import logging
from unittest.mock import Mock, patch

import pytest
from pytest import TempPathFactory

from openhands.controller.agent_controller import AgentController
from openhands.controller.state.state import State
from openhands.controller.stuck import StuckDetector
from openhands.events.action import CmdRunAction, FileReadAction, MessageAction
from openhands.events.action.commands import IPythonRunCellAction
from openhands.events.observation import (
    CmdOutputObservation,
    FileReadObservation,
)
from openhands.events.observation.agent import AgentCondensationObservation
from openhands.events.observation.commands import IPythonRunCellObservation
from openhands.events.observation.empty import NullObservation
from openhands.events.observation.error import ErrorObservation
from openhands.events.stream import EventSource, EventStream
from openhands.storage import get_file_store


def collect_events(stream):
    return [event for event in stream.get_events()]


logging.basicConfig(level=logging.DEBUG)

jupyter_line_1 = '\n[Jupyter current working directory:'
jupyter_line_2 = '\n[Jupyter Python interpreter:'
code_snippet = """
edit_file_by_replace(
    'book_store.py',
    to_replace=\"""def total(basket):
    if not basket:
        return 0
"""


@pytest.fixture
def temp_dir(tmp_path_factory: TempPathFactory) -> str:
    return str(tmp_path_factory.mktemp('test_is_stuck'))


@pytest.fixture
def event_stream(temp_dir):
    file_store = get_file_store('local', temp_dir)
    event_stream = EventStream('asdf', file_store)
    yield event_stream
    # clear after each test
    event_stream.clear()


class TestStuckDetector:
    @pytest.fixture
    def stuck_detector(self):
        state = State(inputs={}, max_iterations=50)
        state.history = []  # Initialize history as an empty list
        return StuckDetector(state)

    def _impl_syntax_error_events(
        self,
        state: State,
        error_message: str,
        random_line: bool,
        incidents: int = 4,
    ):
        for i in range(incidents):
            ipython_action = IPythonRunCellAction(code=code_snippet)
            state.history.append(ipython_action)
            extra_number = (i + 1) * 10 if random_line else '42'
            extra_line = '\n' * (i + 1) if random_line else ''
            ipython_observation = IPythonRunCellObservation(
                content=f'  Cell In[1], line {extra_number}\n'
                'to_replace="""def largest(min_factor, max_factor):\n            ^\n'
                f'{error_message}{extra_line}' + jupyter_line_1 + jupyter_line_2,
                code=code_snippet,
            )
            # ipython_observation._cause = ipython_action._id
            state.history.append(ipython_observation)

    def _impl_unterminated_string_error_events(
        self, state: State, random_line: bool, incidents: int = 4
    ):
        for i in range(incidents):
            ipython_action = IPythonRunCellAction(code=code_snippet)
            state.history.append(ipython_action)
            line_number = (i + 1) * 10 if random_line else '1'
            ipython_observation = IPythonRunCellObservation(
                content=f'print("  Cell In[1], line {line_number}\nhello\n       ^\nSyntaxError: unterminated string literal (detected at line {line_number})'
                + jupyter_line_1
                + jupyter_line_2,
                code=code_snippet,
            )
            # ipython_observation._cause = ipython_action._
            state.history.append(ipython_observation)

    def test_history_too_short(self, stuck_detector: StuckDetector):
        state = stuck_detector.state
        message_action = MessageAction(content='Hello', wait_for_response=False)
        message_action._source = EventSource.USER
        observation = NullObservation(content='')
        # observation._cause = message_action.id
        state.history.append(message_action)
        state.history.append(observation)

        cmd_action = CmdRunAction(command='ls')
        state.history.append(cmd_action)
        cmd_observation = CmdOutputObservation(
            command='ls', content='file1.txt\nfile2.txt'
        )
        # cmd_observation._cause = cmd_action._id
        state.history.append(cmd_observation)

        assert stuck_detector.is_stuck(headless_mode=True) is False

    def test_interactive_mode_resets_after_user_message(
        self, stuck_detector: StuckDetector
    ):
        state = stuck_detector.state

        # First add some actions that would be stuck in non-UI mode
        for i in range(4):
            cmd_action = CmdRunAction(command='ls')
            cmd_action._id = i
            state.history.append(cmd_action)
            cmd_observation = CmdOutputObservation(
                content='', command='ls', command_id=i
            )
            cmd_observation._cause = cmd_action._id
            state.history.append(cmd_observation)

        # In headless mode, this should be stuck
        assert stuck_detector.is_stuck(headless_mode=True) is True

        # with the UI, it will ALSO be stuck initially
        assert stuck_detector.is_stuck(headless_mode=False) is True

        # Add a user message
        message_action = MessageAction(content='Hello', wait_for_response=False)
        message_action._source = EventSource.USER
        state.history.append(message_action)

        # In not-headless mode, this should not be stuck because we ignore history before user message
        assert stuck_detector.is_stuck(headless_mode=False) is False

        # But in headless mode, this should be still stuck because user messages do not count
        assert stuck_detector.is_stuck(headless_mode=True) is True

        # Add two more identical actions - still not stuck because we need at least 3
        for i in range(2):
            cmd_action = CmdRunAction(command='ls')
            cmd_action._id = i + 4
            state.history.append(cmd_action)
            cmd_observation = CmdOutputObservation(
                content='', command='ls', command_id=i + 4
            )
            cmd_observation._cause = cmd_action._id
            state.history.append(cmd_observation)

        assert stuck_detector.is_stuck(headless_mode=False) is False

        # Add two more identical actions - now it should be stuck
        for i in range(2):
            cmd_action = CmdRunAction(command='ls')
            cmd_action._id = i + 6
            state.history.append(cmd_action)
            cmd_observation = CmdOutputObservation(
                content='', command='ls', command_id=i + 6
            )
            cmd_observation._cause = cmd_action._id
            state.history.append(cmd_observation)

        assert stuck_detector.is_stuck(headless_mode=False) is True

    def test_is_stuck_repeating_action_observation(self, stuck_detector: StuckDetector):
        state = stuck_detector.state
        message_action = MessageAction(content='Done', wait_for_response=False)
        message_action._source = EventSource.USER

        hello_action = MessageAction(content='Hello', wait_for_response=False)
        hello_observation = NullObservation('')

        # 2 events
        state.history.append(hello_action)
        state.history.append(hello_observation)

        cmd_action_1 = CmdRunAction(command='ls')
        cmd_action_1._id = 1
        state.history.append(cmd_action_1)
        cmd_observation_1 = CmdOutputObservation(content='', command='ls')
        cmd_observation_1._cause = cmd_action_1._id
        state.history.append(cmd_observation_1)
        # 4 events

        cmd_action_2 = CmdRunAction(command='ls')
        cmd_action_2._id = 2
        state.history.append(cmd_action_2)
        cmd_observation_2 = CmdOutputObservation(content='', command='ls')
        cmd_observation_2._cause = cmd_action_2._id
        state.history.append(cmd_observation_2)
        # 6 events

        # random user message just because we can
        message_null_observation = NullObservation(content='')
        state.history.append(message_action)
        state.history.append(message_null_observation)
        # 8 events

        assert stuck_detector.is_stuck(headless_mode=True) is False

        cmd_action_3 = CmdRunAction(command='ls')
        cmd_action_3._id = 3
        state.history.append(cmd_action_3)
        cmd_observation_3 = CmdOutputObservation(content='', command='ls')
        cmd_observation_3._cause = cmd_action_3._id
        state.history.append(cmd_observation_3)
        # 10 events

        assert len(state.history) == 10
        assert stuck_detector.is_stuck(headless_mode=True) is False

        cmd_action_4 = CmdRunAction(command='ls')
        cmd_action_4._id = 4
        state.history.append(cmd_action_4)
        cmd_observation_4 = CmdOutputObservation(content='', command='ls')
        cmd_observation_4._cause = cmd_action_4._id
        state.history.append(cmd_observation_4)
        # 12 events

        assert len(state.history) == 12

        with patch('logging.Logger.warning') as mock_warning:
            assert stuck_detector.is_stuck(headless_mode=True) is True
            mock_warning.assert_called_once_with('Action, Observation loop detected')

    def test_is_stuck_repeating_action_error(self, stuck_detector: StuckDetector):
        state = stuck_detector.state
        # (action, error_observation), not necessarily the same error
        message_action = MessageAction(content='Done', wait_for_response=False)
        message_action._source = EventSource.USER

        hello_action = MessageAction(content='Hello', wait_for_response=False)
        hello_observation = NullObservation(content='')
        state.history.append(hello_action)
        # hello_observation._cause = hello_action._id
        state.history.append(hello_observation)
        # 2 events

        cmd_action_1 = CmdRunAction(command='invalid_command')
        state.history.append(cmd_action_1)
        error_observation_1 = ErrorObservation(content='Command not found')
        # error_observation_1._cause = cmd_action_1._id
        state.history.append(error_observation_1)
        # 4 events

        cmd_action_2 = CmdRunAction(command='invalid_command')
        state.history.append(cmd_action_2)
        error_observation_2 = ErrorObservation(
            content='Command still not found or another error'
        )
        # error_observation_2._cause = cmd_action_2._id
        state.history.append(error_observation_2)
        # 6 events

        message_null_observation = NullObservation(content='')
        state.history.append(message_action)
        state.history.append(message_null_observation)
        # 8 events

        cmd_action_3 = CmdRunAction(command='invalid_command')
        state.history.append(cmd_action_3)
        error_observation_3 = ErrorObservation(content='Different error')
        # error_observation_3._cause = cmd_action_3._id
        state.history.append(error_observation_3)
        # 10 events

        cmd_action_4 = CmdRunAction(command='invalid_command')
        state.history.append(cmd_action_4)
        error_observation_4 = ErrorObservation(content='Command not found')
        # error_observation_4._cause = cmd_action_4._id
        state.history.append(error_observation_4)
        # 12 events

        with patch('logging.Logger.warning') as mock_warning:
            assert stuck_detector.is_stuck(headless_mode=True) is True
            mock_warning.assert_called_once_with(
                'Action, ErrorObservation loop detected'
            )

    def test_is_stuck_invalid_syntax_error(self, stuck_detector: StuckDetector):
        state = stuck_detector.state
        self._impl_syntax_error_events(
            state,
            error_message='SyntaxError: invalid syntax. Perhaps you forgot a comma?',
            random_line=False,
        )

        with patch('logging.Logger.warning'):
            assert stuck_detector.is_stuck(headless_mode=True) is True

    def test_is_not_stuck_invalid_syntax_error_random_lines(
        self, stuck_detector: StuckDetector
    ):
        state = stuck_detector.state
        self._impl_syntax_error_events(
            state,
            error_message='SyntaxError: invalid syntax. Perhaps you forgot a comma?',
            random_line=True,
        )

        with patch('logging.Logger.warning'):
            assert stuck_detector.is_stuck(headless_mode=True) is False

    def test_is_not_stuck_invalid_syntax_error_only_three_incidents(
        self, stuck_detector: StuckDetector
    ):
        state = stuck_detector.state
        self._impl_syntax_error_events(
            state,
            error_message='SyntaxError: invalid syntax. Perhaps you forgot a comma?',
            random_line=True,
            incidents=3,
        )

        with patch('logging.Logger.warning'):
            assert stuck_detector.is_stuck(headless_mode=True) is False

    def test_is_stuck_incomplete_input_error(self, stuck_detector: StuckDetector):
        state = stuck_detector.state
        self._impl_syntax_error_events(
            state,
            error_message='SyntaxError: incomplete input',
            random_line=False,
        )

        with patch('logging.Logger.warning'):
            assert stuck_detector.is_stuck(headless_mode=True) is True

    def test_is_not_stuck_incomplete_input_error(self, stuck_detector: StuckDetector):
        state = stuck_detector.state
        self._impl_syntax_error_events(
            state,
            error_message='SyntaxError: incomplete input',
            random_line=True,
        )

        with patch('logging.Logger.warning'):
            assert stuck_detector.is_stuck(headless_mode=True) is False

    def test_is_not_stuck_ipython_unterminated_string_error_random_lines(
        self, stuck_detector: StuckDetector
    ):
        state = stuck_detector.state
        self._impl_unterminated_string_error_events(state, random_line=True)

        with patch('logging.Logger.warning'):
            assert stuck_detector.is_stuck(headless_mode=True) is False

    def test_is_not_stuck_ipython_unterminated_string_error_only_three_incidents(
        self, stuck_detector: StuckDetector
    ):
        state = stuck_detector.state
        self._impl_unterminated_string_error_events(
            state, random_line=False, incidents=3
        )

        with patch('logging.Logger.warning'):
            assert stuck_detector.is_stuck(headless_mode=True) is False

    def test_is_stuck_ipython_unterminated_string_error(
        self, stuck_detector: StuckDetector
    ):
        state = stuck_detector.state
        self._impl_unterminated_string_error_events(state, random_line=False)

        with patch('logging.Logger.warning'):
            assert stuck_detector.is_stuck(headless_mode=True) is True

    def test_is_not_stuck_ipython_syntax_error_not_at_end(
        self, stuck_detector: StuckDetector
    ):
        state = stuck_detector.state
        # this test is to make sure we don't get false positives
        # since the "at line x" is changing in between!
        ipython_action_1 = IPythonRunCellAction(code='print("hello')
        state.history.append(ipython_action_1)
        ipython_observation_1 = IPythonRunCellObservation(
            content='print("hello\n       ^\nSyntaxError: unterminated string literal (detected at line 1)\nThis is some additional output',
            code='print("hello',
        )
        # ipython_observation_1._cause = ipython_action_1._id
        state.history.append(ipython_observation_1)

        ipython_action_2 = IPythonRunCellAction(code='print("hello')
        state.history.append(ipython_action_2)
        ipython_observation_2 = IPythonRunCellObservation(
            content='print("hello\n       ^\nSyntaxError: unterminated string literal (detected at line 1)\nToo much output here on and on',
            code='print("hello',
        )
        # ipython_observation_2._cause = ipython_action_2._id
        state.history.append(ipython_observation_2)

        ipython_action_3 = IPythonRunCellAction(code='print("hello')
        state.history.append(ipython_action_3)
        ipython_observation_3 = IPythonRunCellObservation(
            content='print("hello\n       ^\nSyntaxError: unterminated string literal (detected at line 3)\nEnough',
            code='print("hello',
        )
        # ipython_observation_3._cause = ipython_action_3._id
        state.history.append(ipython_observation_3)

        ipython_action_4 = IPythonRunCellAction(code='print("hello')
        state.history.append(ipython_action_4)
        ipython_observation_4 = IPythonRunCellObservation(
            content='print("hello\n       ^\nSyntaxError: unterminated string literal (detected at line 2)\nLast line of output',
            code='print("hello',
        )
        # ipython_observation_4._cause = ipython_action_4._id
        state.history.append(ipython_observation_4)

        with patch('logging.Logger.warning') as mock_warning:
            assert stuck_detector.is_stuck(headless_mode=True) is False
            mock_warning.assert_not_called()

    def test_is_stuck_repeating_action_observation_pattern(
        self, stuck_detector: StuckDetector
    ):
        state = stuck_detector.state
        message_action = MessageAction(content='Come on', wait_for_response=False)
        message_action._source = EventSource.USER
        state.history.append(message_action)
        message_observation = NullObservation(content='')
        state.history.append(message_observation)

        cmd_action_1 = CmdRunAction(command='ls')
        state.history.append(cmd_action_1)
        cmd_observation_1 = CmdOutputObservation(
            command='ls', content='file1.txt\nfile2.txt'
        )
        # cmd_observation_1._cause = cmd_action_1._id
        state.history.append(cmd_observation_1)

        read_action_1 = FileReadAction(path='file1.txt')
        state.history.append(read_action_1)
        read_observation_1 = FileReadObservation(
            content='File content', path='file1.txt'
        )
        # read_observation_1._cause = read_action_1._id
        state.history.append(read_observation_1)

        cmd_action_2 = CmdRunAction(command='ls')
        state.history.append(cmd_action_2)
        cmd_observation_2 = CmdOutputObservation(
            command='ls', content='file1.txt\nfile2.txt'
        )
        # cmd_observation_2._cause = cmd_action_2._id
        state.history.append(cmd_observation_2)

        read_action_2 = FileReadAction(path='file1.txt')
        state.history.append(read_action_2)
        read_observation_2 = FileReadObservation(
            content='File content', path='file1.txt'
        )
        # read_observation_2._cause = read_action_2._id
        state.history.append(read_observation_2)

        message_action = MessageAction(content='Come on', wait_for_response=False)
        message_action._source = EventSource.USER
        state.history.append(message_action)

        message_null_observation = NullObservation(content='')
        state.history.append(message_null_observation)

        cmd_action_3 = CmdRunAction(command='ls')
        state.history.append(cmd_action_3)
        cmd_observation_3 = CmdOutputObservation(
            command='ls', content='file1.txt\nfile2.txt'
        )
        # cmd_observation_3._cause = cmd_action_3._id
        state.history.append(cmd_observation_3)

        read_action_3 = FileReadAction(path='file1.txt')
        state.history.append(read_action_3)
        read_observation_3 = FileReadObservation(
            content='File content', path='file1.txt'
        )
        # read_observation_3._cause = read_action_3._id
        state.history.append(read_observation_3)

        with patch('logging.Logger.warning') as mock_warning:
            assert stuck_detector.is_stuck(headless_mode=True) is True
            mock_warning.assert_called_once_with('Action, Observation pattern detected')

    def test_is_stuck_not_stuck(self, stuck_detector: StuckDetector):
        state = stuck_detector.state
        message_action = MessageAction(content='Done', wait_for_response=False)
        message_action._source = EventSource.USER

        hello_action = MessageAction(content='Hello', wait_for_response=False)
        state.history.append(hello_action)
        hello_observation = NullObservation(content='')
        # hello_observation._cause = hello_action._id
        state.history.append(hello_observation)

        cmd_action_1 = CmdRunAction(command='ls')
        state.history.append(cmd_action_1)
        cmd_observation_1 = CmdOutputObservation(
            command='ls', content='file1.txt\nfile2.txt'
        )
        # cmd_observation_1._cause = cmd_action_1._id
        state.history.append(cmd_observation_1)

        read_action_1 = FileReadAction(path='file1.txt')
        state.history.append(read_action_1)
        read_observation_1 = FileReadObservation(
            content='File content', path='file1.txt'
        )
        # read_observation_1._cause = read_action_1._id
        state.history.append(read_observation_1)

        cmd_action_2 = CmdRunAction(command='pwd')
        state.history.append(cmd_action_2)
        cmd_observation_2 = CmdOutputObservation(command='pwd', content='/home/user')
        # cmd_observation_2._cause = cmd_action_2._id
        state.history.append(cmd_observation_2)

        read_action_2 = FileReadAction(path='file2.txt')
        state.history.append(read_action_2)
        read_observation_2 = FileReadObservation(
            content='Another file content', path='file2.txt'
        )
        # read_observation_2._cause = read_action_2._id
        state.history.append(read_observation_2)

        message_null_observation = NullObservation(content='')
        state.history.append(message_action)
        state.history.append(message_null_observation)

        cmd_action_3 = CmdRunAction(command='pwd')
        state.history.append(cmd_action_3)
        cmd_observation_3 = CmdOutputObservation(command='pwd', content='/home/user')
        # cmd_observation_3._cause = cmd_action_3._id
        state.history.append(cmd_observation_3)

        read_action_3 = FileReadAction(path='file2.txt')
        state.history.append(read_action_3)
        read_observation_3 = FileReadObservation(
            content='Another file content', path='file2.txt'
        )
        # read_observation_3._cause = read_action_3._id
        state.history.append(read_observation_3)

        assert stuck_detector.is_stuck(headless_mode=True) is False

    def test_is_stuck_monologue(self, stuck_detector):
        state = stuck_detector.state
        # Add events to the history list directly
        message_action_1 = MessageAction(content='Hi there!')
        message_action_1._source = EventSource.USER
        state.history.append(message_action_1)
        message_action_2 = MessageAction(content='Hi there!')
        message_action_2._source = EventSource.AGENT
        state.history.append(message_action_2)
        message_action_3 = MessageAction(content='How are you?')
        message_action_3._source = EventSource.USER
        state.history.append(message_action_3)

        cmd_kill_action = CmdRunAction(
            command='echo 42', thought="I'm not stuck, he's stuck"
        )
        state.history.append(cmd_kill_action)

        message_action_4 = MessageAction(content="I'm doing well, thanks for asking.")
        message_action_4._source = EventSource.AGENT
        state.history.append(message_action_4)
        message_action_5 = MessageAction(content="I'm doing well, thanks for asking.")
        message_action_5._source = EventSource.AGENT
        state.history.append(message_action_5)
        message_action_6 = MessageAction(content="I'm doing well, thanks for asking.")
        message_action_6._source = EventSource.AGENT
        state.history.append(message_action_6)

        assert stuck_detector.is_stuck(headless_mode=True)

        # Add an observation event between the repeated message actions
        cmd_output_observation = CmdOutputObservation(
            content='OK, I was stuck, but no more.',
            command='storybook',
            exit_code=0,
        )
        # cmd_output_observation._cause = cmd_kill_action._id
        state.history.append(cmd_output_observation)

        message_action_7 = MessageAction(content="I'm doing well, thanks for asking.")
        message_action_7._source = EventSource.AGENT
        state.history.append(message_action_7)
        message_action_8 = MessageAction(content="I'm doing well, thanks for asking.")
        message_action_8._source = EventSource.AGENT
        state.history.append(message_action_8)

        with patch('logging.Logger.warning'):
            assert not stuck_detector.is_stuck(headless_mode=True)

    def test_is_stuck_context_window_error_loop(self, stuck_detector):
        """Test that we detect when we're stuck in a loop of context window errors."""
        state = stuck_detector.state

        # Add some initial events
        message_action = MessageAction(content='Hello', wait_for_response=False)
        message_action._source = EventSource.USER
        state.history.append(message_action)
        message_observation = NullObservation(content='')
        state.history.append(message_observation)

        # Add three consecutive condensation events (should detect as stuck)
        for _ in range(3):
            condensation = AgentCondensationObservation(
                content='Trimming prompt to meet context window limitations'
            )
            state.history.append(condensation)

        with patch('logging.Logger.warning') as mock_warning:
            assert stuck_detector.is_stuck(headless_mode=True) is True
            mock_warning.assert_called_once_with(
                'Context window error loop detected - repeated condensation events'
            )

    def test_is_not_stuck_context_window_error_with_other_events(self, stuck_detector):
        """Test that we don't detect a loop when there are other events between condensation events."""
        state = stuck_detector.state

        # Add some initial events
        message_action = MessageAction(content='Hello', wait_for_response=False)
        message_action._source = EventSource.USER
        state.history.append(message_action)
        message_observation = NullObservation(content='')
        state.history.append(message_observation)

        # Add condensation events with other events between them
        condensation1 = AgentCondensationObservation(
            content='Trimming prompt to meet context window limitations'
        )
        state.history.append(condensation1)

        # Add some other events between condensation events
        cmd_action = CmdRunAction(command='ls')
        state.history.append(cmd_action)
        cmd_observation = CmdOutputObservation(
            command='ls', content='file1.txt\nfile2.txt'
        )
        state.history.append(cmd_observation)

        condensation2 = AgentCondensationObservation(
            content='Trimming prompt to meet context window limitations'
        )
        state.history.append(condensation2)

        # Add more other events
        read_action = FileReadAction(path='file1.txt')
        state.history.append(read_action)
        read_observation = FileReadObservation(content='File content', path='file1.txt')
        state.history.append(read_observation)

        condensation3 = AgentCondensationObservation(
            content='Trimming prompt to meet context window limitations'
        )
        state.history.append(condensation3)

        with patch('logging.Logger.warning') as mock_warning:
            assert stuck_detector.is_stuck(headless_mode=True) is False
            mock_warning.assert_not_called()

    def test_is_not_stuck_context_window_error_less_than_three(self, stuck_detector):
        """Test that we don't detect a loop with less than three condensation events."""
        state = stuck_detector.state

        # Add some initial events
        message_action = MessageAction(content='Hello', wait_for_response=False)
        message_action._source = EventSource.USER
        state.history.append(message_action)
        message_observation = NullObservation(content='')
        state.history.append(message_observation)

        # Add only two condensation events (should not detect as stuck)
        for _ in range(2):
            condensation = AgentCondensationObservation(
                content='Trimming prompt to meet context window limitations'
            )
            state.history.append(condensation)

        with patch('logging.Logger.warning') as mock_warning:
            assert stuck_detector.is_stuck(headless_mode=True) is False
            mock_warning.assert_not_called()

    def test_is_stuck_context_window_error_with_user_messages(self, stuck_detector):
        """Test that we still detect a loop even with user messages between condensation events.

        User messages are filtered out in the stuck detection logic, so they shouldn't
        prevent us from detecting a loop of condensation events.
        """
        state = stuck_detector.state

        # Add some initial events
        message_action = MessageAction(content='Hello', wait_for_response=False)
        message_action._source = EventSource.USER
        state.history.append(message_action)
        message_observation = NullObservation(content='')
        state.history.append(message_observation)

        # Add condensation events with user messages between them
        condensation1 = AgentCondensationObservation(
            content='Trimming prompt to meet context window limitations'
        )
        state.history.append(condensation1)

        # Add user message between condensation events
        user_message = MessageAction(content='Please continue', wait_for_response=False)
        user_message._source = EventSource.USER
        state.history.append(user_message)
        user_observation = NullObservation(content='')
        state.history.append(user_observation)

        condensation2 = AgentCondensationObservation(
            content='Trimming prompt to meet context window limitations'
        )
        state.history.append(condensation2)

        # Add another user message
        user_message2 = MessageAction(content='Keep going', wait_for_response=False)
        user_message2._source = EventSource.USER
        state.history.append(user_message2)
        user_observation2 = NullObservation(content='')
        state.history.append(user_observation2)

        condensation3 = AgentCondensationObservation(
            content='Trimming prompt to meet context window limitations'
        )
        state.history.append(condensation3)

        with patch('logging.Logger.warning') as mock_warning:
            assert stuck_detector.is_stuck(headless_mode=True) is True
            mock_warning.assert_called_once_with(
                'Context window error loop detected - repeated condensation events'
            )

    def test_is_not_stuck_context_window_error_in_non_headless(self, stuck_detector):
        """Test that in non-headless mode, we don't detect a loop if the condensation events
        are before the last user message.

        In non-headless mode, we only look at events after the last user message.
        """
        state = stuck_detector.state

        # Add condensation events first
        for _ in range(3):
            condensation = AgentCondensationObservation(
                content='Trimming prompt to meet context window limitations'
            )
            state.history.append(condensation)

        # Add a user message at the end
        user_message = MessageAction(content='Please continue', wait_for_response=False)
        user_message._source = EventSource.USER
        state.history.append(user_message)
        user_observation = NullObservation(content='')
        state.history.append(user_observation)

        with patch('logging.Logger.warning') as mock_warning:
            # In headless mode, we should detect the loop
            assert stuck_detector.is_stuck(headless_mode=True) is True
            mock_warning.assert_called_once_with(
                'Context window error loop detected - repeated condensation events'
            )

            # Reset mock for next assertion
            mock_warning.reset_mock()

            # In non-headless mode, we should NOT detect the loop since we only look
            # at events after the last user message
            assert stuck_detector.is_stuck(headless_mode=False) is False
            mock_warning.assert_not_called()


class TestAgentController:
    @pytest.fixture
    def controller(self):
        controller = Mock(spec=AgentController)
        controller._is_stuck = AgentController._is_stuck.__get__(
            controller, AgentController
        )
        controller.delegate = None
        controller.state = Mock()
        return controller

    def test_is_stuck_delegate_stuck(self, controller: AgentController):
        controller.delegate = Mock()
        controller.delegate._is_stuck.return_value = True
        assert controller._is_stuck() is True
