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import abc
import typing as T
from enum import Enum, auto
from astrbot import logger
from astrbot.core.provider.entities import LLMResponse
from ..hooks import BaseAgentRunHooks
from ..response import AgentResponse
from ..run_context import ContextWrapper, TContext
class AgentState(Enum):
"""Defines the state of the agent."""
IDLE = auto() # Initial state
RUNNING = auto() # Currently processing
DONE = auto() # Completed
ERROR = auto() # Error state
class BaseAgentRunner(T.Generic[TContext]):
@abc.abstractmethod
async def reset(
self,
run_context: ContextWrapper[TContext],
agent_hooks: BaseAgentRunHooks[TContext],
**kwargs: T.Any,
) -> None:
"""Reset the agent to its initial state.
This method should be called before starting a new run.
"""
...
@abc.abstractmethod
async def step(self) -> T.AsyncGenerator[AgentResponse, None]:
"""Process a single step of the agent."""
...
@abc.abstractmethod
async def step_until_done(
self, max_step: int
) -> T.AsyncGenerator[AgentResponse, None]:
"""Process steps until the agent is done."""
...
@abc.abstractmethod
def done(self) -> bool:
"""Check if the agent has completed its task.
Returns True if the agent is done, False otherwise.
"""
...
@abc.abstractmethod
def get_final_llm_resp(self) -> LLMResponse | None:
"""Get the final observation from the agent.
This method should be called after the agent is done.
"""
...
def _transition_state(self, new_state: AgentState) -> None:
"""Transition the agent state."""
if self._state != new_state:
logger.debug(f"Agent state transition: {self._state} -> {new_state}")
self._state = new_state