import os import logging try: import chromadb from chromadb.config import Settings CHROMADB_AVAILABLE = True except ImportError: CHROMADB_AVAILABLE = False logger = logging.getLogger("vector_memory") logger.setLevel(logging.INFO) def add_to_vector_memory(user_id, text, metadata=None): if not CHROMADB_AVAILABLE: logger.warning("ChromaDB not available. Skipping vector memory storage.") return # Placeholder: Implement vector memory logic here. logger.info(f"Storing vector memory for user: {user_id}") def get_relevant_context(user_id, query, top_k=3): if not CHROMADB_AVAILABLE: logger.warning("ChromaDB not available. Returning empty relevant context.") return "" # Placeholder: Implement search for relevant context. return "" def clear_vector_memory(user_id): if not CHROMADB_AVAILABLE: logger.warning("ChromaDB not available. Skipping vector memory clear.")