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test_codeact_agent.py
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from unittest.mock import Mock
import pytest
from litellm import ChatCompletionMessageToolCall
from openhands.agenthub.codeact_agent.codeact_agent import CodeActAgent
from openhands.agenthub.codeact_agent.function_calling import (
BrowserTool,
IPythonTool,
LLMBasedFileEditTool,
WebReadTool,
create_cmd_run_tool,
create_str_replace_editor_tool,
get_tools,
response_to_actions,
)
from openhands.agenthub.codeact_agent.tools.browser import (
_BROWSER_DESCRIPTION,
_BROWSER_TOOL_DESCRIPTION,
)
from openhands.controller.state.state import State
from openhands.core.config import AgentConfig, LLMConfig
from openhands.core.exceptions import FunctionCallNotExistsError
from openhands.core.message import ImageContent, Message, TextContent
from openhands.events.action import (
CmdRunAction,
MessageAction,
)
from openhands.events.event import EventSource
from openhands.events.observation.commands import (
CmdOutputObservation,
)
from openhands.events.tool import ToolCallMetadata
from openhands.llm.llm import LLM
@pytest.fixture
def agent() -> CodeActAgent:
config = AgentConfig()
agent = CodeActAgent(llm=LLM(LLMConfig()), config=config)
agent.llm = Mock()
agent.llm.config = Mock()
agent.llm.config.max_message_chars = 1000
return agent
@pytest.fixture
def mock_state() -> State:
state = Mock(spec=State)
state.history = []
state.extra_data = {}
return state
def test_reset(agent: CodeActAgent):
# Add some state
action = MessageAction(content='test')
action._source = EventSource.AGENT
agent.pending_actions.append(action)
# Reset
agent.reset()
# Verify state is cleared
assert len(agent.pending_actions) == 0
def test_step_with_pending_actions(agent: CodeActAgent):
# Add a pending action
pending_action = MessageAction(content='test')
pending_action._source = EventSource.AGENT
agent.pending_actions.append(pending_action)
# Step should return the pending action
result = agent.step(Mock())
assert result == pending_action
assert len(agent.pending_actions) == 0
def test_get_tools_default():
tools = get_tools(
codeact_enable_jupyter=True,
codeact_enable_llm_editor=True,
codeact_enable_browsing=True,
)
assert len(tools) > 0
# Check required tools are present
tool_names = [tool['function']['name'] for tool in tools]
assert 'execute_bash' in tool_names
assert 'execute_ipython_cell' in tool_names
assert 'edit_file' in tool_names
assert 'web_read' in tool_names
def test_get_tools_with_options():
# Test with all options enabled
tools = get_tools(
codeact_enable_browsing=True,
codeact_enable_jupyter=True,
codeact_enable_llm_editor=True,
)
tool_names = [tool['function']['name'] for tool in tools]
assert 'browser' in tool_names
assert 'execute_ipython_cell' in tool_names
assert 'edit_file' in tool_names
# Test with all options disabled
tools = get_tools(
codeact_enable_browsing=False,
codeact_enable_jupyter=False,
codeact_enable_llm_editor=False,
)
tool_names = [tool['function']['name'] for tool in tools]
assert 'browser' not in tool_names
assert 'execute_ipython_cell' not in tool_names
assert 'edit_file' not in tool_names
def test_cmd_run_tool():
CmdRunTool = create_cmd_run_tool()
assert CmdRunTool['type'] == 'function'
assert CmdRunTool['function']['name'] == 'execute_bash'
assert 'command' in CmdRunTool['function']['parameters']['properties']
assert CmdRunTool['function']['parameters']['required'] == ['command']
def test_ipython_tool():
assert IPythonTool['type'] == 'function'
assert IPythonTool['function']['name'] == 'execute_ipython_cell'
assert 'code' in IPythonTool['function']['parameters']['properties']
assert IPythonTool['function']['parameters']['required'] == ['code']
def test_llm_based_file_edit_tool():
assert LLMBasedFileEditTool['type'] == 'function'
assert LLMBasedFileEditTool['function']['name'] == 'edit_file'
properties = LLMBasedFileEditTool['function']['parameters']['properties']
assert 'path' in properties
assert 'content' in properties
assert 'start' in properties
assert 'end' in properties
assert LLMBasedFileEditTool['function']['parameters']['required'] == [
'path',
'content',
]
def test_str_replace_editor_tool():
StrReplaceEditorTool = create_str_replace_editor_tool()
assert StrReplaceEditorTool['type'] == 'function'
assert StrReplaceEditorTool['function']['name'] == 'str_replace_editor'
properties = StrReplaceEditorTool['function']['parameters']['properties']
assert 'command' in properties
assert 'path' in properties
assert 'file_text' in properties
assert 'old_str' in properties
assert 'new_str' in properties
assert 'insert_line' in properties
assert 'view_range' in properties
assert StrReplaceEditorTool['function']['parameters']['required'] == [
'command',
'path',
]
def test_web_read_tool():
assert WebReadTool['type'] == 'function'
assert WebReadTool['function']['name'] == 'web_read'
assert 'url' in WebReadTool['function']['parameters']['properties']
assert WebReadTool['function']['parameters']['required'] == ['url']
def test_browser_tool():
assert BrowserTool['type'] == 'function'
assert BrowserTool['function']['name'] == 'browser'
assert 'code' in BrowserTool['function']['parameters']['properties']
assert BrowserTool['function']['parameters']['required'] == ['code']
# Check that the description includes all the functions
description = _BROWSER_TOOL_DESCRIPTION
assert 'goto(' in description
assert 'go_back()' in description
assert 'go_forward()' in description
assert 'noop(' in description
assert 'scroll(' in description
assert 'fill(' in description
assert 'select_option(' in description
assert 'click(' in description
assert 'dblclick(' in description
assert 'hover(' in description
assert 'press(' in description
assert 'focus(' in description
assert 'clear(' in description
assert 'drag_and_drop(' in description
assert 'upload_file(' in description
# Test BrowserTool definition
assert BrowserTool['type'] == 'function'
assert BrowserTool['function']['name'] == 'browser'
assert BrowserTool['function']['description'] == _BROWSER_DESCRIPTION
assert BrowserTool['function']['parameters']['type'] == 'object'
assert 'code' in BrowserTool['function']['parameters']['properties']
assert BrowserTool['function']['parameters']['required'] == ['code']
assert (
BrowserTool['function']['parameters']['properties']['code']['type'] == 'string'
)
assert 'description' in BrowserTool['function']['parameters']['properties']['code']
def test_response_to_actions_invalid_tool():
# Test response with invalid tool call
mock_response = Mock()
mock_response.choices = [Mock()]
mock_response.choices[0].message = Mock()
mock_response.choices[0].message.content = 'Invalid tool'
mock_response.choices[0].message.tool_calls = [Mock()]
mock_response.choices[0].message.tool_calls[0].id = 'tool_call_10'
mock_response.choices[0].message.tool_calls[0].function = Mock()
mock_response.choices[0].message.tool_calls[0].function.name = 'invalid_tool'
mock_response.choices[0].message.tool_calls[0].function.arguments = '{}'
with pytest.raises(FunctionCallNotExistsError):
response_to_actions(mock_response)
def test_step_with_no_pending_actions(mock_state: State):
# Mock the LLM response
mock_response = Mock()
mock_response.id = 'mock_id'
mock_response.total_calls_in_response = 1
mock_response.choices = [Mock()]
mock_response.choices[0].message = Mock()
mock_response.choices[0].message.content = 'Task completed'
mock_response.choices[0].message.tool_calls = []
mock_config = Mock()
mock_config.model = 'mock_model'
llm = Mock()
llm.config = mock_config
llm.completion = Mock(return_value=mock_response)
llm.is_function_calling_active = Mock(return_value=True) # Enable function calling
llm.is_caching_prompt_active = Mock(return_value=False)
# Create agent with mocked LLM
config = AgentConfig()
config.enable_prompt_extensions = False
agent = CodeActAgent(llm=llm, config=config)
# Test step with no pending actions
mock_state.latest_user_message = None
mock_state.latest_user_message_id = None
mock_state.latest_user_message_timestamp = None
mock_state.latest_user_message_cause = None
mock_state.latest_user_message_timeout = None
mock_state.latest_user_message_llm_metrics = None
mock_state.latest_user_message_tool_call_metadata = None
action = agent.step(mock_state)
assert isinstance(action, MessageAction)
assert action.content == 'Task completed'
def test_correct_tool_description_loaded_based_on_model_name(mock_state: State):
"""Tests that the simplified tool descriptions are loaded for specific models."""
o3_mock_config = Mock()
o3_mock_config.model = 'mock_o3_model'
llm = Mock()
llm.config = o3_mock_config
agent = CodeActAgent(llm=llm, config=AgentConfig())
for tool in agent.tools:
# Assert all descriptions have less than 1024 characters
assert len(tool['function']['description']) < 1024
sonnet_mock_config = Mock()
sonnet_mock_config.model = 'mock_sonnet_model'
llm.config = sonnet_mock_config
agent = CodeActAgent(llm=llm, config=AgentConfig())
# Assert existence of the detailed tool descriptions that are longer than 1024 characters
assert any(len(tool['function']['description']) > 1024 for tool in agent.tools)
def test_mismatched_tool_call_events(mock_state: State):
"""Tests that the agent can convert mismatched tool call events (i.e., an observation with no corresponding action) into messages."""
agent = CodeActAgent(llm=LLM(LLMConfig()), config=AgentConfig())
tool_call_metadata = Mock(
spec=ToolCallMetadata,
model_response=Mock(
id='model_response_0',
choices=[
Mock(
message=Mock(
role='assistant',
content='',
tool_calls=[
Mock(spec=ChatCompletionMessageToolCall, id='tool_call_0')
],
)
)
],
),
tool_call_id='tool_call_0',
function_name='foo',
)
action = CmdRunAction('foo')
action._source = 'agent'
action.tool_call_metadata = tool_call_metadata
observation = CmdOutputObservation(content='', command_id=0, command='foo')
observation.tool_call_metadata = tool_call_metadata
# When both events are provided, the agent should get three messages:
# 1. The system message,
# 2. The action message, and
# 3. The observation message
mock_state.history = [action, observation]
messages = agent._get_messages(mock_state.history)
assert len(messages) == 3
# The same should hold if the events are presented out-of-order
mock_state.history = [observation, action]
messages = agent._get_messages(mock_state.history)
assert len(messages) == 3
# If only one of the two events is present, then we should just get the system message
mock_state.history = [action]
messages = agent._get_messages(mock_state.history)
assert len(messages) == 1
mock_state.history = [observation]
messages = agent._get_messages(mock_state.history)
assert len(messages) == 1
def test_enhance_messages_adds_newlines_between_consecutive_user_messages(
agent: CodeActAgent,
):
"""Test that _enhance_messages adds newlines between consecutive user messages."""
# Set up the prompt manager
agent.prompt_manager = Mock()
agent.prompt_manager.add_examples_to_initial_message = Mock()
agent.prompt_manager.add_info_to_initial_message = Mock()
agent.prompt_manager.enhance_message = Mock()
# Create consecutive user messages with various content types
messages = [
# First user message with TextContent only
Message(role='user', content=[TextContent(text='First user message')]),
# Second user message with TextContent only - should get newlines added
Message(role='user', content=[TextContent(text='Second user message')]),
# Assistant message
Message(role='assistant', content=[TextContent(text='Assistant response')]),
# Third user message with TextContent only - shouldn't get newlines
Message(role='user', content=[TextContent(text='Third user message')]),
# Fourth user message with ImageContent first, TextContent second - should get newlines
Message(
role='user',
content=[
ImageContent(image_urls=['https://example.com/image.jpg']),
TextContent(text='Fourth user message with image'),
],
),
# Fifth user message with only ImageContent - no TextContent to modify
Message(
role='user',
content=[
ImageContent(image_urls=['https://example.com/another-image.jpg'])
],
),
]
# Call _enhance_messages
enhanced_messages = agent._enhance_messages(messages)
# Verify newlines were added correctly
assert enhanced_messages[1].content[0].text.startswith('\n\n')
assert enhanced_messages[1].content[0].text == '\n\nSecond user message'
# Third message follows assistant, so shouldn't have newlines
assert not enhanced_messages[3].content[0].text.startswith('\n\n')
assert enhanced_messages[3].content[0].text == 'Third user message'
# Fourth message follows user, so should have newlines in its TextContent
assert enhanced_messages[4].content[1].text.startswith('\n\n')
assert enhanced_messages[4].content[1].text == '\n\nFourth user message with image'
# Fifth message only has ImageContent, no TextContent to modify
assert len(enhanced_messages[5].content) == 1
assert isinstance(enhanced_messages[5].content[0], ImageContent)