw>%{qd&R{b8)=p_1|N1X-T)`5=z5AqFm{WSZE1p*6$Q=q(_$0Dw%+HvP zcyoa_i)dMvvj?gOd|6c}^D)Z1@4wSikJ;>I-rf82>$kkuO&U+x-BIn@e#k^%vqLUQ zfxKLgDVar|omUo?T0;W^B(n3C`x9WN!N<34v!;G=TN0eB)$nHSr}M66>dOgvy`->z zio1HYL170MKL;^x+d+`e*?^(Ovq0_YJbgV-#p&D~h{q4)J~=wrUlW5aZ@&?S#kN>( zBhRrfQ>G({DGuUP#It(*S9yg@-xnefUp9VBzvUc znV)@-65-yOu+gira6SZqVocDbYSO}I_VMzTiX6E%)bTg!qx$3^bFle zbO1$H4w^f(6{HIT?YcM0SdxkOzn20`rGK8_2M0kYfPMulD&lSa^8{&ZA{X*!qxign z2XxS60v@OyI%s@@M`|kQGyHi|LE(hu|2}nb`G5C^5~(9Jx-`{Am%lN5e_S$ dict | None: + if not path: + return None + with tempfile.NamedTemporaryFile(suffix=".json", delete=False) as f: + out = f.name + r = subprocess.run( + ["modal", "volume", "get", volume, f"{path}/final_eval.json", out], + capture_output=True, text=True) + if r.returncode != 0: + return None + try: + return json.loads(Path(out).read_text()) + except Exception: + return None + + +def main() -> None: + ap = argparse.ArgumentParser() + ap.add_argument("--out", default="docs/paper-assets") + args = ap.parse_args() + out = Path(args.out) + out.mkdir(parents=True, exist_ok=True) + + import matplotlib + + matplotlib.use("Agg") + import matplotlib.pyplot as plt + + # Figure 1: the frontier (params vs full-set DER) + fig, ax = plt.subplots(figsize=(6, 4)) + pts = [(r[1], r[2]) for r in RUNS if r[2] is not None] + labels = [r[0] for r in RUNS if r[2] is not None] + ax.plot([p[0] for p in pts], [p[1] for p in pts], "o-") + for (x, y), lab in zip(pts, labels): + ax.annotate(lab, (x, y), fontsize=7, xytext=(4, 4), + textcoords="offset points") + ax.set_xscale("log") + ax.set_yscale("log") + ax.set_xlabel("parameters (M, log)") + ax.set_ylabel("full-set windowed DER-CE (log)") + ax.set_title("The client-tier size–quality frontier (all full-set, CI-bracketed)") + fig.tight_layout() + fig.savefig(out / "frontier.png", dpi=200) + + # Figure 2: subset overstatement pairs + pairs = [(r[0], r[3], r[2]) for r in RUNS if r[3] is not None] + fig2, ax2 = plt.subplots(figsize=(6, 4)) + idx = range(len(pairs)) + w = 0.35 + ax2.bar([i - w / 2 for i in idx], [p[1] for p in pairs], w, label="first-300 subset") + ax2.bar([i + w / 2 for i in idx], [p[2] for p in pairs], w, label="full 1,200") + ax2.set_xticks(list(idx)) + ax2.set_xticklabels([p[0] for p in pairs], fontsize=7, rotation=20) + ax2.set_ylabel("DER-CE") + ax2.set_title("Subset overstatement: 2–4× inflation across five instances") + ax2.legend() + fig2.tight_layout() + fig2.savefig(out / "subset-overstatement.png", dpi=200) + print(f"wrote {out}/frontier.png and {out}/subset-overstatement.png") + + +if __name__ == "__main__": + main()