Add support for External Memory (the future replacement for UserMemory) (#2510)

* fix: surfacing properly supported types by Mem0Storage

* feat: prepare Mem0Storage to accept config paramenter

We're planning to remove `memory_config` soon. This commit kindly prepare this storage to accept the config provided directly

* feat: add external memory

* fix: cleanup Mem0 warning while adding messages to the memory

* feat: support set the current crew in memory

This can be useful when a memory is initialized before the crew, but the crew might still be a very relevant attribute

* fix: allow to reset only an external_memory from crew

* test: add external memory test

* test: ensure the config takes precedence over memory_config when setting mem0

* fix: support to provide a custom storage to External Memory

* docs: add docs about external memory

* chore: add warning messages about the deprecation of UserMemory

* fix: fix typing check

---------

Co-authored-by: Lorenze Jay <63378463+lorenzejay@users.noreply.github.com>
This commit is contained in:
Lucas Gomide
2025-04-07 13:40:35 -04:00
committed by GitHub
parent 918c0589eb
commit d7fa8464c7
19 changed files with 3870 additions and 76 deletions

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from unittest.mock import MagicMock, patch
import pytest
from mem0.memory.main import Memory
from crewai.agent import Agent
from crewai.crew import Crew, Process
from crewai.memory.external.external_memory import ExternalMemory
from crewai.memory.external.external_memory_item import ExternalMemoryItem
from crewai.memory.storage.interface import Storage
from crewai.task import Task
@pytest.fixture
def mock_mem0_memory():
mock_memory = MagicMock(spec=Memory)
return mock_memory
@pytest.fixture
def patch_configure_mem0(mock_mem0_memory):
with patch(
"crewai.memory.external.external_memory.ExternalMemory._configure_mem0",
return_value=mock_mem0_memory,
) as mocked:
yield mocked
@pytest.fixture
def external_memory_with_mocked_config(patch_configure_mem0):
embedder_config = {"provider": "mem0"}
external_memory = ExternalMemory(embedder_config=embedder_config)
return external_memory
@pytest.fixture
def crew_with_external_memory(external_memory_with_mocked_config, patch_configure_mem0):
agent = Agent(
role="Researcher",
goal="Search relevant data and provide results",
backstory="You are a researcher at a leading tech think tank.",
tools=[],
verbose=True,
)
task = Task(
description="Perform a search on specific topics.",
expected_output="A list of relevant URLs based on the search query.",
agent=agent,
)
crew = Crew(
agents=[agent],
tasks=[task],
verbose=True,
process=Process.sequential,
memory=True,
external_memory=external_memory_with_mocked_config,
)
return crew
def test_external_memory_initialization(external_memory_with_mocked_config):
assert external_memory_with_mocked_config is not None
assert isinstance(external_memory_with_mocked_config, ExternalMemory)
def test_external_memory_save(external_memory_with_mocked_config):
memory_item = ExternalMemoryItem(
value="test value", metadata={"task": "test_task"}, agent="test_agent"
)
with patch.object(ExternalMemory, "save") as mock_save:
external_memory_with_mocked_config.save(
value=memory_item.value,
metadata=memory_item.metadata,
agent=memory_item.agent,
)
mock_save.assert_called_once_with(
value=memory_item.value,
metadata=memory_item.metadata,
agent=memory_item.agent,
)
def test_external_memory_reset(external_memory_with_mocked_config):
with patch(
"crewai.memory.external.external_memory.ExternalMemory.reset"
) as mock_reset:
external_memory_with_mocked_config.reset()
mock_reset.assert_called_once()
def test_external_memory_supported_storages():
supported_storages = ExternalMemory.external_supported_storages()
assert "mem0" in supported_storages
assert callable(supported_storages["mem0"])
def test_external_memory_create_storage_invalid_provider():
embedder_config = {"provider": "invalid_provider", "config": {}}
with pytest.raises(ValueError, match="Provider invalid_provider not supported"):
ExternalMemory.create_storage(None, embedder_config)
def test_external_memory_create_storage_missing_provider():
embedder_config = {"config": {}}
with pytest.raises(
ValueError, match="embedder_config must include a 'provider' key"
):
ExternalMemory.create_storage(None, embedder_config)
def test_external_memory_create_storage_missing_config():
with pytest.raises(ValueError, match="embedder_config is required"):
ExternalMemory.create_storage(None, None)
def test_crew_with_external_memory_initialization(crew_with_external_memory):
assert crew_with_external_memory._external_memory is not None
assert isinstance(crew_with_external_memory._external_memory, ExternalMemory)
assert crew_with_external_memory._external_memory.crew == crew_with_external_memory
@pytest.mark.parametrize("mem_type", ["external", "all"])
def test_crew_external_memory_reset(mem_type, crew_with_external_memory):
with patch(
"crewai.memory.external.external_memory.ExternalMemory.reset"
) as mock_reset:
crew_with_external_memory.reset_memories(mem_type)
mock_reset.assert_called_once()
@pytest.mark.parametrize("mem_method", ["search", "save"])
@pytest.mark.vcr(filter_headers=["authorization"])
def test_crew_external_memory_save(mem_method, crew_with_external_memory):
with patch(
f"crewai.memory.external.external_memory.ExternalMemory.{mem_method}"
) as mock_method:
crew_with_external_memory.kickoff()
assert mock_method.call_count > 0
def test_external_memory_custom_storage(crew_with_external_memory):
class CustomStorage(Storage):
def __init__(self):
self.memories = []
def save(self, value, metadata=None, agent=None):
self.memories.append({"value": value, "metadata": metadata, "agent": agent})
def search(self, query, limit=10, score_threshold=0.5):
return self.memories
def reset(self):
self.memories = []
custom_storage = CustomStorage()
external_memory = ExternalMemory(storage=custom_storage)
# by ensuring the crew is set, we can test that the storage is used
external_memory.set_crew(crew_with_external_memory)
test_value = "test value"
test_metadata = {"source": "test"}
test_agent = "test_agent"
external_memory.save(value=test_value, metadata=test_metadata, agent=test_agent)
results = external_memory.search("test")
assert len(results) == 1
assert results[0]["value"] == test_value
assert results[0]["metadata"] == test_metadata | {"agent": test_agent}
external_memory.reset()
results = external_memory.search("test")
assert len(results) == 0