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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 == [] | |