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feat: Enhance memory system with isolated memory configuration (#2597)

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* feat: support defining any memory in an isolated way

This change makes it easier to use a specific memory type without unintentionally enabling all others.

Previously, setting memory=True would implicitly configure all available memories (like LTM and STM), which might not be ideal in all cases. For example, when building a chatbot that only needs an external memory, users were forced to also configure LTM and STM — which rely on default OpenAPI embeddings — even if they weren’t needed.

With this update, users can now define a single memory in isolation, making the configuration process simpler and more flexible.

* feat: add tests to ensure we are able to use contextual memory by set individual memories

* docs: enhance memory documentation

* feat: warn when long-term memory is defined but entity memory is not
This commit is contained in:
Lucas Gomide
2025-04-14 16:48:48 -03:00
committed by GitHub
parent 88455cd52c
commit 9dffd42e6d
17 changed files with 5018 additions and 1528 deletions
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131
tests/crew_test.py
View File

@@ -20,6 +20,7 @@ from crewai.crews.crew_output import CrewOutput
from crewai.knowledge.source.string_knowledge_source import StringKnowledgeSource
from crewai.llm import LLM
from crewai.memory.contextual.contextual_memory import ContextualMemory
from crewai.memory.long_term.long_term_memory import LongTermMemory
from crewai.memory.short_term.short_term_memory import ShortTermMemory
from crewai.process import Process
from crewai.task import Task
@@ -2407,6 +2408,136 @@ def test_using_contextual_memory():
contextual_mem.assert_called_once()
@pytest.mark.vcr(filter_headers=["authorization"])
def test_using_contextual_memory_with_long_term_memory():
from unittest.mock import patch
math_researcher = Agent(
role="Researcher",
goal="You research about math.",
backstory="You're an expert in research and you love to learn new things.",
allow_delegation=False,
)
task1 = Task(
description="Research a topic to teach a kid aged 6 about math.",
expected_output="A topic, explanation, angle, and examples.",
agent=math_researcher,
)
crew = Crew(
agents=[math_researcher],
tasks=[task1],
long_term_memory=LongTermMemory(),
)
with patch.object(ContextualMemory, "build_context_for_task") as contextual_mem:
crew.kickoff()
contextual_mem.assert_called_once()
assert crew.memory is False
@pytest.mark.vcr(filter_headers=["authorization"])
def test_warning_long_term_memory_without_entity_memory():
from unittest.mock import patch
math_researcher = Agent(
role="Researcher",
goal="You research about math.",
backstory="You're an expert in research and you love to learn new things.",
allow_delegation=False,
)
task1 = Task(
description="Research a topic to teach a kid aged 6 about math.",
expected_output="A topic, explanation, angle, and examples.",
agent=math_researcher,
)
crew = Crew(
agents=[math_researcher],
tasks=[task1],
long_term_memory=LongTermMemory(),
)
with (
patch("crewai.utilities.printer.Printer.print") as mock_print,
patch(
"crewai.memory.long_term.long_term_memory.LongTermMemory.save"
) as save_memory,
):
crew.kickoff()
mock_print.assert_called_with(
content="Long term memory is enabled, but entity memory is not enabled. Please configure entity memory or set memory=True to automatically enable it.",
color="bold_yellow",
)
save_memory.assert_not_called()
@pytest.mark.vcr(filter_headers=["authorization"])
def test_long_term_memory_with_memory_flag():
from unittest.mock import patch
math_researcher = Agent(
role="Researcher",
goal="You research about math.",
backstory="You're an expert in research and you love to learn new things.",
allow_delegation=False,
)
task1 = Task(
description="Research a topic to teach a kid aged 6 about math.",
expected_output="A topic, explanation, angle, and examples.",
agent=math_researcher,
)
crew = Crew(
agents=[math_researcher],
tasks=[task1],
memory=True,
long_term_memory=LongTermMemory(),
)
with (
patch("crewai.utilities.printer.Printer.print") as mock_print,
patch(
"crewai.memory.long_term.long_term_memory.LongTermMemory.save"
) as save_memory,
):
crew.kickoff()
mock_print.assert_not_called()
save_memory.assert_called_once()
@pytest.mark.vcr(filter_headers=["authorization"])
def test_using_contextual_memory_with_short_term_memory():
from unittest.mock import patch
math_researcher = Agent(
role="Researcher",
goal="You research about math.",
backstory="You're an expert in research and you love to learn new things.",
allow_delegation=False,
)
task1 = Task(
description="Research a topic to teach a kid aged 6 about math.",
expected_output="A topic, explanation, angle, and examples.",
agent=math_researcher,
)
crew = Crew(
agents=[math_researcher],
tasks=[task1],
short_term_memory=ShortTermMemory(),
)
with patch.object(ContextualMemory, "build_context_for_task") as contextual_mem:
crew.kickoff()
contextual_mem.assert_called_once()
assert crew.memory is False
@pytest.mark.vcr(filter_headers=["authorization"])
def test_disabled_memory_using_contextual_memory():
from unittest.mock import patch

650
tests/memory/external/cassettes/test_crew_external_memory_save[save].yaml vendored
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836
tests/memory/external/cassettes/test_crew_external_memory_save[search].yaml vendored
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182
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tests/memory/external/cassettes/test_crew_external_memory_save_with_memory_flag[save].yaml vendored Normal file
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1425
tests/memory/external/cassettes/test_crew_external_memory_save_with_memory_flag[search].yaml vendored Normal file
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45
tests/memory/external/external_memory_test.py vendored
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@@ -61,6 +61,35 @@ def crew_with_external_memory(external_memory_with_mocked_config, patch_configur
return crew
@pytest.fixture
def crew_with_external_memory_without_memory_flag(
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,
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)
@@ -137,7 +166,9 @@ def test_crew_external_memory_reset(mem_type, crew_with_external_memory):
@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):
def test_crew_external_memory_save_with_memory_flag(
mem_method, crew_with_external_memory
):
with patch(
f"crewai.memory.external.external_memory.ExternalMemory.{mem_method}"
) as mock_method:
@@ -145,6 +176,18 @@ def test_crew_external_memory_save(mem_method, crew_with_external_memory):
assert mock_method.call_count > 0
@pytest.mark.parametrize("mem_method", ["search", "save"])
@pytest.mark.vcr(filter_headers=["authorization"])
def test_crew_external_memory_save_using_crew_without_memory_flag(
mem_method, crew_with_external_memory_without_memory_flag
):
with patch(
f"crewai.memory.external.external_memory.ExternalMemory.{mem_method}"
) as mock_method:
crew_with_external_memory_without_memory_flag.kickoff()
assert mock_method.call_count > 0
def test_external_memory_custom_storage(crew_with_external_memory):
class CustomStorage(Storage):
def __init__(self):