#!/usr/bin/env python3 """Build and validate the agentic corpus from on-disk task sources. Layout -- one substantial base repository carries many tasks: //repo/ the base tree, in its CORRECT state //tasks//task.json metadata + instruction //tasks//break/ overlay that injects the defect //tasks//tests/ hidden tests, never in the agent's tree //tasks//gold/ optional; defaults to the base tree The agent starts from base+break. The reference fix is the base itself, so a task cannot ship with a "solution" that does not work. For add-a-feature tasks the break overlay simply removes the implementation. fail_to_pass / pass_to_pass are derived by running the tests twice, never hand-written. That catches both ways a task can be quietly worthless: a defect no test exercises, and a reference fix that does not itself pass. """ import argparse, json, shutil, sys, tempfile from pathlib import Path EVAL = Path(__file__).resolve().parents[2] / "examples" / "llama-eval" sys.path.insert(0, str(EVAL)) from eval_sandbox import Sandbox # noqa: E402 from agentic_eval import LANGS, Runner, AgenticTask, materialise # noqa: E402 def read_tree(root: Path) -> dict: if not root.is_dir(): return {} return {str(p.relative_to(root)): p.read_text() for p in sorted(root.rglob("*")) if p.is_file() and "__pycache__" not in p.parts} def load_tasks(corpus: Path): """Yield one record per task directory found under the corpus root.""" for repo_dir in sorted(p.parent for p in corpus.rglob("repo/.")): base = read_tree(repo_dir / "repo") if not base: continue for task_dir in sorted((repo_dir / "tasks").glob("*")): if not (task_dir / "task.json").is_file(): continue meta = json.loads((task_dir / "task.json").read_text()) break_overlay = read_tree(task_dir / "break") gold_overlay = read_tree(task_dir / "gold") # The task's tests/ directory *is* the tests root, so it keeps that # prefix in the graded tree. Without it the files land beside the # source and discovery has no start directory to look in. The # package marker is added here rather than committed, so authoring # a task never means remembering an empty file. tests = {f"tests/{rel}": body for rel, body in read_tree(task_dir / "tests").items()} if tests: tests.setdefault("tests/__init__.py", "") problems = [] if not break_overlay: problems.append("break/ is empty -- nothing is defective") if not tests: problems.append("tests/ is empty") for rel in break_overlay: if rel not in base and not meta.get("allow_new_files"): problems.append(f"break/ adds {rel!r}, which is not in the base repo") yield { "task_id": meta.get("task_id", f"{repo_dir.name}-{task_dir.name}"), "repo": repo_dir.name, "lang": meta["lang"], "category": meta["category"], "difficulty": int(meta.get("difficulty", 3)), "instruction": meta["instruction"].strip(), "files": {**base, **break_overlay}, "gold": {**base, **gold_overlay}, "tests": tests, }, problems def sandbox_for(lang_name: str) -> Sandbox: lang = LANGS[lang_name] sbx = Sandbox(name=f"agentic-{lang_name}", packages=list(lang.packages), provision=list(lang.provision), address_space_limit=lang.address_space_limit) sbx.ensure(quiet=True) return sbx def validate(rec: dict, runner: Runner, workroot: Path): task = AgenticTask.from_record({**rec, "fail_to_pass": [], "pass_to_pass": []}) problems = [] def run(files, label): dest = workroot / f"{task.task_id}-{label}" shutil.rmtree(dest, ignore_errors=True) materialise(files, dest) materialise(task.tests, dest) return runner.test(dest).get("tests", {}) base = run(task.files, "base") gold = run(rec["gold"], "gold") if not gold: return ({**rec, "fail_to_pass": [], "pass_to_pass": [], "n_tests": 0}, ["reference tree produced no test results at all"]) gold_fail = sorted(t for t, v in gold.items() if v != "pass") if gold_fail: problems.append(f"reference fix fails {len(gold_fail)} test(s): {gold_fail[:4]}") f2p = sorted(t for t, v in gold.items() if v == "pass" and base.get(t) != "pass") p2p = sorted(t for t, v in gold.items() if v == "pass" and base.get(t) == "pass") if not f2p: problems.append("no test separates the broken tree from the fix -- " "the defect is not exercised") # Regression guards matter because without them, deleting the offending code # scores the same as repairing it. The exception is a defect that stops the # package importing at all: then nothing passes beforehand, so there is # genuinely nothing to preserve, and the fail_to_pass tests carry the whole # behavioural check themselves. baseline_passes = sum(1 for v in base.values() if v == "pass") if not p2p and baseline_passes: problems.append("no pass_to_pass tests -- deleting the feature would score " "the same as fixing it") elif not p2p: print(" note: nothing passes at baseline (total breakage), so this " "task has no regression guards") rec = {**rec, "fail_to_pass": f2p, "pass_to_pass": p2p, "n_tests": len(gold)} return rec, problems def main(): ap = argparse.ArgumentParser() ap.add_argument("--corpus", default=str(Path(__file__).parent / "corpus")) ap.add_argument("--out", default=str(Path(__file__).parent / "agentic-corpus.jsonl")) ap.add_argument("--only", default=None) args = ap.parse_args() runners, records, failed = {}, [], [] workroot = Path(tempfile.mkdtemp(prefix="corpus-build-")) try: for rec, load_problems in load_tasks(Path(args.corpus)): if args.only and args.only not in rec["task_id"]: continue if load_problems: failed.append((rec["task_id"], "; ".join(load_problems))) print(f" BAD {rec['task_id']}") for p in load_problems: print(f" ! {p}") continue lang = rec["lang"] if lang not in runners: runners[lang] = Runner(sandbox_for(lang), LANGS[lang]) rec, problems = validate(rec, runners[lang], workroot) print(f" {'OK ' if not problems else 'BAD'} {rec['task_id']:<30} " f"{rec['lang']:<11}{rec['category']:<8}d{rec['difficulty']} " f"f2p={len(rec['fail_to_pass']):<3} p2p={len(rec['pass_to_pass']):<3} " f"({rec.get('n_tests', 0)} tests)") for p in problems: print(f" ! {p}") if problems: failed.append((rec["task_id"], "; ".join(problems))) else: records.append(rec) finally: shutil.rmtree(workroot, ignore_errors=True) out = Path(args.out) out.parent.mkdir(parents=True, exist_ok=True) with out.open("w") as fh: for rec in records: fh.write(json.dumps(rec) + "\n") print(f"\n{len(records)} valid task(s) -> {out}") if failed: print(f"{len(failed)} rejected") return 1 return 0 if __name__ == "__main__": sys.exit(main())