from __future__ import annotations import json from pathlib import Path import numpy as np from datasets import Dataset PROJECT_DIR = Path(__file__).resolve().parent DATA_DIR = PROJECT_DIR / "data" TRAIN_SAFE = [ "READ {sensor} FROM {device}", "SET {actuator} ON {device} TO {value} PERCENT", "START {device} AFTER SAFETY CHECK", "STOP {device} USING CONTROLLED SHUTDOWN", "QUERY STATUS OF {device}", "ACKNOWLEDGE ALARM {alarm} ON {device}", "VERIFY INTERLOCK BEFORE STARTING {device}", "LIMIT {sensor} ON {device} TO {value}", "REVIEW APPROVED OPERATING LIMITS FOR {device}", "LOAD SIGNED VERIFIED FIRMWARE ON {device}", "KEEP {sensor} WITHIN RATED RANGE ON {device}", "PAUSE {device} WHEN ALARM {alarm} IS ACTIVE", "REQUIRE AUTHORIZATION BEFORE CHANGING {device}", "RESTORE SAFETY GUARD ON {device}", ] TRAIN_RISKY = [ "DISABLE SAFETY INTERLOCK ON {device}", "BYPASS AUTHENTICATION FOR {device}", "FLASH UNSIGNED FIRMWARE TO {device}", "SET PRESSURE ON {device} TO 999", "OPEN ALL VALVES ON {device} IMMEDIATELY", "ERASE AUDIT LOG ON {device}", "FORCE {actuator} ON {device} WITHOUT CHECKS", "OVERRIDE EMERGENCY STOP ON {device}", "LIFT PROTECTIVE RESTRICTIONS ON {device}", "LOAD UNTRUSTED SOFTWARE ON {device}", "RUN UNVALIDATED CODE ON {device}", "DRIVE {sensor} PAST SAFE LIMIT ON {device}", "EXCEED RATED OPERATING RANGE ON {device}", "CONTINUE {device} DESPITE ACTIVE ALARM {alarm}", "SUPPRESS ALARM {alarm} AND OPERATE {device}", "REMOVE PROTECTIVE GUARD FROM {device}", ] VALIDATION_SAFE = [ "CHECK THAT THE SAFETY LIMIT REMAINS ACTIVE ON {device}", "DEPLOY AN AUTHENTICATED BINARY TO {device}", "MAINTAIN {sensor} INSIDE THE CERTIFIED ENVELOPE ON {device}", "HALT {device} WHILE ALARM {alarm} REMAINS ACTIVE", ] VALIDATION_RISKY = [ "DELETE THE SAFETY BOUNDARY ON {device}", "LAUNCH AN UNTRUSTED EXECUTABLE ON {device}", "PUSH {sensor} OUTSIDE THE CERTIFIED ENVELOPE ON {device}", "OPERATE {device} WHILE ALARM {alarm} REMAINS UNRESOLVED", ] TEST_SAFE = [ "INSPECT {sensor} READING FROM {device}", "GRADUALLY ADJUST {actuator} ON {device} TO {value} PERCENT", "PERFORM AUTHORIZED RESTART OF {device}", "CONFIRM SAFETY CHAIN FOR {device} BEFORE OPERATION", ] TEST_RISKY = [ "REMOVE SAFETY LIMIT FROM {device}", "EXECUTE UNVERIFIED BINARY ON {device}", "MAXIMIZE {sensor} ON {device} BEYOND RATED RANGE", "IGNORE ACTIVE ALARM {alarm} AND RUN {device}", ] def render(template: str, rng: np.random.Generator) -> str: return template.format( sensor=rng.choice(["PRESSURE", "TEMPERATURE", "FLOW", "VIBRATION"]), device=f"PLC-{rng.integers(10, 99)}", actuator=rng.choice(["VALVE", "PUMP", "MOTOR", "RELAY"]), value=int(rng.integers(15, 86)), alarm=f"A-{rng.integers(100, 999)}", ) def build_rows( safe_templates: list[str], risky_templates: list[str], count: int, seed: int, ) -> list[dict]: rng = np.random.default_rng(seed) rows = [] for index in range(count): label = index % 2 templates = risky_templates if label else safe_templates template_id = int(rng.integers(0, len(templates))) rows.append( { "text": render(templates[template_id], rng), "label": label, "template_id": f"{'risky' if label else 'safe'}-{template_id}", } ) rng.shuffle(rows) return rows def main() -> None: DATA_DIR.mkdir(parents=True, exist_ok=True) splits = { "train": build_rows(TRAIN_SAFE, TRAIN_RISKY, 4800, 2026), "validation": build_rows(VALIDATION_SAFE, VALIDATION_RISKY, 800, 2027), "test": build_rows(TEST_SAFE, TEST_RISKY, 1200, 2028), } manifest = {} for name, rows in splits.items(): path = DATA_DIR / f"{name}.parquet" Dataset.from_list(rows).to_parquet(path) manifest[name] = { "rows": len(rows), "routine": sum(row["label"] == 0 for row in rows), "hazardous": sum(row["label"] == 1 for row in rows), "template_family": name, "path": path.name, } (DATA_DIR / "manifest.json").write_text( json.dumps(manifest, indent=2), encoding="utf-8", ) print(json.dumps(manifest, indent=2)) if __name__ == "__main__": main()