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Pipeline code snapshot (rubric_gen + gke) matching commit bee1bd2
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#!/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'>&bull; {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 "&mdash;"
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"&middot; {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 '&mdash;'}</td>"
f"<td>{fmt(m.get('recall'))}</td><td>{m.get('recall_ci95') or '&mdash;'}</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','&mdash;')}</td>"
f"<td class=good>{p.get('guided_better','&mdash;')}</td>"
f"<td class=bad>{p.get('revise_better','&mdash;')}</td>"
f"<td>{p.get('ties','&mdash;')}</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" &middot; effect {eff:+.4f}" if eff is not None else "")
cards.append(
f"<details class=rubric data-cls='{cls}'>"
f"<summary><span class=cls>{cls} &middot; {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 &amp; experiment metrics</h1>
<div class=sub>{n} rubrics &middot; split rubric-gen-full75-v1 (15 train / 60 eval)
&middot; generated {time.strftime('%F %T UTC', time.gmtime())} &middot; 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())