MemGPT/tests/integration_test_tool_execution_sandbox.py
mlong93 d71f435fea
feat: message orm migration (#2144)
Co-authored-by: Mindy Long <mindy@letta.com>
Co-authored-by: Sarah Wooders <sarahwooders@gmail.com>
Co-authored-by: Matt Zhou <mattzh1314@gmail.com>
2024-12-06 11:50:15 -08:00

583 lines
21 KiB
Python

import secrets
import string
import uuid
from pathlib import Path
from unittest.mock import patch
import pytest
from composio import Action
from sqlalchemy import delete
from letta import create_client
from letta.functions.function_sets.base import core_memory_replace
from letta.orm import SandboxConfig, SandboxEnvironmentVariable
from letta.schemas.agent import AgentState
from letta.schemas.embedding_config import EmbeddingConfig
from letta.schemas.llm_config import LLMConfig
from letta.schemas.memory import ChatMemory
from letta.schemas.organization import Organization
from letta.schemas.sandbox_config import (
E2BSandboxConfig,
LocalSandboxConfig,
SandboxConfigCreate,
SandboxConfigUpdate,
SandboxEnvironmentVariableCreate,
SandboxType,
)
from letta.schemas.tool import Tool, ToolCreate
from letta.schemas.user import User
from letta.services.organization_manager import OrganizationManager
from letta.services.sandbox_config_manager import SandboxConfigManager
from letta.services.tool_execution_sandbox import ToolExecutionSandbox
from letta.services.tool_manager import ToolManager
from letta.services.user_manager import UserManager
from letta.settings import tool_settings
from tests.helpers.utils import create_tool_from_func
# Constants
namespace = uuid.NAMESPACE_DNS
org_name = str(uuid.uuid5(namespace, "test-tool-execution-sandbox-org"))
user_name = str(uuid.uuid5(namespace, "test-tool-execution-sandbox-user"))
# Fixtures
@pytest.fixture(autouse=True)
def clear_tables():
"""Fixture to clear the organization table before each test."""
from letta.server.server import db_context
with db_context() as session:
session.execute(delete(SandboxEnvironmentVariable))
session.execute(delete(SandboxConfig))
session.commit() # Commit the deletion
# Kill all sandboxes
from e2b_code_interpreter import Sandbox
for sandbox in Sandbox.list():
Sandbox.connect(sandbox.sandbox_id).kill()
@pytest.fixture
def check_e2b_key_is_set():
original_api_key = tool_settings.e2b_api_key
assert original_api_key is not None, "Missing e2b key! Cannot execute these tests."
yield
@pytest.fixture
def check_composio_key_set():
original_api_key = tool_settings.composio_api_key
assert original_api_key is not None, "Missing composio key! Cannot execute this test."
yield
@pytest.fixture
def test_organization():
"""Fixture to create and return the default organization."""
org = OrganizationManager().create_organization(Organization(name=org_name))
yield org
@pytest.fixture
def test_user(test_organization):
"""Fixture to create and return the default user within the default organization."""
user = UserManager().create_user(User(name=user_name, organization_id=test_organization.id))
yield user
@pytest.fixture
def add_integers_tool(test_user):
def add(x: int, y: int) -> int:
"""
Simple function that adds two integers.
Parameters:
x (int): The first integer to add.
y (int): The second integer to add.
Returns:
int: The result of adding x and y.
"""
return x + y
tool = create_tool_from_func(add)
tool = ToolManager().create_or_update_tool(tool, test_user)
yield tool
@pytest.fixture
def cowsay_tool(test_user):
# This defines a tool for a package we definitely do NOT have in letta
# If this test passes, that means the tool was correctly executed in a separate Python environment
def cowsay() -> str:
"""
Simple function that uses the cowsay package to print out the secret word env variable.
Returns:
str: The cowsay ASCII art.
"""
import os
import cowsay
cowsay.cow(os.getenv("secret_word"))
tool = create_tool_from_func(cowsay)
tool = ToolManager().create_or_update_tool(tool, test_user)
yield tool
@pytest.fixture
def get_env_tool(test_user):
def get_env() -> str:
"""
Simple function that returns the secret word env variable.
Returns:
str: The secret word
"""
import os
secret_word = os.getenv("secret_word")
print(secret_word)
return secret_word
tool = create_tool_from_func(get_env)
tool = ToolManager().create_or_update_tool(tool, test_user)
yield tool
@pytest.fixture
def get_warning_tool(test_user):
def warn_hello_world() -> str:
"""
Simple function that warns hello world.
Returns:
str: hello world
"""
import warnings
msg = "Hello World"
warnings.warn(msg)
return msg
tool = create_tool_from_func(warn_hello_world)
tool = ToolManager().create_or_update_tool(tool, test_user)
yield tool
@pytest.fixture
def always_err_tool(test_user):
def error() -> str:
"""
Simple function that errors
Returns:
str: not important
"""
# Raise a unusual error so we know it's from this function
raise ZeroDivisionError("This is an intentionally weird division!")
tool = create_tool_from_func(error)
tool = ToolManager().create_or_update_tool(tool, test_user)
yield tool
@pytest.fixture
def list_tool(test_user):
def create_list():
"""Simple function that returns a list"""
return [1] * 5
tool = create_tool_from_func(create_list)
tool = ToolManager().create_or_update_tool(tool, test_user)
yield tool
@pytest.fixture
def composio_github_star_tool(test_user):
tool_manager = ToolManager()
tool_create = ToolCreate.from_composio(action=Action.GITHUB_STAR_A_REPOSITORY_FOR_THE_AUTHENTICATED_USER)
tool = tool_manager.create_or_update_tool(pydantic_tool=Tool(**tool_create.model_dump()), actor=test_user)
yield tool
@pytest.fixture
def clear_core_memory_tool(test_user):
def clear_memory(agent_state: AgentState):
"""Clear the core memory"""
agent_state.memory.get_block("human").value = ""
agent_state.memory.get_block("persona").value = ""
tool = create_tool_from_func(clear_memory)
tool = ToolManager().create_or_update_tool(tool, test_user)
yield tool
@pytest.fixture
def core_memory_replace_tool(test_user):
tool = create_tool_from_func(core_memory_replace)
tool = ToolManager().create_or_update_tool(tool, test_user)
yield tool
@pytest.fixture
def external_codebase_tool(test_user):
from tests.test_tool_sandbox.restaurant_management_system.adjust_menu_prices import (
adjust_menu_prices,
)
tool = create_tool_from_func(adjust_menu_prices)
tool = ToolManager().create_or_update_tool(tool, test_user)
yield tool
@pytest.fixture
def agent_state():
client = create_client()
agent_state = client.create_agent(
memory=ChatMemory(persona="This is the persona", human="My name is Chad"),
embedding_config=EmbeddingConfig.default_config(provider="openai"),
llm_config=LLMConfig.default_config(model_name="gpt-4"),
)
yield agent_state
@pytest.fixture
def custom_test_sandbox_config(test_user):
"""
Fixture to create a consistent local sandbox configuration for tests.
Args:
test_user: The test user to be used for creating the sandbox configuration.
Returns:
A tuple containing the SandboxConfigManager and the created sandbox configuration.
"""
# Create the SandboxConfigManager
manager = SandboxConfigManager(tool_settings)
# Set the sandbox to be within the external codebase path and use a venv
external_codebase_path = str(Path(__file__).parent / "test_tool_sandbox" / "restaurant_management_system")
local_sandbox_config = LocalSandboxConfig(sandbox_dir=external_codebase_path, use_venv=True)
# Create the sandbox configuration
config_create = SandboxConfigCreate(config=local_sandbox_config.model_dump())
# Create or update the sandbox configuration
manager.create_or_update_sandbox_config(sandbox_config_create=config_create, actor=test_user)
return manager, local_sandbox_config
# Local sandbox tests
@pytest.mark.local_sandbox
def test_local_sandbox_default(mock_e2b_api_key_none, add_integers_tool, test_user):
args = {"x": 10, "y": 5}
# Mock and assert correct pathway was invoked
with patch.object(ToolExecutionSandbox, "run_local_dir_sandbox") as mock_run_local_dir_sandbox:
sandbox = ToolExecutionSandbox(add_integers_tool.name, args, user_id=test_user.id)
sandbox.run()
mock_run_local_dir_sandbox.assert_called_once()
# Run again to get actual response
sandbox = ToolExecutionSandbox(add_integers_tool.name, args, user_id=test_user.id)
result = sandbox.run()
assert result.func_return == args["x"] + args["y"]
@pytest.mark.local_sandbox
def test_local_sandbox_stateful_tool(mock_e2b_api_key_none, clear_core_memory_tool, test_user, agent_state):
args = {}
# Run again to get actual response
sandbox = ToolExecutionSandbox(clear_core_memory_tool.name, args, user_id=test_user.id)
result = sandbox.run(agent_state=agent_state)
assert result.agent_state.memory.get_block("human").value == ""
assert result.agent_state.memory.get_block("persona").value == ""
assert result.func_return is None
@pytest.mark.local_sandbox
def test_local_sandbox_core_memory_replace(mock_e2b_api_key_none, core_memory_replace_tool, test_user, agent_state):
new_name = "Matt"
args = {"label": "human", "old_content": "Chad", "new_content": new_name}
sandbox = ToolExecutionSandbox(core_memory_replace_tool.name, args, user_id=test_user.id)
# run the sandbox
result = sandbox.run(agent_state=agent_state)
assert new_name in result.agent_state.memory.get_block("human").value
assert result.func_return is None
@pytest.mark.e2b_sandbox
def test_local_sandbox_core_memory_replace_errors(mock_e2b_api_key_none, core_memory_replace_tool, test_user, agent_state):
nonexistent_name = "Alexander Wang"
args = {"label": "human", "old_content": nonexistent_name, "new_content": "Matt"}
sandbox = ToolExecutionSandbox(core_memory_replace_tool.name, args, user_id=test_user.id)
# run the sandbox
with pytest.raises(ValueError, match=f"Old content '{nonexistent_name}' not found in memory block 'human'"):
sandbox.run(agent_state=agent_state)
@pytest.mark.local_sandbox
def test_local_sandbox_with_list_rv(mock_e2b_api_key_none, list_tool, test_user):
sandbox = ToolExecutionSandbox(list_tool.name, {}, user_id=test_user.id)
result = sandbox.run()
assert len(result.func_return) == 5
@pytest.mark.local_sandbox
def test_local_sandbox_env(mock_e2b_api_key_none, get_env_tool, test_user):
manager = SandboxConfigManager(tool_settings)
# Make a custom local sandbox config
sandbox_dir = str(Path(__file__).parent / "test_tool_sandbox")
config_create = SandboxConfigCreate(config=LocalSandboxConfig(sandbox_dir=sandbox_dir).model_dump())
config = manager.create_or_update_sandbox_config(config_create, test_user)
# Make a environment variable with a long random string
key = "secret_word"
long_random_string = "".join(secrets.choice(string.ascii_letters + string.digits) for _ in range(20))
manager.create_sandbox_env_var(
SandboxEnvironmentVariableCreate(key=key, value=long_random_string), sandbox_config_id=config.id, actor=test_user
)
# Create tool and args
args = {}
# Run the custom sandbox
sandbox = ToolExecutionSandbox(get_env_tool.name, args, user_id=test_user.id)
result = sandbox.run()
assert long_random_string in result.func_return
@pytest.mark.local_sandbox
def test_local_sandbox_e2e_composio_star_github(mock_e2b_api_key_none, check_composio_key_set, composio_github_star_tool, test_user):
# Add the composio key
manager = SandboxConfigManager(tool_settings)
config = manager.get_or_create_default_sandbox_config(sandbox_type=SandboxType.LOCAL, actor=test_user)
manager.create_sandbox_env_var(
SandboxEnvironmentVariableCreate(key="COMPOSIO_API_KEY", value=tool_settings.composio_api_key),
sandbox_config_id=config.id,
actor=test_user,
)
result = ToolExecutionSandbox(composio_github_star_tool.name, {"owner": "letta-ai", "repo": "letta"}, user_id=test_user.id).run()
assert result.func_return["details"] == "Action executed successfully"
@pytest.mark.local_sandbox
def test_local_sandbox_external_codebase(mock_e2b_api_key_none, custom_test_sandbox_config, external_codebase_tool, test_user):
# Set the args
args = {"percentage": 10}
# Run again to get actual response
sandbox = ToolExecutionSandbox(external_codebase_tool.name, args, user_id=test_user.id)
result = sandbox.run()
# Assert that the function return is correct
assert result.func_return == "Price Adjustments:\nBurger: $8.99 -> $9.89\nFries: $2.99 -> $3.29\nSoda: $1.99 -> $2.19"
assert "Hello World" in result.stdout[0]
@pytest.mark.local_sandbox
def test_local_sandbox_with_venv_and_warnings_does_not_error(
mock_e2b_api_key_none, custom_test_sandbox_config, get_warning_tool, test_user
):
sandbox = ToolExecutionSandbox(get_warning_tool.name, {}, user_id=test_user.id)
result = sandbox.run()
assert result.func_return == "Hello World"
@pytest.mark.e2b_sandbox
def test_local_sandbox_with_venv_errors(mock_e2b_api_key_none, custom_test_sandbox_config, always_err_tool, test_user):
sandbox = ToolExecutionSandbox(always_err_tool.name, {}, user_id=test_user.id)
# run the sandbox
with pytest.raises(ZeroDivisionError, match="This is an intentionally weird division!"):
sandbox.run()
# E2B sandbox tests
@pytest.mark.e2b_sandbox
def test_e2b_sandbox_default(check_e2b_key_is_set, add_integers_tool, test_user):
args = {"x": 10, "y": 5}
# Mock and assert correct pathway was invoked
with patch.object(ToolExecutionSandbox, "run_e2b_sandbox") as mock_run_local_dir_sandbox:
sandbox = ToolExecutionSandbox(add_integers_tool.name, args, user_id=test_user.id)
sandbox.run()
mock_run_local_dir_sandbox.assert_called_once()
# Run again to get actual response
sandbox = ToolExecutionSandbox(add_integers_tool.name, args, user_id=test_user.id)
result = sandbox.run()
assert int(result.func_return) == args["x"] + args["y"]
@pytest.mark.e2b_sandbox
def test_e2b_sandbox_pip_installs(check_e2b_key_is_set, cowsay_tool, test_user):
manager = SandboxConfigManager(tool_settings)
config_create = SandboxConfigCreate(config=E2BSandboxConfig(pip_requirements=["cowsay"]).model_dump())
config = manager.create_or_update_sandbox_config(config_create, test_user)
# Add an environment variable
key = "secret_word"
long_random_string = "".join(secrets.choice(string.ascii_letters + string.digits) for _ in range(20))
manager.create_sandbox_env_var(
SandboxEnvironmentVariableCreate(key=key, value=long_random_string), sandbox_config_id=config.id, actor=test_user
)
sandbox = ToolExecutionSandbox(cowsay_tool.name, {}, user_id=test_user.id)
result = sandbox.run()
assert long_random_string in result.stdout[0]
@pytest.mark.e2b_sandbox
def test_e2b_sandbox_reuses_same_sandbox(check_e2b_key_is_set, list_tool, test_user):
sandbox = ToolExecutionSandbox(list_tool.name, {}, user_id=test_user.id)
# Run the function once
result = sandbox.run()
old_config_fingerprint = result.sandbox_config_fingerprint
# Run it again to ensure that there is still only one running sandbox
result = sandbox.run()
new_config_fingerprint = result.sandbox_config_fingerprint
assert old_config_fingerprint == new_config_fingerprint
@pytest.mark.e2b_sandbox
def test_e2b_sandbox_stateful_tool(check_e2b_key_is_set, clear_core_memory_tool, test_user, agent_state):
sandbox = ToolExecutionSandbox(clear_core_memory_tool.name, {}, user_id=test_user.id)
# run the sandbox
result = sandbox.run(agent_state=agent_state)
assert result.agent_state.memory.get_block("human").value == ""
assert result.agent_state.memory.get_block("persona").value == ""
assert result.func_return is None
@pytest.mark.e2b_sandbox
def test_e2b_sandbox_core_memory_replace(check_e2b_key_is_set, core_memory_replace_tool, test_user, agent_state):
new_name = "Matt"
args = {"label": "human", "old_content": "Chad", "new_content": new_name}
sandbox = ToolExecutionSandbox(core_memory_replace_tool.name, args, user_id=test_user.id)
# run the sandbox
result = sandbox.run(agent_state=agent_state)
assert new_name in result.agent_state.memory.get_block("human").value
assert result.func_return is None
@pytest.mark.e2b_sandbox
def test_e2b_sandbox_escape_strings_in_args(check_e2b_key_is_set, core_memory_replace_tool, test_user, agent_state):
new_name = "Matt"
args = {"label": "human", "old_content": "Chad", "new_content": new_name + "\n"}
sandbox = ToolExecutionSandbox(core_memory_replace_tool.name, args, user_id=test_user.id)
# run the sandbox
result = sandbox.run(agent_state=agent_state)
assert new_name in result.agent_state.memory.get_block("human").value
assert result.func_return is None
@pytest.mark.e2b_sandbox
def test_e2b_sandbox_core_memory_replace_errors(check_e2b_key_is_set, core_memory_replace_tool, test_user, agent_state):
nonexistent_name = "Alexander Wang"
args = {"label": "human", "old_content": nonexistent_name, "new_content": "Matt"}
sandbox = ToolExecutionSandbox(core_memory_replace_tool.name, args, user_id=test_user.id)
# run the sandbox
with pytest.raises(ValueError, match=f"Old content '{nonexistent_name}' not found in memory block 'human'"):
sandbox.run(agent_state=agent_state)
@pytest.mark.e2b_sandbox
def test_e2b_sandbox_inject_env_var_existing_sandbox(check_e2b_key_is_set, get_env_tool, test_user):
manager = SandboxConfigManager(tool_settings)
config_create = SandboxConfigCreate(config=E2BSandboxConfig().model_dump())
config = manager.create_or_update_sandbox_config(config_create, test_user)
# Run the custom sandbox once, assert nothing returns because missing env variable
sandbox = ToolExecutionSandbox(get_env_tool.name, {}, user_id=test_user.id, force_recreate=True)
result = sandbox.run()
# response should be None
assert result.func_return is None
# Add an environment variable
key = "secret_word"
long_random_string = "".join(secrets.choice(string.ascii_letters + string.digits) for _ in range(20))
manager.create_sandbox_env_var(
SandboxEnvironmentVariableCreate(key=key, value=long_random_string), sandbox_config_id=config.id, actor=test_user
)
# Assert that the environment variable gets injected correctly, even when the sandbox is NOT refreshed
sandbox = ToolExecutionSandbox(get_env_tool.name, {}, user_id=test_user.id)
result = sandbox.run()
assert long_random_string in result.func_return
@pytest.mark.e2b_sandbox
def test_e2b_sandbox_config_change_force_recreates_sandbox(check_e2b_key_is_set, list_tool, test_user):
manager = SandboxConfigManager(tool_settings)
old_timeout = 5 * 60
new_timeout = 10 * 60
# Make the config
config_create = SandboxConfigCreate(config=E2BSandboxConfig(timeout=old_timeout))
config = manager.create_or_update_sandbox_config(config_create, test_user)
# Run the custom sandbox once, assert a failure gets returned because missing environment variable
sandbox = ToolExecutionSandbox(list_tool.name, {}, user_id=test_user.id)
result = sandbox.run()
assert len(result.func_return) == 5
old_config_fingerprint = result.sandbox_config_fingerprint
# Change the config
config_update = SandboxConfigUpdate(config=E2BSandboxConfig(timeout=new_timeout))
config = manager.update_sandbox_config(config.id, config_update, test_user)
# Run again
result = ToolExecutionSandbox(list_tool.name, {}, user_id=test_user.id).run()
new_config_fingerprint = result.sandbox_config_fingerprint
assert config.fingerprint() == new_config_fingerprint
# Assert the fingerprints are different
assert old_config_fingerprint != new_config_fingerprint
@pytest.mark.e2b_sandbox
def test_e2b_sandbox_with_list_rv(check_e2b_key_is_set, list_tool, test_user):
sandbox = ToolExecutionSandbox(list_tool.name, {}, user_id=test_user.id)
result = sandbox.run()
assert len(result.func_return) == 5
@pytest.mark.e2b_sandboxfunc
def test_e2b_e2e_composio_star_github(check_e2b_key_is_set, check_composio_key_set, composio_github_star_tool, test_user):
# Add the composio key
manager = SandboxConfigManager(tool_settings)
config = manager.get_or_create_default_sandbox_config(sandbox_type=SandboxType.E2B, actor=test_user)
manager.create_sandbox_env_var(
SandboxEnvironmentVariableCreate(key="COMPOSIO_API_KEY", value=tool_settings.composio_api_key),
sandbox_config_id=config.id,
actor=test_user,
)
result = ToolExecutionSandbox(composio_github_star_tool.name, {"owner": "letta-ai", "repo": "letta"}, user_id=test_user.id).run()
assert result.func_return["details"] == "Action executed successfully"