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add eval/run_minif2f.py

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  1. eval/run_minif2f.py +75 -0
eval/run_minif2f.py ADDED
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+ #!/usr/bin/env python3
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+ import json
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+ import os
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+ import re
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+ import subprocess
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+ import tempfile
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+ from pathlib import Path
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+
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+ import requests
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+ from tqdm import tqdm
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+
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+
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+ ROOT = Path(__file__).resolve().parent.parent
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+ LEAN_DIR = ROOT / "lean4"
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+ SERVER = os.getenv("LEAN_LLM_SERVER", "http://localhost:8000/v1/completions")
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+
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+
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+ def lean_statements() -> list[str]:
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+ content = (LEAN_DIR / "MiniF2F.lean").read_text(encoding="utf-8")
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+ matches = re.findall(r"theorem\s+.*?:=\s+by\s+sorry", content, flags=re.DOTALL)
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+ return [m.strip() for m in matches]
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+
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+
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+ def call_llm(stmt: str) -> list[dict]:
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+ response = requests.post(
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+ SERVER,
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+ json={"prompt": stmt, "temperature": 0.0, "stop": ["<|user|>"]},
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+ timeout=120,
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+ )
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+ response.raise_for_status()
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+ text = response.json()["choices"][0]["text"].strip()
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+ return json.loads(text) if text else []
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+
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+
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+ def verify_with_lean(steps: list[dict]) -> bool:
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+ with tempfile.NamedTemporaryFile(mode="w", suffix=".lean", dir=LEAN_DIR, delete=False, encoding="utf-8") as f:
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+ f.write("import MiniF2F\n\n")
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+ f.write("namespace Scratch\n\n")
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+ for s in steps:
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+ name = s.get("name", "h_main")
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+ statement = s.get("statement", "True")
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+ tactic = s.get("tactic", "sorry")
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+ f.write(f"theorem {name} : {statement} := by\n {tactic}\n\n")
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+ f.write("end Scratch\n")
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+ tmp = Path(f.name)
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+ try:
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+ result = subprocess.run(
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+ ["lake", "env", "lean", str(tmp.name)],
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+ cwd=LEAN_DIR,
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+ capture_output=True,
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+ text=True,
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+ timeout=60,
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+ )
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+ return result.returncode == 0
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+ finally:
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+ if tmp.exists():
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+ tmp.unlink()
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+
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+
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+ def main() -> None:
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+ stmts = lean_statements()
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+ print(f"testing {len(stmts)} theorems")
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+ passed = 0
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+ for stmt in tqdm(stmts):
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+ try:
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+ steps = call_llm(stmt)
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+ if verify_with_lean(steps):
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+ passed += 1
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+ except Exception as exc:
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+ print(f"error: {exc}")
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+ print(f"passed: {passed}/{len(stmts)}")
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+
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+
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+ if __name__ == "__main__":
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+ main()