| """Check a ForensicBench submission file before uploading it. |
| |
| Usage: |
| python tools/validate_submission.py my_flags.csv --data-dir data |
| |
| Expected columns: sector, document_id, scheme_type, plus replicate for the multi run format |
| (`rationale` is optional). Sectors: energy, healthcare, luxurygoods, manufacturing, transport. |
| Scheme types: fictitious_ap_disbursements, revenue_manipulation, vendor_collusion, |
| shadow_payroll, inventory_manipulation. |
| """ |
| import argparse, sys |
| import pandas as pd |
|
|
| SECTORS = ["energy", "healthcare", "luxurygoods", "manufacturing", "transport"] |
| TYPES = {"fictitious_ap_disbursements", "revenue_manipulation", "vendor_collusion", "shadow_payroll", "inventory_manipulation", "unknown"} |
|
|
| def main(): |
| ap = argparse.ArgumentParser() |
| ap.add_argument("file") |
| ap.add_argument("--data-dir", default="data") |
| a = ap.parse_args() |
| df = pd.read_csv(a.file, dtype=str) if a.file.endswith(".csv") else pd.read_json(a.file, lines=True, dtype=str) |
| errors = [] |
| for c in ["sector", "document_id", "scheme_type"]: |
| if c not in df.columns: |
| errors.append(f"missing column: {c}") |
| if errors: |
| print("\n".join(errors)); sys.exit(1) |
| bad = set(df["sector"]) - set(SECTORS) |
| if bad: errors.append(f"unknown sectors: {sorted(bad)}") |
| bad = set(df["scheme_type"]) - TYPES |
| if bad: errors.append(f"unknown scheme types: {sorted(bad)}") |
| for s in sorted(set(df["sector"]) & set(SECTORS)): |
| ids = set(pd.read_parquet(f"{a.data_dir}/{s}/je_header.parquet", columns=["document_id"])["document_id"].str.lower()) |
| sub = df[df["sector"] == s]["document_id"].str.lower() |
| unknown = set(sub) - ids |
| if unknown: |
| print(f"warning: {s}: {len(unknown)} document_id values are not in the ledger (they count as false positives)") |
| if len(set(df["sector"]) & set(SECTORS)) < 5: |
| errors.append("a submission must cover all 5 sectors") |
| if "replicate" in df.columns: |
| reps = df.groupby("sector")["replicate"].nunique().to_dict() |
| print("replicates per sector:", reps) |
| if any(v < 5 for v in reps.values()): |
| print("note: the full protocol uses 5 replicates per sector (25 runs)") |
| else: |
| print("single run format (no replicate column)") |
| if errors: |
| print("\n".join(errors)); sys.exit(1) |
| print("OK") |
|
|
| if __name__ == "__main__": |
| main() |
|
|
