167 lines
5.9 KiB
Python
167 lines
5.9 KiB
Python
from enum import Enum, auto
|
|
from typing import Callable, List, Optional
|
|
|
|
from .base_agent import BaseAgent
|
|
from .command import Command
|
|
from .command_result import CommandResult
|
|
from .llm_engine import LlmEngine
|
|
from .response_parser import ResponseParser
|
|
from .system_metrics import SystemMetrics
|
|
from .working_memory import WorkingMemory
|
|
from .xml_validator import XMLValidator
|
|
|
|
class WebAgentState(Enum):
|
|
"""
|
|
States for the web agent state machine.
|
|
|
|
States:
|
|
UPDATE: Updating system metrics and working memory entries
|
|
CONTEXT_APPROVAL: Waiting for human approval of context
|
|
INFERENCE: Processing context through LLM
|
|
RESPONSE_APPROVAL: Waiting for human approval of LLM response
|
|
"""
|
|
UPDATE = auto()
|
|
CONTEXT_APPROVAL = auto()
|
|
INFERENCE = auto()
|
|
RESPONSE_APPROVAL = auto()
|
|
|
|
class WebAgent(BaseAgent):
|
|
"""
|
|
Agent implementation for interactive web interface.
|
|
|
|
Uses a state machine to allow human intervention between steps.
|
|
Broadcasts state changes to registered handlers.
|
|
"""
|
|
|
|
def __init__(self,
|
|
system_prompt: str,
|
|
action_schema: str,
|
|
working_memory: WorkingMemory,
|
|
system_metrics: SystemMetrics,
|
|
llm: LlmEngine,
|
|
validator: XMLValidator,
|
|
parser: ResponseParser):
|
|
"""
|
|
Initialize web agent with required components.
|
|
"""
|
|
super().__init__(action_schema, working_memory, system_metrics, llm, validator, parser)
|
|
self.response = ""
|
|
self._system_prompt = system_prompt
|
|
self._current_state = WebAgentState.CONTEXT_APPROVAL
|
|
self._validation_error: Optional[str] = None
|
|
self._state_change_handlers: List[Callable[[WebAgentState], None]] = []
|
|
self._response_change_handlers: List[Callable[[str], None]] = []
|
|
self._command_result: Optional[CommandResult] = None
|
|
self.context = self._compile_context()
|
|
|
|
@property
|
|
def current_state(self) -> WebAgentState:
|
|
"""Get the current state of the agent."""
|
|
return self._current_state
|
|
|
|
@property
|
|
def command_result(self) -> Optional[CommandResult]:
|
|
"""Get the result of the last command execution."""
|
|
return self._command_result
|
|
|
|
def add_state_change_handler(self, handler: Callable[[WebAgentState], None]) -> None:
|
|
"""
|
|
Add a callback for state changes.
|
|
|
|
Args:
|
|
handler: Function to call with new state
|
|
"""
|
|
if handler not in self._state_change_handlers:
|
|
self._state_change_handlers.append(handler)
|
|
|
|
def add_response_change_handler(self, handler: Callable[[str], None]) -> None:
|
|
"""
|
|
Add a callback for response changes.
|
|
|
|
Args:
|
|
handler: Function to call with new response
|
|
"""
|
|
if handler not in self._response_change_handlers:
|
|
self._response_change_handlers.append(handler)
|
|
|
|
def _notify_state_change(self) -> None:
|
|
"""Notify all handlers of state change."""
|
|
for handler in self._state_change_handlers:
|
|
handler(self._current_state)
|
|
|
|
def _notify_response_change(self) -> None:
|
|
"""Notify all handlers of response change."""
|
|
for handler in self._response_change_handlers:
|
|
handler(self.response)
|
|
|
|
def _set_response(self, response: str) -> None:
|
|
"""Set response and notify handlers."""
|
|
self.response = response
|
|
self._validation_error = self._validator.validate(response)
|
|
for handler in self._response_change_handlers:
|
|
try:
|
|
handler(response)
|
|
except Exception as e:
|
|
print(f"Error in response handler: {e}")
|
|
|
|
def _set_state(self, new_state: WebAgentState) -> None:
|
|
"""
|
|
Set the current state and notify handlers.
|
|
|
|
Args:
|
|
new_state: New state to set
|
|
"""
|
|
self._current_state = new_state
|
|
self._notify_state_change()
|
|
|
|
async def approve_context(self) -> None:
|
|
if self._current_state != WebAgentState.CONTEXT_APPROVAL:
|
|
error_msg = f"Not in CONTEXT_APPROVAL state (current: {self._current_state})"
|
|
raise Exception(error_msg)
|
|
|
|
self._set_state(WebAgentState.INFERENCE)
|
|
self._set_response("")
|
|
|
|
response_token_iter = self._llm.infer(self._system_prompt, self.context)
|
|
response = ""
|
|
try:
|
|
for token in response_token_iter:
|
|
response += token
|
|
await self._set_response(response)
|
|
print(f"{token}")
|
|
except Exception as e:
|
|
print(f"Error during inference: {e}")
|
|
self._set_state(WebAgentState.CONTEXT_APPROVAL)
|
|
return
|
|
|
|
await self._set_response(response)
|
|
self._set_state(WebAgentState.RESPONSE_APPROVAL)
|
|
|
|
async def _set_response(self, response: str) -> None:
|
|
"""Set response and notify handlers asynchronously."""
|
|
self.response = response
|
|
self._validation_error = self._validator.validate(response)
|
|
for handler in self._response_change_handlers:
|
|
try:
|
|
await handler(response)
|
|
except Exception as e:
|
|
print(f"Error in response handler: {e}")
|
|
|
|
def approve_response(self) -> None:
|
|
if self._current_state != WebAgentState.RESPONSE_APPROVAL:
|
|
raise Exception("Not in RESPONSE_APPROVAL state")
|
|
|
|
self._set_state(WebAgentState.UPDATE)
|
|
|
|
parse_result = self._parser.parse(self.response)
|
|
if isinstance(parse_result, Command):
|
|
result = parse_result.execute(self._working_memory)
|
|
self._command_result = result
|
|
else:
|
|
self._working_memory.add_entry(parse_result)
|
|
|
|
self._working_memory.update()
|
|
self.context = self._compile_context()
|
|
|
|
self._set_state(WebAgentState.CONTEXT_APPROVAL)
|