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t6_mem0/tests/llms/test_openai.py
2024-07-17 14:38:10 -07:00

81 lines
2.6 KiB
Python

import pytest
from unittest.mock import Mock, patch
from mem0.llms.openai import OpenAILLM
@pytest.fixture
def mock_openai_client():
with patch('mem0.llms.openai.OpenAI') as mock_openai:
mock_client = Mock()
mock_openai.return_value = mock_client
yield mock_client
def test_generate_response_without_tools(mock_openai_client):
llm = OpenAILLM()
messages = [
{"role": "system", "content": "You are a helpful assistant."},
{"role": "user", "content": "Hello, how are you?"}
]
mock_response = Mock()
mock_response.choices = [Mock(message=Mock(content="I'm doing well, thank you for asking!"))]
mock_openai_client.chat.completions.create.return_value = mock_response
response = llm.generate_response(messages)
mock_openai_client.chat.completions.create.assert_called_once_with(
model="gpt-4o",
messages=messages
)
assert response == "I'm doing well, thank you for asking!"
def test_generate_response_with_tools(mock_openai_client):
llm = OpenAILLM()
messages = [
{"role": "system", "content": "You are a helpful assistant."},
{"role": "user", "content": "Add a new memory: Today is a sunny day."}
]
tools = [
{
"type": "function",
"function": {
"name": "add_memory",
"description": "Add a memory",
"parameters": {
"type": "object",
"properties": {
"data": {"type": "string", "description": "Data to add to memory"}
},
"required": ["data"],
},
},
}
]
mock_response = Mock()
mock_message = Mock()
mock_message.content = "I've added the memory for you."
mock_tool_call = Mock()
mock_tool_call.function.name = "add_memory"
mock_tool_call.function.arguments = '{"data": "Today is a sunny day."}'
mock_message.tool_calls = [mock_tool_call]
mock_response.choices = [Mock(message=mock_message)]
mock_openai_client.chat.completions.create.return_value = mock_response
response = llm.generate_response(messages, tools=tools)
mock_openai_client.chat.completions.create.assert_called_once_with(
model="gpt-4o",
messages=messages,
tools=tools,
tool_choice="auto"
)
assert response["content"] == "I've added the memory for you."
assert len(response["tool_calls"]) == 1
assert response["tool_calls"][0]["name"] == "add_memory"
assert response["tool_calls"][0]["arguments"] == {'data': 'Today is a sunny day.'}