#!/usr/bin/env python3 from __future__ import annotations import json import os import sys from typing import Any, Dict import requests QDRANT_URL = os.environ.get("QDRANT_URL", "http://localhost:17000") COLLECTION = os.environ.get("QDRANT_COLLECTION", "elizabeth_embeddings") VECTOR_SIZE = int(os.environ.get("QDRANT_VECTOR_SIZE", "1536")) DISTANCE = os.environ.get("QDRANT_DISTANCE", "Cosine") def ensure_collection() -> Dict[str, Any]: r = requests.get(f"{QDRANT_URL}/collections/{COLLECTION}", timeout=5) if r.status_code == 200: return {"status": "exists"} payload = { "vectors": {"size": VECTOR_SIZE, "distance": DISTANCE}, "hnsw_config": {"m": 64, "ef_construct": 128, "full_scan_threshold": 10000}, "optimizers_config": {"default_segment_number": 2}, } r = requests.put(f"{QDRANT_URL}/collections/{COLLECTION}", json=payload, timeout=30) return {"status": "created", "code": r.status_code, "body": r.text} def main() -> None: try: res = ensure_collection() print(json.dumps(res)) except Exception as e: print(json.dumps({"error": str(e)})) sys.exit(1) if __name__ == "__main__": main()