2023-05-08 15:34:05 +00:00
|
|
|
import json
|
|
|
|
import os
|
|
|
|
|
|
|
|
from langchain.memory import ConversationBufferMemory
|
|
|
|
from langchain.memory.chat_message_histories import MongoDBChatMessageHistory
|
2023-07-01 17:39:19 +00:00
|
|
|
from langchain.schema.messages import _message_to_dict
|
2023-05-08 15:34:05 +00:00
|
|
|
|
|
|
|
# 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 == []
|