import asyncio
import json
import time
from logging import LoggerAdapter
from types import MappingProxyType
from typing import Callable, cast

from openhands.controller import AgentController
from openhands.controller.agent import Agent
from openhands.controller.replay import ReplayManager
from openhands.controller.state.state import State
from openhands.core.config import AgentConfig, LLMConfig, OpenHandsConfig
from openhands.core.exceptions import AgentRuntimeUnavailableError
from openhands.core.logger import OpenHandsLoggerAdapter
from openhands.core.schema.agent import AgentState
from openhands.events.action import ChangeAgentStateAction, MessageAction
from openhands.events.event import Event, EventSource
from openhands.events.stream import EventStream
from openhands.integrations.provider import (
    CUSTOM_SECRETS_TYPE,
    PROVIDER_TOKEN_TYPE,
    ProviderHandler,
)
from openhands.llm.llm_registry import LLMRegistry
from openhands.mcp import add_mcp_tools_to_agent
from openhands.memory.memory import Memory
from openhands.microagent.microagent import BaseMicroagent
from openhands.runtime import get_runtime_cls
from openhands.runtime.base import Runtime
from openhands.runtime.impl.remote.remote_runtime import RemoteRuntime
from openhands.runtime.runtime_status import RuntimeStatus
from openhands.server.services.conversation_stats import ConversationStats
from openhands.storage.data_models.user_secrets import UserSecrets
from openhands.storage.files import FileStore
from openhands.utils.async_utils import EXECUTOR, call_sync_from_async
from openhands.utils.shutdown_listener import should_continue

WAIT_TIME_BEFORE_CLOSE = 90
WAIT_TIME_BEFORE_CLOSE_INTERVAL = 5


class AgentSession:
    """Represents a session with an Agent

    Attributes:
        controller: The AgentController instance for controlling the agent.
    """

    sid: str
    user_id: str | None
    event_stream: EventStream
    llm_registry: LLMRegistry
    file_store: FileStore
    controller: AgentController | None = None
    runtime: Runtime | None = None

    memory: Memory | None = None
    _starting: bool = False
    _started_at: float = 0
    _closed: bool = False
    loop: asyncio.AbstractEventLoop | None = None
    logger: LoggerAdapter

    def __init__(
        self,
        sid: str,
        file_store: FileStore,
        llm_registry: LLMRegistry,
        conversation_stats: ConversationStats,
        status_callback: Callable | None = None,
        user_id: str | None = None,
    ) -> None:
        """Initializes a new instance of the Session class

        Parameters:
        - sid: The session ID
        - file_store: Instance of the FileStore
        """
        self.sid = sid
        self.event_stream = EventStream(sid, file_store, user_id)
        self.file_store = file_store
        self._status_callback = status_callback
        self.user_id = user_id
        self.logger = OpenHandsLoggerAdapter(
            extra={'session_id': sid, 'user_id': user_id}
        )
        self.llm_registry = llm_registry
        self.conversation_stats = conversation_stats

    async def start(
        self,
        runtime_name: str,
        config: OpenHandsConfig,
        agent: Agent,
        max_iterations: int,
        git_provider_tokens: PROVIDER_TOKEN_TYPE | None = None,
        custom_secrets: CUSTOM_SECRETS_TYPE | None = None,
        max_budget_per_task: float | None = None,
        agent_to_llm_config: dict[str, LLMConfig] | None = None,
        agent_configs: dict[str, AgentConfig] | None = None,
        selected_repository: str | None = None,
        selected_branch: str | None = None,
        initial_message: MessageAction | None = None,
        conversation_instructions: str | None = None,
        replay_json: str | None = None,
    ) -> None:
        """Starts the Agent session
        Parameters:
        - runtime_name: The name of the runtime associated with the session
        - config:
        - agent:
        - max_iterations:
        - max_budget_per_task:
        - agent_to_llm_config:
        - agent_configs:
        """
        if self.controller or self.runtime:
            raise RuntimeError(
                'Session already started. You need to close this session and start a new one.'
            )

        if self._closed:
            self.logger.warning('Session closed before starting')
            return
        self._starting = True
        started_at = time.time()
        self._started_at = started_at
        finished = False  # For monitoring
        runtime_connected = False
        restored_state = False
        custom_secrets_handler = UserSecrets(
            custom_secrets=custom_secrets if custom_secrets else {}  # type: ignore[arg-type]
        )
        try:
            runtime_connected = await self._create_runtime(
                runtime_name=runtime_name,
                config=config,
                agent=agent,
                git_provider_tokens=git_provider_tokens,
                custom_secrets=custom_secrets,
                selected_repository=selected_repository,
                selected_branch=selected_branch,
            )

            repo_directory = None
            if self.runtime and runtime_connected and selected_repository:
                repo_directory = selected_repository.split('/')[-1]

            if git_provider_tokens:
                provider_handler = ProviderHandler(provider_tokens=git_provider_tokens)
                await provider_handler.set_event_stream_secrets(self.event_stream)

            if custom_secrets:
                custom_secrets_handler.set_event_stream_secrets(self.event_stream)

            self.memory = await self._create_memory(
                selected_repository=selected_repository,
                repo_directory=repo_directory,
                selected_branch=selected_branch,
                conversation_instructions=conversation_instructions,
                custom_secrets_descriptions=custom_secrets_handler.get_custom_secrets_descriptions(),
                working_dir=config.workspace_mount_path_in_sandbox,
            )

            # NOTE: this needs to happen before controller is created
            # so MCP tools can be included into the SystemMessageAction
            if self.runtime and runtime_connected and agent.config.enable_mcp:
                await add_mcp_tools_to_agent(agent, self.runtime, self.memory)

            if replay_json:
                initial_message = self._run_replay(
                    initial_message,
                    replay_json,
                    agent,
                    config,
                    max_iterations,
                    max_budget_per_task,
                    agent_to_llm_config,
                    agent_configs,
                )
            else:
                self.controller, restored_state = self._create_controller(
                    agent,
                    config.security.confirmation_mode,
                    max_iterations,
                    max_budget_per_task=max_budget_per_task,
                    agent_to_llm_config=agent_to_llm_config,
                    agent_configs=agent_configs,
                )

            if not self._closed:
                if initial_message:
                    self.event_stream.add_event(initial_message, EventSource.USER)
                    self.event_stream.add_event(
                        ChangeAgentStateAction(AgentState.RUNNING),
                        EventSource.ENVIRONMENT,
                    )
                else:
                    self.event_stream.add_event(
                        ChangeAgentStateAction(AgentState.AWAITING_USER_INPUT),
                        EventSource.ENVIRONMENT,
                    )
            finished = True
        finally:
            self._starting = False
            success = finished and runtime_connected
            duration = time.time() - started_at

            log_metadata = {
                'signal': 'agent_session_start',
                'success': success,
                'duration': duration,
                'restored_state': restored_state,
            }
            if success:
                self.logger.info(
                    f'Agent session start succeeded in {duration}s', extra=log_metadata
                )
            else:
                self.logger.error(
                    f'Agent session start failed in {duration}s', extra=log_metadata
                )

    async def close(self) -> None:
        """Closes the Agent session"""
        if self._closed:
            return
        self._closed = True
        while self._starting and should_continue():
            self.logger.debug(
                f'Waiting for initialization to finish before closing session {self.sid}'
            )
            await asyncio.sleep(WAIT_TIME_BEFORE_CLOSE_INTERVAL)
            if time.time() <= self._started_at + WAIT_TIME_BEFORE_CLOSE:
                self.logger.error(
                    f'Waited too long for initialization to finish before closing session {self.sid}'
                )
                break
        if self.event_stream is not None:
            self.event_stream.close()
        if self.controller is not None:
            self.controller.save_state()
            await self.controller.close()
        if self.runtime is not None:
            EXECUTOR.submit(self.runtime.close)

    def _run_replay(
        self,
        initial_message: MessageAction | None,
        replay_json: str,
        agent: Agent,
        config: OpenHandsConfig,
        max_iterations: int,
        max_budget_per_task: float | None,
        agent_to_llm_config: dict[str, LLMConfig] | None,
        agent_configs: dict[str, AgentConfig] | None,
    ) -> MessageAction:
        """Replays a trajectory from a JSON file. Note that once the replay session
        finishes, the controller will continue to run with further user instructions,
        so we still need to pass llm configs, budget, etc., even though the replay
        itself does not call LLM or cost money.
        """
        assert initial_message is None
        replay_events = ReplayManager.get_replay_events(json.loads(replay_json))
        self.controller, _ = self._create_controller(
            agent,
            config.security.confirmation_mode,
            max_iterations,
            max_budget_per_task=max_budget_per_task,
            agent_to_llm_config=agent_to_llm_config,
            agent_configs=agent_configs,
            replay_events=replay_events[1:],
        )
        assert isinstance(replay_events[0], MessageAction)
        return replay_events[0]

    def override_provider_tokens_with_custom_secret(
        self,
        git_provider_tokens: PROVIDER_TOKEN_TYPE | None,
        custom_secrets: CUSTOM_SECRETS_TYPE | None,
    ):
        if git_provider_tokens and custom_secrets:
            # Use dictionary comprehension to avoid modifying dictionary during iteration
            tokens = {
                provider: token
                for provider, token in git_provider_tokens.items()
                if not (
                    ProviderHandler.get_provider_env_key(provider) in custom_secrets
                    or ProviderHandler.get_provider_env_key(provider).upper()
                    in custom_secrets
                )
            }
            return MappingProxyType(tokens)
        return git_provider_tokens

    async def _create_runtime(
        self,
        runtime_name: str,
        config: OpenHandsConfig,
        agent: Agent,
        git_provider_tokens: PROVIDER_TOKEN_TYPE | None = None,
        custom_secrets: CUSTOM_SECRETS_TYPE | None = None,
        selected_repository: str | None = None,
        selected_branch: str | None = None,
    ) -> bool:
        """Creates a runtime instance

        Parameters:
        - runtime_name: The name of the runtime associated with the session
        - config:
        - agent:

        Return True on successfully connected, False if could not connect.
        Raises if already created, possibly in other situations.
        """
        if self.runtime is not None:
            raise RuntimeError('Runtime already created')

        custom_secrets_handler = UserSecrets(custom_secrets=custom_secrets or {})  # type: ignore[arg-type]
        env_vars = custom_secrets_handler.get_env_vars()

        self.logger.debug(f'Initializing runtime `{runtime_name}` now...')
        runtime_cls = get_runtime_cls(runtime_name)
        if runtime_cls == RemoteRuntime:
            # If provider tokens is passed in custom secrets, then remove provider from provider tokens
            # We prioritize provider tokens set in custom secrets
            overrided_tokens = self.override_provider_tokens_with_custom_secret(
                git_provider_tokens, custom_secrets
            )

            self.runtime = runtime_cls(
                config=config,
                event_stream=self.event_stream,
                llm_registry=self.llm_registry,
                sid=self.sid,
                plugins=agent.sandbox_plugins,
                status_callback=self._status_callback,
                headless_mode=False,
                attach_to_existing=False,
                git_provider_tokens=overrided_tokens,
                env_vars=env_vars,
                user_id=self.user_id,
            )
        else:
            provider_handler = ProviderHandler(
                provider_tokens=git_provider_tokens
                or cast(PROVIDER_TOKEN_TYPE, MappingProxyType({}))
            )

            # Merge git provider tokens with custom secrets before passing over to runtime
            env_vars.update(await provider_handler.get_env_vars(expose_secrets=True))
            self.runtime = runtime_cls(
                config=config,
                event_stream=self.event_stream,
                llm_registry=self.llm_registry,
                sid=self.sid,
                plugins=agent.sandbox_plugins,
                status_callback=self._status_callback,
                headless_mode=False,
                attach_to_existing=False,
                env_vars=env_vars,
                git_provider_tokens=git_provider_tokens,
            )

        try:
            await self.runtime.connect()
        except AgentRuntimeUnavailableError as e:
            self.logger.error(f'Runtime initialization failed: {e}')
            if self._status_callback:
                self._status_callback(
                    'error', RuntimeStatus.ERROR_RUNTIME_DISCONNECTED, str(e)
                )
            return False

        await self.runtime.clone_or_init_repo(
            git_provider_tokens, selected_repository, selected_branch
        )
        await call_sync_from_async(self.runtime.maybe_run_setup_script)
        await call_sync_from_async(self.runtime.maybe_setup_git_hooks)

        self.logger.debug(
            f'Runtime initialized with plugins: {[plugin.name for plugin in self.runtime.plugins]}'
        )
        return True

    def _create_controller(
        self,
        agent: Agent,
        confirmation_mode: bool,
        max_iterations: int,
        max_budget_per_task: float | None = None,
        agent_to_llm_config: dict[str, LLMConfig] | None = None,
        agent_configs: dict[str, AgentConfig] | None = None,
        replay_events: list[Event] | None = None,
    ) -> tuple[AgentController, bool]:
        """Creates an AgentController instance

        Parameters:
        - agent:
        - confirmation_mode: Whether to use confirmation mode
        - max_iterations:
        - max_budget_per_task:
        - agent_to_llm_config:
        - agent_configs:

        Returns:
            Agent Controller and a bool indicating if state was restored from a previous conversation
        """
        if self.controller is not None:
            raise RuntimeError('Controller already created')
        if self.runtime is None:
            raise RuntimeError(
                'Runtime must be initialized before the agent controller'
            )

        msg = (
            '\n--------------------------------- OpenHands Configuration ---------------------------------\n'
            f'LLM: {agent.llm.config.model}\n'
            f'Base URL: {agent.llm.config.base_url}\n'
            f'Agent: {agent.name}\n'
            f'Runtime: {self.runtime.__class__.__name__}\n'
            f'Plugins: {[p.name for p in agent.sandbox_plugins] if agent.sandbox_plugins else "None"}\n'
            '-------------------------------------------------------------------------------------------'
        )
        self.logger.debug(msg)
        initial_state = self._maybe_restore_state()
        controller = AgentController(
            sid=self.sid,
            user_id=self.user_id,
            file_store=self.file_store,
            event_stream=self.event_stream,
            conversation_stats=self.conversation_stats,
            agent=agent,
            iteration_delta=int(max_iterations),
            budget_per_task_delta=max_budget_per_task,
            agent_to_llm_config=agent_to_llm_config,
            agent_configs=agent_configs,
            confirmation_mode=confirmation_mode,
            headless_mode=False,
            status_callback=self._status_callback,
            initial_state=initial_state,
            replay_events=replay_events,
            security_analyzer=self.runtime.security_analyzer if self.runtime else None,
        )

        return (controller, initial_state is not None)

    async def _create_memory(
        self,
        selected_repository: str | None,
        repo_directory: str | None,
        selected_branch: str | None,
        conversation_instructions: str | None,
        custom_secrets_descriptions: dict[str, str],
        working_dir: str,
    ) -> Memory:
        memory = Memory(
            event_stream=self.event_stream,
            sid=self.sid,
            status_callback=self._status_callback,
        )

        if self.runtime:
            # sets available hosts and other runtime info
            memory.set_runtime_info(
                self.runtime, custom_secrets_descriptions, working_dir
            )
            memory.set_conversation_instructions(conversation_instructions)

            # loads microagents from repo/.openhands/microagents
            microagents: list[BaseMicroagent] = await call_sync_from_async(
                self.runtime.get_microagents_from_selected_repo,
                selected_repository or None,
            )
            memory.load_user_workspace_microagents(microagents)

            if selected_repository and repo_directory:
                memory.set_repository_info(
                    selected_repository, repo_directory, selected_branch
                )
        return memory

    def get_state(self) -> AgentState | None:
        controller = self.controller
        if controller:
            return controller.state.agent_state
        if time.time() > self._started_at + WAIT_TIME_BEFORE_CLOSE:
            # If 5 minutes have elapsed and we still don't have a controller, something has gone wrong
            return AgentState.ERROR
        return None

    def _maybe_restore_state(self) -> State | None:
        """Helper method to handle state restore logic."""
        restored_state = None

        # Attempt to restore the state from session.
        # Use a heuristic to figure out if we should have a state:
        # if we have events in the stream.
        try:
            restored_state = State.restore_from_session(
                self.sid, self.file_store, self.user_id
            )
            self.logger.debug(f'Restored state from session, sid: {self.sid}')
        except Exception as e:
            if self.event_stream.get_latest_event_id() > 0:
                # if we have events, we should have a state
                self.logger.warning(f'State could not be restored: {e}')
            else:
                self.logger.debug('No events found, no state to restore')
        return restored_state

    def is_closed(self) -> bool:
        return self._closed
