source/tools/build_corpus.py

#!/usr/bin/env python3
"""Build and validate the agentic corpus from on-disk task sources.

Layout -- one substantial base repository carries many tasks:

    <lang>/<repo>/repo/                the base tree, in its CORRECT state
    <lang>/<repo>/tasks/<id>/task.json metadata + instruction
    <lang>/<repo>/tasks/<id>/break/    overlay that injects the defect
    <lang>/<repo>/tasks/<id>/tests/    hidden tests, never in the agent's tree
    <lang>/<repo>/tasks/<id>/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())