#!/usr/bin/env python3 """Validate JL-AgentBehavior-10K without third-party dependencies.""" from __future__ import annotations import argparse import hashlib import json from collections import Counter from pathlib import Path from typing import Any, Iterable EXPECTED_SPLITS = {"train": 9000, "validation": 500, "test": 500} EXPECTED_RECORD_TYPES = {"trajectory": 7000, "preference": 2000, "repair": 1000} EXPECTED_BEHAVIORS = { "repository_grounding": 1500, "planning_decomposition": 1200, "tool_selection_execution": 1500, "bounded_code_editing": 2000, "test_verification": 1200, "failure_diagnosis_repair": 1200, "code_review_security": 800, "permission_scope_safety": 400, "final_reporting": 200, } EXPECTED_LANGUAGES = { "python": 2500, "typescript": 2500, "php": 1500, "java": 1500, "go": 1000, "rust": 400, "csharp": 300, "cpp": 300, } REQUIRED = { "id", "version", "split", "record_type", "primary_behavior", "secondary_behaviors", "language", "ecosystem", "task_type", "difficulty", "task", "environment", "behavioral_labels", "provenance", "quality", "supervision", "fingerprint", } def canonical_json(value: Any) -> str: return json.dumps(value, ensure_ascii=False, sort_keys=True, separators=(",", ":")) def expected_fingerprint(record: dict[str, Any]) -> str: clean = dict(record) clean.pop("fingerprint", None) return hashlib.sha256(canonical_json(clean).encode("utf-8")).hexdigest() def read_records(root: Path) -> Iterable[tuple[str, int, dict[str, Any]]]: for split in EXPECTED_SPLITS: path = root / "data" / f"{split}.jsonl" with path.open("r", encoding="utf-8") as handle: for line_number, line in enumerate(handle, 1): if line.strip(): yield split, line_number, json.loads(line) def validate(root: Path) -> dict[str, Any]: errors: list[str] = [] records: list[dict[str, Any]] = [] ids: set[str] = set() fingerprints: set[str] = set() instructions: set[str] = set() split_repositories: dict[str, set[str]] = {split: set() for split in EXPECTED_SPLITS} for file_split, line_number, record in read_records(root): location = f"data/{file_split}.jsonl:{line_number}" records.append(record) missing = REQUIRED - record.keys() if missing: errors.append(f"{location}: missing fields {sorted(missing)}") continue if record["split"] != file_split: errors.append(f"{location}: split field does not match file") if record["id"] in ids: errors.append(f"{location}: duplicate id {record['id']}") ids.add(record["id"]) if record["fingerprint"] in fingerprints: errors.append(f"{location}: duplicate fingerprint {record['fingerprint']}") fingerprints.add(record["fingerprint"]) instruction = record["task"].get("instruction") if instruction in instructions: errors.append(f"{location}: duplicate task instruction") instructions.add(instruction) if record["fingerprint"] != expected_fingerprint(record): errors.append(f"{location}: fingerprint mismatch") if record["provenance"].get("execution_verified") is not False: errors.append(f"{location}: v1 synthetic record must not claim execution verification") if record["quality"].get("quality_tier") != "silver_structural": errors.append(f"{location}: unexpected quality tier") repo = record["environment"].get("repository_id") if not repo: errors.append(f"{location}: missing repository_id") else: split_repositories[file_split].add(repo) counters = { "split": Counter(record["split"] for record in records), "record_type": Counter(record["record_type"] for record in records), "primary_behavior": Counter(record["primary_behavior"] for record in records), "language": Counter(record["language"] for record in records), } expected = { "split": Counter(EXPECTED_SPLITS), "record_type": Counter(EXPECTED_RECORD_TYPES), "primary_behavior": Counter(EXPECTED_BEHAVIORS), "language": Counter(EXPECTED_LANGUAGES), } for name in counters: if counters[name] != expected[name]: errors.append(f"{name} distribution mismatch: {dict(counters[name])}") split_names = list(EXPECTED_SPLITS) for i, left in enumerate(split_names): for right in split_names[i + 1:]: overlap = split_repositories[left] & split_repositories[right] if overlap: errors.append(f"repository leakage between {left} and {right}: {sorted(overlap)[:5]}") return { "dataset": "JL-AgentBehavior-10K", "version": "1.0.0", "status": "passed" if not errors else "failed", "records_checked": len(records), "unique_ids": len(ids), "unique_fingerprints": len(fingerprints), "unique_instructions": len(instructions), "repository_family_overlap": False if not any("repository leakage" in e for e in errors) else True, "execution_verified_records": sum(r["provenance"]["execution_verified"] for r in records), "errors": errors, "counts": {name: dict(sorted(counter.items())) for name, counter in counters.items()}, } def main() -> None: parser = argparse.ArgumentParser() parser.add_argument("--root", type=Path, default=Path(__file__).resolve().parents[1]) parser.add_argument("--report", type=Path) args = parser.parse_args() report = validate(args.root.resolve()) rendered = json.dumps(report, indent=2, ensure_ascii=False) + "\n" if args.report: args.report.write_text(rendered, encoding="utf-8") print(rendered, end="") raise SystemExit(0 if report["status"] == "passed" else 1) if __name__ == "__main__": main()