Add Litellm support (#1493)

This commit is contained in:
Dev Khant
2024-07-18 12:19:48 +05:30
committed by GitHub
parent fb5a3bfd95
commit c411dc294e
6 changed files with 899 additions and 3 deletions

View File

@@ -0,0 +1,90 @@
import pytest
from unittest.mock import Mock, patch
from mem0.llms import litellm
@pytest.fixture
def mock_litellm():
with patch('mem0.llms.litellm.litellm') as mock_litellm:
yield mock_litellm
def test_generate_response_with_unsupported_model(mock_litellm):
llm = litellm.LiteLLM(model="unsupported-model")
messages = [{"role": "user", "content": "Hello"}]
mock_litellm.supports_function_calling.return_value = False
with pytest.raises(ValueError, match="Model 'unsupported-model' in litellm does not support function calling."):
llm.generate_response(messages)
def test_generate_response_without_tools(mock_litellm):
llm = litellm.LiteLLM()
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_litellm.completion.return_value = mock_response
mock_litellm.supports_function_calling.return_value = True
response = llm.generate_response(messages)
mock_litellm.completion.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_litellm):
llm = litellm.LiteLLM()
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_litellm.completion.return_value = mock_response
mock_litellm.supports_function_calling.return_value = True
response = llm.generate_response(messages, tools=tools)
mock_litellm.completion.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.'}