#!/usr/bin/env python3 import json import logging from pathlib import Path # --------------------------------------------------------------------------- # Config # --------------------------------------------------------------------------- ROOT = Path(__file__).parent.parent.parent SOURCE_DIR = ROOT / "source" / "motors" / "detail" OUTPUT_FILE = ROOT / "data" / "motors.jsonl" PREFIX = "motor" logging.basicConfig(level=logging.INFO, format="%(message)s") log = logging.getLogger(__name__) # --------------------------------------------------------------------------- # Mapper # --------------------------------------------------------------------------- def transform_motor(data: dict) -> dict: """Flatten motor JSON into a ChromaDB-ready format.""" chroma_id = f"{PREFIX}:{int(data['id']):06d}" # Build searchable document text parts = [] title = data.get('title') or data.get('designation') mfr = data.get('manufacturer') summary = f"Rocket Motor: {title}" if mfr: summary += f" manufactured by {mfr}" summary += "." parts.append(summary) perf = data.get("performance", {}) phys = data.get("physical", {}) stats = [] if data.get("letter"): stats.append(f"Class: {data['letter']}") if perf.get("total_impulse_ns"): stats.append(f"Total Impulse: {perf['total_impulse_ns']} Ns") if perf.get("average_thrust_n"): stats.append(f"Average Thrust: {perf['average_thrust_n']} N") if phys.get("diameter_mm"): stats.append(f"Diameter: {phys['diameter_mm']} mm") if stats: parts.append("Performance: " + ", ".join(stats) + ".") if data.get("description"): parts.append(f"Description: {data['description']}") document = " ".join(parts) # Flatten metadata metadata = { "id": data["id"], "designation": data.get("designation"), "manufacturer": mfr, "letter": data.get("letter"), "diameter_mm": phys.get("diameter_mm"), "total_impulse_ns": perf.get("total_impulse_ns"), "average_thrust_n": perf.get("average_thrust_n"), "url": data.get("url") } metadata = {k: v for k, v in metadata.items() if v is not None} return { "id": chroma_id, "document": document, "metadata": metadata } # --------------------------------------------------------------------------- # Main # --------------------------------------------------------------------------- def main(): if not SOURCE_DIR.exists(): log.error(f"Source directory {SOURCE_DIR} not found.") return OUTPUT_FILE.parent.mkdir(parents=True, exist_ok=True) count = 0 with OUTPUT_FILE.open("w", encoding="utf-8") as out: for shard_dir in sorted(SOURCE_DIR.iterdir()): if not shard_dir.is_dir(): continue for file_path in sorted(shard_dir.glob("*.json")): try: with file_path.open("r", encoding="utf-8") as f: raw_data = json.load(f) processed = transform_motor(raw_data) out.write(json.dumps(processed, ensure_ascii=False) + "\n") count += 1 except Exception as e: log.error(f"Error processing {file_path}: {e}") log.info(f"Successfully built {count} records in {OUTPUT_FILE}") if __name__ == "__main__": main()