import json import os from langchain.memory import ConversationBufferMemory from langchain.memory.chat_message_histories import MongoDBChatMessageHistory from langchain.schema import _message_to_dict # Replace these with your mongodb connection string connection_string = os.environ["MONGODB_CONNECTION_STRING"] def test_memory_with_message_store() -> None: """Test the memory with a message store.""" # setup MongoDB as a message store message_history = MongoDBChatMessageHistory( connection_string=connection_string, session_id="test-session" ) memory = ConversationBufferMemory( memory_key="baz", chat_memory=message_history, return_messages=True ) # add some messages memory.chat_memory.add_ai_message("This is me, the AI") memory.chat_memory.add_user_message("This is me, the human") # get the message history from the memory store and turn it into a json messages = memory.chat_memory.messages messages_json = json.dumps([_message_to_dict(msg) for msg in messages]) assert "This is me, the AI" in messages_json assert "This is me, the human" in messages_json # remove the record from Azure Cosmos DB, so the next test run won't pick it up memory.chat_memory.clear() assert memory.chat_memory.messages == []