#!/usr/bin/env python3 """Build SecureCodePairs v1.2.0 JSONL splits from curated records. - Injects cvss_vector for every code record (derived from severity + flags). - Splits code records into train / validation / test / benchmark (fixed seed). - Writes LLM security trajectories to a separate file (trajectories.jsonl). - benchmark split is a curated, balanced subset for leaderboard-style eval. """ import json import os import random from data import RECORDS, TRAJECTORIES from cvss import compute_cvss ROOT = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) DATASET_DIR = os.path.join(ROOT, "data") SEED = 42 VERSION = "1.2.0" VALID_LANGS = { "Python", "Java", "JavaScript", "TypeScript", "Go", "PHP", "C#", "Kotlin", "Swift", "Rust", "Ruby", "C", "C++", "Scala", "YAML", } REQUIRED_FIELDS = [ "id", "language", "framework", "title", "description", "owasp", "owasp_api", "owasp_llm", "cwe", "mitre_attack", "severity", "difficulty", "vulnerable_code", "secure_code", "patch", "root_cause", "attack", "impact", "fix", "guideline", "tags", "metadata", "cvss_vector", ] def validate_records(): errs = [] ids = set() for r in RECORDS: rid = r.get("id") if rid in ids: errs.append(f"duplicate id {rid}") ids.add(rid) for f in REQUIRED_FIELDS: v = r.get(f) if f in ("owasp_api", "owasp_llm"): if v and not (str(v).startswith("API") or str(v).startswith("LLM")): errs.append(f"{rid}: odd {f}: {v}") continue if v is None or (isinstance(v, str) and not v.strip()): errs.append(f"{rid}: missing/empty {f}") if r.get("language") not in VALID_LANGS: errs.append(f"{rid}: invalid language {r.get('language')}") if not isinstance(r.get("tags"), list) or not r.get("tags"): errs.append(f"{rid}: tags must be non-empty list") if not isinstance(r.get("metadata"), dict): errs.append(f"{rid}: metadata must be dict") if not str(r.get("cwe", "")).startswith("CWE-"): errs.append(f"{rid}: bad cwe {r.get('cwe')}") if not str(r.get("cvss_vector", "")).startswith("CVSS:"): errs.append(f"{rid}: bad cvss_vector {r.get('cvss_vector')}") return errs def main(): # Inject cvss_vector for code records for r in RECORDS: if "cvss_vector" not in r or not str(r["cvss_vector"]).startswith("CVSS:"): r["cvss_vector"] = compute_cvss(r) errs = validate_records() if errs: print("VALIDATION FAILED:") for e in errs[:40]: print(" -", e) raise SystemExit(1) print(f"Validated {len(RECORDS)} code records OK (cvss_vector injected).") rng = random.Random(SEED) items = list(RECORDS) rng.shuffle(items) n = len(items) n_test = max(1, round(n * 0.12)) n_val = max(1, round(n * 0.12)) n_bench = max(1, round(n * 0.10)) test = items[:n_test] val = items[n_test:n_test + n_val] bench = items[n_test + n_val:n_test + n_val + n_bench] train = items[n_test + n_val + n_bench:] os.makedirs(DATASET_DIR, exist_ok=True) for name, split in (("train", train), ("validation", val), ("test", test), ("benchmark", bench)): path = os.path.join(DATASET_DIR, f"{name}.jsonl") with open(path, "w", encoding="utf-8") as f: for rec in split: f.write(json.dumps(rec, ensure_ascii=False) + "\n") print(f"Wrote {len(split)} records -> {path}") # Trajectories (separate collection, outside dataset/ so the viewer # auto-detects code splits cleanly without schema mismatch) traj_dir = os.path.join(ROOT, "trajectories") os.makedirs(traj_dir, exist_ok=True) traj_path = os.path.join(traj_dir, "trajectories.jsonl") with open(traj_path, "w", encoding="utf-8") as f: for t in TRAJECTORIES: f.write(json.dumps(t, ensure_ascii=False) + "\n") print(f"Wrote {len(TRAJECTORIES)} trajectories -> {traj_path}") manifest = { "version": VERSION, "total_code_records": n, "total_trajectories": len(TRAJECTORIES), "splits": {"train": len(train), "validation": len(val), "test": len(test), "benchmark": len(bench)}, "seed": SEED, "languages": sorted(VALID_LANGS), } with open(os.path.join(ROOT, "manifest.json"), "w", encoding="utf-8") as f: json.dump(manifest, f, indent=2) print("Done.") if __name__ == "__main__": main()