Download code/rubric_gen/make_browser.py from EdwardoSunny/agent-cwm-rubrics-debug: direct link, hf CLI and curl.
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https://huggingface.co/datasets/EdwardoSunny/agent-cwm-rubrics-debug/resolve/main/code/rubric_gen/make_browser.py
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9.9 kB
| #!/usr/bin/env python3 | |
| """Render the rubric library + experiment metrics as one self-contained page. | |
| python3 make_browser.py --out browser.html | |
| Everything inlined -- no server, no fetches: open the file. Regenerate after | |
| any pipeline run; the page states which corpus and truth source produced each | |
| number so a stale copy cannot masquerade as current. | |
| """ | |
| from __future__ import annotations | |
| import argparse | |
| import html | |
| import json | |
| import re | |
| import time | |
| from pathlib import Path | |
| HERE = Path(__file__).resolve().parent | |
| CSS = """ | |
| body{font-family:-apple-system,Segoe UI,Helvetica,Arial,sans-serif;margin:0;background:#0f1115;color:#e6e6e6} | |
| header{padding:24px 32px;background:#161a22;border-bottom:1px solid #2a2f3a} | |
| h1{margin:0 0 6px;font-size:22px} .sub{color:#9aa4b2;font-size:13px} | |
| main{max-width:1100px;margin:0 auto;padding:24px 32px} | |
| h2{font-size:17px;border-bottom:1px solid #2a2f3a;padding-bottom:6px;margin-top:36px} | |
| table{border-collapse:collapse;width:100%;font-size:13px;margin:12px 0} | |
| th,td{border:1px solid #2a2f3a;padding:6px 10px;text-align:left} | |
| th{background:#161a22} .good{color:#7ee08a} .bad{color:#ff7d7d} .warn{color:#ffd479} | |
| .note{color:#9aa4b2;font-size:12px;margin:4px 0 16px} | |
| details{border:1px solid #2a2f3a;border-radius:6px;margin:8px 0;background:#141822} | |
| summary{cursor:pointer;padding:10px 14px;font-size:14px} | |
| summary .cls{display:inline-block;min-width:170px;color:#8ab4ff} | |
| summary .prov{float:right;color:#9aa4b2;font-size:12px} | |
| .body{padding:0 18px 14px;font-size:13px;line-height:1.5} | |
| .body pre{background:#0b0d12;border:1px solid #232838;border-radius:4px;padding:10px;overflow-x:auto;font-size:12px} | |
| .body code{color:#ffd479} | |
| .filter{margin:12px 0} | |
| .filter button{background:#161a22;color:#e6e6e6;border:1px solid #2a2f3a;border-radius:4px;padding:4px 10px;margin-right:6px;cursor:pointer;font-size:12px} | |
| .filter button.on{background:#2a3550;border-color:#8ab4ff} | |
| """ | |
| JS = """ | |
| function filt(cls,btn){ | |
| document.querySelectorAll('.filter button').forEach(b=>b.classList.remove('on')); | |
| btn.classList.add('on'); | |
| document.querySelectorAll('details.rubric').forEach(d=>{ | |
| d.style.display=(cls==='all'||d.dataset.cls===cls)?'':'none';}); | |
| } | |
| """ | |
| def md_to_html(text: str) -> str: | |
| """Just enough markdown for these rubric files.""" | |
| out, in_code = [], False | |
| for line in text.splitlines(): | |
| if line.strip().startswith("```"): | |
| out.append("</pre>" if in_code else "<pre>") | |
| in_code = not in_code | |
| continue | |
| if in_code: | |
| out.append(html.escape(line)) | |
| continue | |
| esc = html.escape(line) | |
| esc = re.sub(r"\*\*(.+?)\*\*", r"<b>\1</b>", esc) | |
| esc = re.sub(r"`([^`]+)`", r"<code>\1</code>", esc) | |
| if esc.startswith("### "): | |
| esc = f"<h3>{esc[4:]}</h3>" | |
| elif esc.strip().startswith("- "): | |
| esc = f"<div style='margin-left:1em'>• {esc.strip()[2:]}</div>" | |
| elif re.match(r"^\s+\d+\.", esc): | |
| esc = f"<div style='margin-left:2em'>{esc.strip()}</div>" | |
| out.append(esc) | |
| return "\n".join(out) | |
| def load_json(path: Path): | |
| try: | |
| return json.loads(path.read_text()) | |
| except (OSError, json.JSONDecodeError): | |
| return None | |
| def fmt(v, pct=False): | |
| if v is None: | |
| return "—" | |
| return f"{v:.1%}" if pct else f"{v:.3f}" | |
| def metrics_section() -> str: | |
| pr = load_json(HERE / "data" / "pr_results.json") | |
| assist = load_json(HERE / "data" / "assist_results.json") | |
| cf = load_json(HERE / "data" / "counterfactual.json") | |
| truth_rep = load_json(HERE / "data" / "truth_report.json") | |
| parts = ["<h2>Experiment metrics</h2>"] | |
| if pr: | |
| parts.append(f"<div class=note>truth source: {html.escape(pr.get('truth_source','?'))} " | |
| f"· {pr.get('decisions','?')} blind decisions across " | |
| f"{len(pr.get('eval_competitions',[]))} held-out competitions</div>") | |
| rows = ["<table><tr><th>family</th><th>precision</th><th>95% CI</th>" | |
| "<th>recall</th><th>95% CI</th><th>tp/fp/fn</th></tr>"] | |
| for fam in ("conceptual", "control_generic", "control_shuffled", | |
| "control_conceptual"): | |
| m = (pr.get("by_family") or {}).get(fam) | |
| if not m: | |
| continue | |
| cls = "good" if fam == "conceptual" else "warn" | |
| rows.append( | |
| f"<tr><td class={cls}>{fam}</td>" | |
| f"<td>{fmt(m.get('precision'))}</td><td>{m.get('precision_ci95') or '—'}</td>" | |
| f"<td>{fmt(m.get('recall'))}</td><td>{m.get('recall_ci95') or '—'}</td>" | |
| f"<td>{m.get('tp')}/{m.get('fp')}/{m.get('fn')}</td></tr>") | |
| rows.append("</table>") | |
| parts.append("".join(rows)) | |
| parts.append("<div class=note>Controls are the floor: vague criticism and " | |
| "domain-swapped rubrics score zero precision; whatever the real " | |
| "rubrics score above that is earned signal.</div>") | |
| if truth_rep: | |
| parts.append(f"<div class=note>ground-truth annotator agreement: " | |
| f"{fmt(truth_rep.get('annotator_agreement_per_group'), pct=True)} per group of " | |
| f"{truth_rep.get('annotation_batch','?')} (reference protocol reports 97%)</div>") | |
| if assist: | |
| p = assist.get("paired") or {} | |
| parts.append("<h2>Utility: does giving the rubrics to a coding agent help?</h2>") | |
| parts.append( | |
| f"<table><tr><th>paired states</th><th>guided better</th><th>revise better</th>" | |
| f"<th>ties</th><th>mean advantage</th><th>median advantage</th></tr>" | |
| f"<tr><td>{p.get('paired_states','—')}</td>" | |
| f"<td class=good>{p.get('guided_better','—')}</td>" | |
| f"<td class=bad>{p.get('revise_better','—')}</td>" | |
| f"<td>{p.get('ties','—')}</td>" | |
| f"<td>{fmt(p.get('mean_paired_advantage'), pct=True)}</td>" | |
| f"<td>{fmt(p.get('median_paired_advantage'), pct=True)}</td></tr></table>") | |
| parts.append("<div class=note>guided = revision with retrieved rubrics; revise = " | |
| "same revision without them (the control). The rubrics' contribution " | |
| "is the difference, paired on the same starting program.</div>") | |
| if cf: | |
| parts.append("<h2>Causal: does removing the flagged pattern improve the score?</h2>") | |
| parts.append( | |
| f"<table><tr><th>fires measured</th><th>improved</th><th>causal precision</th>" | |
| f"<th>mean improvement</th><th>outcomes</th></tr>" | |
| f"<tr><td>{cf.get('measured')}</td><td>{cf.get('helped')}</td>" | |
| f"<td>{fmt(cf.get('causal_precision'))}</td>" | |
| f"<td>{cf.get('mean_improvement')}</td>" | |
| f"<td>{html.escape(json.dumps(cf.get('outcomes', {})))}</td></tr></table>") | |
| parts.append("<div class=note>Patch out exactly what the rubric flagged, re-run, " | |
| "re-grade against the official answers. Failed edits are excluded " | |
| "from the denominator; they are facts about the editor.</div>") | |
| return "\n".join(parts) | |
| def rubric_section() -> str: | |
| files = sorted((HERE / "out" / "conceptual").glob("*.md")) | |
| classes = sorted({f.name.split("__")[0].upper() for f in files}) | |
| buttons = ["<div class=filter><button class=on onclick=\"filt('all',this)\">all " | |
| f"({len(files)})</button>"] | |
| for cls in classes: | |
| n = sum(1 for f in files if f.name.split("__")[0].upper() == cls) | |
| buttons.append(f"<button onclick=\"filt('{cls}',this)\">{cls} ({n})</button>") | |
| buttons.append("</div>") | |
| cards = [] | |
| lib = {} | |
| for row in (load_json(HERE / "data" / "conceptual_applicable.jsonl") or []): | |
| pass # jsonl, not json -- handled below | |
| try: | |
| for line in (HERE / "data" / "conceptual_applicable.jsonl").read_text().splitlines(): | |
| if line.strip(): | |
| r = json.loads(line) | |
| lib[r["id"]] = r | |
| except OSError: | |
| pass | |
| for f in files: | |
| cls = f.name.split("__")[0].upper() | |
| text = f.read_text() | |
| title = re.search(r"### P1 — (.+)", text) | |
| cand = lib.get(f.stem.rsplit("__", 1)[-1], {}) | |
| prov = cand.get("provenance", "") | |
| eff = cand.get("measured_effect") | |
| prov_txt = prov + (f" · effect {eff:+.4f}" if eff is not None else "") | |
| cards.append( | |
| f"<details class=rubric data-cls='{cls}'>" | |
| f"<summary><span class=cls>{cls} · {html.escape(f.name.split('__')[1])}</span> " | |
| f"{html.escape(title.group(1) if title else f.name)}" | |
| f"<span class=prov>{prov_txt}</span></summary>" | |
| f"<div class=body>{md_to_html(text)}</div></details>") | |
| return ("<h2>Rubric library (conceptual / performance errors)</h2>" | |
| + "".join(buttons) + "\n" + "\n".join(cards)) | |
| def main() -> int: | |
| ap = argparse.ArgumentParser(description=__doc__) | |
| ap.add_argument("--out", default=str(HERE / "browser.html")) | |
| args = ap.parse_args() | |
| n = len(list((HERE / "out" / "conceptual").glob("*.md"))) | |
| page = f"""<!doctype html><html><head><meta charset=utf-8> | |
| <title>rubric_gen — conceptual rubric library</title><style>{CSS}</style> | |
| <script>{JS}</script></head><body> | |
| <header><h1>Conceptual rubric library & experiment metrics</h1> | |
| <div class=sub>{n} rubrics · split rubric-gen-full75-v1 (15 train / 60 eval) | |
| · generated {time.strftime('%F %T UTC', time.gmtime())} · regenerate with | |
| <code>python3 make_browser.py</code></div></header> | |
| <main>{metrics_section()}{rubric_section()}</main></body></html>""" | |
| Path(args.out).write_text(page) | |
| print(f"{n} rubrics + metrics -> {args.out}") | |
| return 0 | |
| if __name__ == "__main__": | |
| raise SystemExit(main()) | |