OpenHands/openhands/server/session/agent_session.py
Xingyao Wang da548d308c
[agent] LLM-based editing (#3985)
Co-authored-by: Tim O'Farrell <tofarr@gmail.com>
Co-authored-by: Engel Nyst <enyst@users.noreply.github.com>
Co-authored-by: Robert Brennan <accounts@rbren.io>
Co-authored-by: Graham Neubig <neubig@gmail.com>
2024-10-22 04:51:44 +08:00

267 lines
9.1 KiB
Python

import asyncio
from typing import Callable, Optional
from openhands.controller import AgentController
from openhands.controller.agent import Agent
from openhands.controller.state.state import State
from openhands.core.config import AgentConfig, AppConfig, LLMConfig
from openhands.core.logger import openhands_logger as logger
from openhands.core.schema.agent import AgentState
from openhands.events.action.agent import ChangeAgentStateAction
from openhands.events.event import EventSource
from openhands.events.stream import EventStream
from openhands.runtime import get_runtime_cls
from openhands.runtime.runtime import Runtime
from openhands.security import SecurityAnalyzer, options
from openhands.storage.files import FileStore
from openhands.utils.async_utils import call_sync_from_async
class AgentSession:
"""Represents a session with an Agent
Attributes:
controller: The AgentController instance for controlling the agent.
"""
sid: str
event_stream: EventStream
file_store: FileStore
controller: AgentController | None = None
runtime: Runtime | None = None
security_analyzer: SecurityAnalyzer | None = None
_closed: bool = False
loop: asyncio.AbstractEventLoop | None = None
def __init__(self, sid: str, file_store: FileStore):
"""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)
self.file_store = file_store
async def start(
self,
runtime_name: str,
config: AppConfig,
agent: Agent,
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,
status_message_callback: Optional[Callable] = 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.'
)
asyncio.get_event_loop().run_in_executor(
None,
self._start_thread,
runtime_name,
config,
agent,
max_iterations,
max_budget_per_task,
agent_to_llm_config,
agent_configs,
status_message_callback,
)
def _start_thread(self, *args):
try:
asyncio.run(self._start(*args), debug=True)
except RuntimeError:
logger.info('Session Finished')
async def _start(
self,
runtime_name: str,
config: AppConfig,
agent: Agent,
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,
status_message_callback: Optional[Callable] = None,
):
self.loop = asyncio.get_running_loop()
self._create_security_analyzer(config.security.security_analyzer)
await call_sync_from_async(
self._create_runtime,
runtime_name=runtime_name,
config=config,
agent=agent,
status_message_callback=status_message_callback,
)
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,
)
self.event_stream.add_event(
ChangeAgentStateAction(AgentState.INIT), EventSource.USER
)
if self.controller:
self.controller.agent_task = self.controller.start_step_loop()
await self.controller.agent_task # type: ignore
async def close(self):
"""Closes the Agent session"""
if self._closed:
return
if self.controller is not None:
end_state = self.controller.get_state()
end_state.save_to_session(self.sid, self.file_store)
await self.controller.close()
if self.runtime is not None:
self.runtime.close()
if self.security_analyzer is not None:
await self.security_analyzer.close()
if self.loop:
self.loop.stop()
self._closed = True
def _create_security_analyzer(self, security_analyzer: str | None):
"""Creates a SecurityAnalyzer instance that will be used to analyze the agent actions
Parameters:
- security_analyzer: The name of the security analyzer to use
"""
if security_analyzer:
logger.debug(f'Using security analyzer: {security_analyzer}')
self.security_analyzer = options.SecurityAnalyzers.get(
security_analyzer, SecurityAnalyzer
)(self.event_stream)
def _create_runtime(
self,
runtime_name: str,
config: AppConfig,
agent: Agent,
status_message_callback: Optional[Callable] = None,
):
"""Creates a runtime instance
Parameters:
- runtime_name: The name of the runtime associated with the session
- config:
- agent:
"""
if self.runtime is not None:
raise RuntimeError('Runtime already created')
logger.info(f'Initializing runtime `{runtime_name}` now...')
runtime_cls = get_runtime_cls(runtime_name)
try:
self.runtime = runtime_cls(
config=config,
event_stream=self.event_stream,
sid=self.sid,
plugins=agent.sandbox_plugins,
status_message_callback=status_message_callback,
)
except Exception as e:
logger.error(f'Runtime initialization failed: {e}', exc_info=True)
raise
if self.runtime is not None:
logger.debug(
f'Runtime initialized with plugins: {[plugin.name for plugin in self.runtime.plugins]}'
)
else:
logger.warning('Runtime initialization failed')
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,
):
"""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:
"""
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'
)
if agent.llm.config.draft_editor:
msg += (
f'Draft editor LLM (for file editing): {agent.llm.config.draft_editor.model}\n'
f'Draft editor LLM (for file editing) Base URL: {agent.llm.config.draft_editor.base_url}\n'
)
msg += (
f'Agent: {agent.name}\n'
f'Runtime: {self.runtime.__class__.__name__}\n'
f'Plugins: {agent.sandbox_plugins}\n'
'-------------------------------------------------------------------------------------------'
)
logger.info(msg)
self.controller = AgentController(
sid=self.sid,
event_stream=self.event_stream,
agent=agent,
max_iterations=int(max_iterations),
max_budget_per_task=max_budget_per_task,
agent_to_llm_config=agent_to_llm_config,
agent_configs=agent_configs,
confirmation_mode=confirmation_mode,
# AgentSession is designed to communicate with the frontend, so we don't want to
# run the agent in headless mode.
headless_mode=False,
)
try:
agent_state = State.restore_from_session(self.sid, self.file_store)
self.controller.set_initial_state(
agent_state, max_iterations, confirmation_mode
)
logger.info(f'Restored agent state from session, sid: {self.sid}')
except Exception as e:
logger.info(f'State could not be restored: {e}')
logger.info('Agent controller initialized.')