"""Verify ChromaDB RAG is populated and queryable.""" import os import sys CHROMA_PATH = os.getenv("CHROMA_PERSIST_DIR", "./data/chroma_db") COLLECTION_NAME = os.getenv("CHROMA_COLLECTION_NAME", "safevixai_rag") def verify_rag(): try: import chromadb except ImportError: print("FAIL: chromadb not installed") sys.exit(1) client = chromadb.PersistentClient(path=CHROMA_PATH) try: col = client.get_collection(COLLECTION_NAME) except Exception as e: print(f"FAIL: Collection '{COLLECTION_NAME}' not found: {e}") sys.exit(1) count = col.count() print(f"Documents in ChromaDB: {count}") if count == 0: print("FAIL: ChromaDB is empty") sys.exit(1) results = col.query(query_texts=["road accident first aid"], n_results=1) if results.get("documents") and results["documents"][0]: doc = results["documents"][0][0] dist = results["distances"][0][0] if results.get("distances") else "N/A" print(f"Sample document: {doc[:100]}...") print(f"Distance: {dist}") else: print("WARNING: Query returned no results") print(f"PASS: RAG is healthy ({count} documents)") return True if __name__ == "__main__": verify_rag()