mirror of
https://github.com/crewAIInc/crewAI.git
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30541239ad
* Changed v1.1 -> v2 * Fixed Test Cases: * Fixed linting issues * Changed docs * Refractored the storage * Fixed test cases * Fixing run-time checks * Fixed Test Case * Updated docs and added test case for custom categories * Add the TODO back * Minor Changes * Added output_format in search * Minor changes * Added output_format and version in both search and save * Small change * Minor bugs * Fixed test cases * Changed docs --------- Co-authored-by: Lucas Gomide <lucaslg200@gmail.com>
273 lines
9.4 KiB
Python
273 lines
9.4 KiB
Python
from unittest.mock import MagicMock, patch
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import pytest
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from mem0.client.main import MemoryClient
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from mem0.memory.main import Memory
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from crewai.memory.storage.mem0_storage import Mem0Storage
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# Define the class (if not already defined)
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class MockCrew:
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def __init__(self, memory_config):
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self.memory_config = memory_config
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self.agents = [MagicMock(role="Test Agent")]
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@pytest.fixture
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def mock_mem0_memory():
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"""Fixture to create a mock Memory instance"""
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mock_memory = MagicMock(spec=Memory)
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return mock_memory
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@pytest.fixture
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def mem0_storage_with_mocked_config(mock_mem0_memory):
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"""Fixture to create a Mem0Storage instance with mocked dependencies"""
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# Patch the Memory class to return our mock
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with patch("mem0.memory.main.Memory.from_config", return_value=mock_mem0_memory) as mock_from_config:
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config = {
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"vector_store": {
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"provider": "mock_vector_store",
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"config": {"host": "localhost", "port": 6333},
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},
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"llm": {
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"provider": "mock_llm",
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"config": {"api_key": "mock-api-key", "model": "mock-model"},
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},
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"embedder": {
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"provider": "mock_embedder",
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"config": {"api_key": "mock-api-key", "model": "mock-model"},
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},
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"graph_store": {
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"provider": "mock_graph_store",
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"config": {
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"url": "mock-url",
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"username": "mock-user",
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"password": "mock-password",
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},
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},
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"history_db_path": "/mock/path",
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"version": "test-version",
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"custom_fact_extraction_prompt": "mock prompt 1",
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"custom_update_memory_prompt": "mock prompt 2",
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}
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# Instantiate the class with memory_config
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# Parameters like run_id, includes, and excludes doesn't matter in Memory OSS
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crew = MockCrew(
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memory_config={
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"provider": "mem0",
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"config": {"user_id": "test_user", "local_mem0_config": config, "run_id": "my_run_id", "includes": "include1","excludes": "exclude1", "infer" : True},
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}
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)
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mem0_storage = Mem0Storage(type="short_term", crew=crew)
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return mem0_storage, mock_from_config, config
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def test_mem0_storage_initialization(mem0_storage_with_mocked_config, mock_mem0_memory):
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"""Test that Mem0Storage initializes correctly with the mocked config"""
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mem0_storage, mock_from_config, config = mem0_storage_with_mocked_config
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assert mem0_storage.memory_type == "short_term"
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assert mem0_storage.memory is mock_mem0_memory
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mock_from_config.assert_called_once_with(config)
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@pytest.fixture
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def mock_mem0_memory_client():
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"""Fixture to create a mock MemoryClient instance"""
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mock_memory = MagicMock(spec=MemoryClient)
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return mock_memory
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@pytest.fixture
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def mem0_storage_with_memory_client_using_config_from_crew(mock_mem0_memory_client):
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"""Fixture to create a Mem0Storage instance with mocked dependencies"""
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# We need to patch the MemoryClient before it's instantiated
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with patch.object(MemoryClient, "__new__", return_value=mock_mem0_memory_client):
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crew = MockCrew(
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memory_config={
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"provider": "mem0",
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"config": {
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"user_id": "test_user",
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"api_key": "ABCDEFGH",
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"org_id": "my_org_id",
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"project_id": "my_project_id",
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"run_id": "my_run_id",
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"includes": "include1",
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"excludes": "exclude1",
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"infer": True
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},
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}
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)
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mem0_storage = Mem0Storage(type="short_term", crew=crew)
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return mem0_storage
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@pytest.fixture
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def mem0_storage_with_memory_client_using_explictly_config(mock_mem0_memory_client, mock_mem0_memory):
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"""Fixture to create a Mem0Storage instance with mocked dependencies"""
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# We need to patch both MemoryClient and Memory to prevent actual initialization
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with patch.object(MemoryClient, "__new__", return_value=mock_mem0_memory_client), \
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patch.object(Memory, "__new__", return_value=mock_mem0_memory):
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crew = MockCrew(
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memory_config={
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"provider": "mem0",
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"config": {
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"user_id": "test_user",
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"api_key": "ABCDEFGH",
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"org_id": "my_org_id",
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"project_id": "my_project_id",
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},
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}
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)
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new_config = {"provider": "mem0", "config": {"api_key": "new-api-key"}}
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mem0_storage = Mem0Storage(type="short_term", crew=crew, config=new_config)
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return mem0_storage
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def test_mem0_storage_with_memory_client_initialization(
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mem0_storage_with_memory_client_using_config_from_crew, mock_mem0_memory_client
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):
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"""Test Mem0Storage initialization with MemoryClient"""
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assert (
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mem0_storage_with_memory_client_using_config_from_crew.memory_type
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== "short_term"
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)
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assert (
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mem0_storage_with_memory_client_using_config_from_crew.memory
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is mock_mem0_memory_client
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)
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def test_mem0_storage_with_explict_config(
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mem0_storage_with_memory_client_using_explictly_config,
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):
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expected_config = {"provider": "mem0", "config": {"api_key": "new-api-key"}}
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assert (
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mem0_storage_with_memory_client_using_explictly_config.config == expected_config
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)
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def test_mem0_storage_updates_project_with_custom_categories(mock_mem0_memory_client):
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mock_mem0_memory_client.update_project = MagicMock()
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new_categories = [
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{"lifestyle_management_concerns": "Tracks daily routines, habits, hobbies and interests including cooking, time management and work-life balance"},
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]
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crew = MockCrew(
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memory_config={
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"provider": "mem0",
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"config": {
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"user_id": "test_user",
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"api_key": "ABCDEFGH",
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"org_id": "my_org_id",
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"project_id": "my_project_id",
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"custom_categories": new_categories,
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},
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}
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)
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with patch.object(MemoryClient, "__new__", return_value=mock_mem0_memory_client):
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_ = Mem0Storage(type="short_term", crew=crew)
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mock_mem0_memory_client.update_project.assert_called_once_with(
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custom_categories=new_categories
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)
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def test_save_method_with_memory_oss(mem0_storage_with_mocked_config):
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"""Test save method for different memory types"""
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mem0_storage, _, _ = mem0_storage_with_mocked_config
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mem0_storage.memory.add = MagicMock()
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# Test short_term memory type (already set in fixture)
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test_value = "This is a test memory"
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test_metadata = {"key": "value"}
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mem0_storage.save(test_value, test_metadata)
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mem0_storage.memory.add.assert_called_once_with(
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[{'role': 'assistant' , 'content': test_value}],
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infer=True,
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metadata={"type": "short_term", "key": "value"},
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)
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def test_save_method_with_memory_client(mem0_storage_with_memory_client_using_config_from_crew):
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"""Test save method for different memory types"""
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mem0_storage = mem0_storage_with_memory_client_using_config_from_crew
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mem0_storage.memory.add = MagicMock()
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# Test short_term memory type (already set in fixture)
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test_value = "This is a test memory"
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test_metadata = {"key": "value"}
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mem0_storage.save(test_value, test_metadata)
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mem0_storage.memory.add.assert_called_once_with(
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[{'role': 'assistant' , 'content': test_value}],
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infer=True,
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metadata={"type": "short_term", "key": "value"},
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version="v2",
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run_id="my_run_id",
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includes="include1",
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excludes="exclude1",
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output_format='v1.1'
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)
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def test_search_method_with_memory_oss(mem0_storage_with_mocked_config):
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"""Test search method for different memory types"""
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mem0_storage, _, _ = mem0_storage_with_mocked_config
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mock_results = {"results": [{"score": 0.9, "content": "Result 1"}, {"score": 0.4, "content": "Result 2"}]}
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mem0_storage.memory.search = MagicMock(return_value=mock_results)
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results = mem0_storage.search("test query", limit=5, score_threshold=0.5)
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mem0_storage.memory.search.assert_called_once_with(
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query="test query",
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limit=5,
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user_id="test_user",
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filters={'AND': [{'run_id': 'my_run_id'}]},
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threshold=0.5
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)
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assert len(results) == 2
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assert results[0]["content"] == "Result 1"
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def test_search_method_with_memory_client(mem0_storage_with_memory_client_using_config_from_crew):
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"""Test search method for different memory types"""
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mem0_storage = mem0_storage_with_memory_client_using_config_from_crew
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mock_results = {"results": [{"score": 0.9, "content": "Result 1"}, {"score": 0.4, "content": "Result 2"}]}
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mem0_storage.memory.search = MagicMock(return_value=mock_results)
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results = mem0_storage.search("test query", limit=5, score_threshold=0.5)
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mem0_storage.memory.search.assert_called_once_with(
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query="test query",
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limit=5,
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metadata={"type": "short_term"},
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user_id="test_user",
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version='v2',
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run_id="my_run_id",
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output_format='v1.1',
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filters={'AND': [{'run_id': 'my_run_id'}]},
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threshold=0.5
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)
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assert len(results) == 2
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assert results[0]["content"] == "Result 1"
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