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- import asyncio
- import hashlib
- import sys
- import uuid
- from typing import Callable, Protocol, Type
- import openhands.agenthub # noqa F401 (we import this to get the agents registered)
- from openhands.controller import AgentController
- from openhands.controller.agent import Agent
- from openhands.controller.state.state import State
- from openhands.core.config import (
- AppConfig,
- get_llm_config_arg,
- load_app_config,
- parse_arguments,
- )
- from openhands.core.logger import openhands_logger as logger
- from openhands.core.schema import AgentState
- from openhands.events import EventSource, EventStream, EventStreamSubscriber
- from openhands.events.action import MessageAction
- from openhands.events.action.action import Action
- from openhands.events.event import Event
- from openhands.events.observation import AgentStateChangedObservation
- from openhands.llm.llm import LLM
- from openhands.runtime import get_runtime_cls
- from openhands.runtime.runtime import Runtime
- from openhands.storage import get_file_store
- class FakeUserResponseFunc(Protocol):
- def __call__(
- self,
- state: State,
- encapsulate_solution: bool = ...,
- try_parse: Callable[[Action], str] = ...,
- ) -> str: ...
- def read_task_from_file(file_path: str) -> str:
- """Read task from the specified file."""
- with open(file_path, 'r', encoding='utf-8') as file:
- return file.read()
- def read_task_from_stdin() -> str:
- """Read task from stdin."""
- return sys.stdin.read()
- def create_runtime(
- config: AppConfig,
- sid: str | None = None,
- ) -> Runtime:
- """Create a runtime for the agent to run on.
- config: The app config.
- sid: The session id.
- """
- # if sid is provided on the command line, use it as the name of the event stream
- # otherwise generate it on the basis of the configured jwt_secret
- # we can do this better, this is just so that the sid is retrieved when we want to restore the session
- session_id = sid or generate_sid(config)
- # set up the event stream
- file_store = get_file_store(config.file_store, config.file_store_path)
- event_stream = EventStream(session_id, file_store)
- # agent class
- agent_cls = openhands.agenthub.Agent.get_cls(config.default_agent)
- # runtime and tools
- runtime_cls = get_runtime_cls(config.runtime)
- logger.info(f'Initializing runtime: {runtime_cls.__name__}')
- runtime: Runtime = runtime_cls(
- config=config,
- event_stream=event_stream,
- sid=session_id,
- plugins=agent_cls.sandbox_plugins,
- )
- return runtime
- async def run_controller(
- config: AppConfig,
- initial_user_action: Action,
- sid: str | None = None,
- runtime: Runtime | None = None,
- agent: Agent | None = None,
- exit_on_message: bool = False,
- fake_user_response_fn: FakeUserResponseFunc | None = None,
- headless_mode: bool = True,
- ) -> State | None:
- """Main coroutine to run the agent controller with task input flexibility.
- It's only used when you launch openhands backend directly via cmdline.
- Args:
- config: The app config.
- initial_user_action: An Action object containing initial user input
- runtime: (optional) A runtime for the agent to run on.
- agent: (optional) A agent to run.
- exit_on_message: quit if agent asks for a message from user (optional)
- fake_user_response_fn: An optional function that receives the current state
- (could be None) and returns a fake user response.
- headless_mode: Whether the agent is run in headless mode.
- """
- # Create the agent
- if agent is None:
- agent_cls: Type[Agent] = Agent.get_cls(config.default_agent)
- agent_config = config.get_agent_config(config.default_agent)
- llm_config = config.get_llm_config_from_agent(config.default_agent)
- agent = agent_cls(
- llm=LLM(config=llm_config),
- config=agent_config,
- )
- # make sure the session id is set
- sid = sid or generate_sid(config)
- if runtime is None:
- runtime = create_runtime(config, sid=sid)
- event_stream = runtime.event_stream
- # restore cli session if enabled
- initial_state = None
- if config.enable_cli_session:
- try:
- logger.info(f'Restoring agent state from cli session {event_stream.sid}')
- initial_state = State.restore_from_session(
- event_stream.sid, event_stream.file_store
- )
- except Exception as e:
- logger.info(f'Error restoring state: {e}')
- # init controller with this initial state
- controller = AgentController(
- agent=agent,
- max_iterations=config.max_iterations,
- max_budget_per_task=config.max_budget_per_task,
- agent_to_llm_config=config.get_agent_to_llm_config_map(),
- event_stream=event_stream,
- initial_state=initial_state,
- headless_mode=headless_mode,
- )
- if controller is not None:
- controller.agent_task = asyncio.create_task(controller.start_step_loop())
- assert isinstance(
- initial_user_action, Action
- ), f'initial user actions must be an Action, got {type(initial_user_action)}'
- # Logging
- logger.info(
- f'Agent Controller Initialized: Running agent {agent.name}, model '
- f'{agent.llm.config.model}, with actions: {initial_user_action}'
- )
- # start event is a MessageAction with the task, either resumed or new
- if config.enable_cli_session and initial_state is not None:
- # we're resuming the previous session
- event_stream.add_event(
- MessageAction(
- content=(
- "Let's get back on track. If you experienced errors before, do "
- 'NOT resume your task. Ask me about it.'
- ),
- ),
- EventSource.USER,
- )
- elif initial_state is None:
- # init with the provided actions
- event_stream.add_event(initial_user_action, EventSource.USER)
- async def on_event(event: Event):
- if isinstance(event, AgentStateChangedObservation):
- if event.agent_state == AgentState.AWAITING_USER_INPUT:
- if exit_on_message:
- message = '/exit'
- elif fake_user_response_fn is None:
- message = input('Request user input >> ')
- else:
- message = fake_user_response_fn(controller.get_state())
- action = MessageAction(content=message)
- event_stream.add_event(action, EventSource.USER)
- event_stream.subscribe(EventStreamSubscriber.MAIN, on_event)
- while controller.state.agent_state not in [
- AgentState.FINISHED,
- AgentState.REJECTED,
- AgentState.ERROR,
- AgentState.PAUSED,
- AgentState.STOPPED,
- ]:
- await asyncio.sleep(1) # Give back control for a tick, so the agent can run
- # save session when we're about to close
- if config.enable_cli_session:
- end_state = controller.get_state()
- end_state.save_to_session(event_stream.sid, event_stream.file_store)
- # close when done
- await controller.close()
- state = controller.get_state()
- return state
- def generate_sid(config: AppConfig, session_name: str | None = None) -> str:
- """Generate a session id based on the session name and the jwt secret."""
- session_name = session_name or str(uuid.uuid4())
- jwt_secret = config.jwt_secret
- hash_str = hashlib.sha256(f'{session_name}{jwt_secret}'.encode('utf-8')).hexdigest()
- return f'{session_name}_{hash_str[:16]}'
- if __name__ == '__main__':
- args = parse_arguments()
- # Determine the task
- if args.file:
- task_str = read_task_from_file(args.file)
- elif args.task:
- task_str = args.task
- elif not sys.stdin.isatty():
- task_str = read_task_from_stdin()
- else:
- raise ValueError('No task provided. Please specify a task through -t, -f.')
- initial_user_action: MessageAction = MessageAction(content=task_str)
- # Load the app config
- # this will load config from config.toml in the current directory
- # as well as from the environment variables
- config = load_app_config(config_file=args.config_file)
- # Override default LLM configs ([llm] section in config.toml)
- if args.llm_config:
- llm_config = get_llm_config_arg(args.llm_config)
- if llm_config is None:
- raise ValueError(f'Invalid toml file, cannot read {args.llm_config}')
- config.set_llm_config(llm_config)
- # Set default agent
- config.default_agent = args.agent_cls
- # Set session name
- session_name = args.name
- sid = generate_sid(config, session_name)
- # if max budget per task is not sent on the command line, use the config value
- if args.max_budget_per_task is not None:
- config.max_budget_per_task = args.max_budget_per_task
- if args.max_iterations is not None:
- config.max_iterations = args.max_iterations
- asyncio.run(
- run_controller(
- config=config,
- initial_user_action=initial_user_action,
- sid=sid,
- )
- )
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