feat: Improve error messages from tool sandbox (#2135)

This commit is contained in:
Matthew Zhou
2024-12-02 11:08:44 -08:00
committed by GitHub
parent 4181c0d81e
commit 860cf1949e
4 changed files with 39 additions and 8 deletions

View File

@@ -0,0 +1,489 @@
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.functions.functions import parse_source_code
from letta.functions.schema_generator import generate_schema
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
# 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 mock_e2b_api_key_none():
# Store the original value of e2b_api_key
original_api_key = tool_settings.e2b_api_key
# Set e2b_api_key to None
tool_settings.e2b_api_key = None
# Yield control to the test
yield
# Restore the original value of e2b_api_key
tool_settings.e2b_api_key = original_api_key
@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 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(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 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
# Utility functions
def create_tool_from_func(func: callable):
return Tool(
name=func.__name__,
description="",
source_type="python",
tags=[],
source_code=parse_source_code(func),
json_schema=generate_schema(func, None),
)
# 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, test_user, agent_state):
args = {}
# Run again to get actual response
sandbox = ToolExecutionSandbox(clear_core_memory.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"
# 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, test_user, agent_state):
sandbox = ToolExecutionSandbox(clear_core_memory.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_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"