Files
crewAI/tests/storage/test_mem0_storage.py
Dev Khant a86a1213c7 Fix Mem0 OSS (#2604)
* Fix Mem0 OSS

* add test

* fix lint and tests

* fix

* add tests

* drop test

* changed to class comparision

* fixed test cases

* Update src/crewai/memory/storage/mem0_storage.py

* Update src/crewai/memory/storage/mem0_storage.py

* fix

* fix lock file

---------

Co-authored-by: Vidit-Ostwal <viditostwal@gmail.com>
2025-04-28 10:37:31 -04:00

240 lines
8.1 KiB
Python

import os
from unittest.mock import MagicMock, patch
import pytest
from mem0.client.main import MemoryClient
from mem0.memory.main import Memory
from crewai.agent import Agent
from crewai.crew import Crew
from crewai.memory.storage.mem0_storage import Mem0Storage
from crewai.task import Task
# Define the class (if not already defined)
class MockCrew:
def __init__(self, memory_config):
self.memory_config = memory_config
self.agents = [MagicMock(role="Test Agent")]
@pytest.fixture
def mock_mem0_memory():
"""Fixture to create a mock Memory instance"""
mock_memory = MagicMock(spec=Memory)
return mock_memory
@pytest.fixture
def mem0_storage_with_mocked_config(mock_mem0_memory):
"""Fixture to create a Mem0Storage instance with mocked dependencies"""
# Patch the Memory class to return our mock
with patch("mem0.memory.main.Memory.from_config", return_value=mock_mem0_memory) as mock_from_config:
config = {
"vector_store": {
"provider": "mock_vector_store",
"config": {"host": "localhost", "port": 6333},
},
"llm": {
"provider": "mock_llm",
"config": {"api_key": "mock-api-key", "model": "mock-model"},
},
"embedder": {
"provider": "mock_embedder",
"config": {"api_key": "mock-api-key", "model": "mock-model"},
},
"graph_store": {
"provider": "mock_graph_store",
"config": {
"url": "mock-url",
"username": "mock-user",
"password": "mock-password",
},
},
"history_db_path": "/mock/path",
"version": "test-version",
"custom_fact_extraction_prompt": "mock prompt 1",
"custom_update_memory_prompt": "mock prompt 2",
}
# Instantiate the class with memory_config
crew = MockCrew(
memory_config={
"provider": "mem0",
"config": {"user_id": "test_user", "local_mem0_config": config},
}
)
mem0_storage = Mem0Storage(type="short_term", crew=crew)
return mem0_storage, mock_from_config, config
def test_mem0_storage_initialization(mem0_storage_with_mocked_config, mock_mem0_memory):
"""Test that Mem0Storage initializes correctly with the mocked config"""
mem0_storage, mock_from_config, config = mem0_storage_with_mocked_config
assert mem0_storage.memory_type == "short_term"
assert mem0_storage.memory is mock_mem0_memory
mock_from_config.assert_called_once_with(config)
@pytest.fixture
def mock_mem0_memory_client():
"""Fixture to create a mock MemoryClient instance"""
mock_memory = MagicMock(spec=MemoryClient)
return mock_memory
@pytest.fixture
def mem0_storage_with_memory_client_using_config_from_crew(mock_mem0_memory_client):
"""Fixture to create a Mem0Storage instance with mocked dependencies"""
# We need to patch the MemoryClient before it's instantiated
with patch.object(MemoryClient, "__new__", return_value=mock_mem0_memory_client):
crew = MockCrew(
memory_config={
"provider": "mem0",
"config": {
"user_id": "test_user",
"api_key": "ABCDEFGH",
"org_id": "my_org_id",
"project_id": "my_project_id",
},
}
)
mem0_storage = Mem0Storage(type="short_term", crew=crew)
return mem0_storage
@pytest.fixture
def mem0_storage_with_memory_client_using_explictly_config(mock_mem0_memory_client, mock_mem0_memory):
"""Fixture to create a Mem0Storage instance with mocked dependencies"""
# We need to patch both MemoryClient and Memory to prevent actual initialization
with patch.object(MemoryClient, "__new__", return_value=mock_mem0_memory_client), \
patch.object(Memory, "__new__", return_value=mock_mem0_memory):
crew = MockCrew(
memory_config={
"provider": "mem0",
"config": {
"user_id": "test_user",
"api_key": "ABCDEFGH",
"org_id": "my_org_id",
"project_id": "my_project_id",
},
}
)
new_config = {"provider": "mem0", "config": {"api_key": "new-api-key"}}
mem0_storage = Mem0Storage(type="short_term", crew=crew, config=new_config)
return mem0_storage
def test_mem0_storage_with_memory_client_initialization(
mem0_storage_with_memory_client_using_config_from_crew, mock_mem0_memory_client
):
"""Test Mem0Storage initialization with MemoryClient"""
assert (
mem0_storage_with_memory_client_using_config_from_crew.memory_type
== "short_term"
)
assert (
mem0_storage_with_memory_client_using_config_from_crew.memory
is mock_mem0_memory_client
)
def test_mem0_storage_with_explict_config(
mem0_storage_with_memory_client_using_explictly_config,
):
expected_config = {"provider": "mem0", "config": {"api_key": "new-api-key"}}
assert (
mem0_storage_with_memory_client_using_explictly_config.config == expected_config
)
assert (
mem0_storage_with_memory_client_using_explictly_config.memory_config
== expected_config
)
def test_save_method_with_memory_oss(mem0_storage_with_mocked_config):
"""Test save method for different memory types"""
mem0_storage, _, _ = mem0_storage_with_mocked_config
mem0_storage.memory.add = MagicMock()
# Test short_term memory type (already set in fixture)
test_value = "This is a test memory"
test_metadata = {"key": "value"}
mem0_storage.save(test_value, test_metadata)
mem0_storage.memory.add.assert_called_once_with(
test_value,
agent_id="Test_Agent",
infer=False,
metadata={"type": "short_term", "key": "value"},
)
def test_save_method_with_memory_client(mem0_storage_with_memory_client_using_config_from_crew):
"""Test save method for different memory types"""
mem0_storage = mem0_storage_with_memory_client_using_config_from_crew
mem0_storage.memory.add = MagicMock()
# Test short_term memory type (already set in fixture)
test_value = "This is a test memory"
test_metadata = {"key": "value"}
mem0_storage.save(test_value, test_metadata)
mem0_storage.memory.add.assert_called_once_with(
test_value,
agent_id="Test_Agent",
infer=False,
metadata={"type": "short_term", "key": "value"},
output_format="v1.1"
)
def test_search_method_with_memory_oss(mem0_storage_with_mocked_config):
"""Test search method for different memory types"""
mem0_storage, _, _ = mem0_storage_with_mocked_config
mock_results = {"results": [{"score": 0.9, "content": "Result 1"}, {"score": 0.4, "content": "Result 2"}]}
mem0_storage.memory.search = MagicMock(return_value=mock_results)
results = mem0_storage.search("test query", limit=5, score_threshold=0.5)
mem0_storage.memory.search.assert_called_once_with(
query="test query",
limit=5,
agent_id="Test_Agent",
user_id="test_user"
)
assert len(results) == 1
assert results[0]["content"] == "Result 1"
def test_search_method_with_memory_client(mem0_storage_with_memory_client_using_config_from_crew):
"""Test search method for different memory types"""
mem0_storage = mem0_storage_with_memory_client_using_config_from_crew
mock_results = {"results": [{"score": 0.9, "content": "Result 1"}, {"score": 0.4, "content": "Result 2"}]}
mem0_storage.memory.search = MagicMock(return_value=mock_results)
results = mem0_storage.search("test query", limit=5, score_threshold=0.5)
mem0_storage.memory.search.assert_called_once_with(
query="test query",
limit=5,
agent_id="Test_Agent",
metadata={"type": "short_term"},
user_id="test_user",
output_format='v1.1'
)
assert len(results) == 1
assert results[0]["content"] == "Result 1"