Files
SIA/sia/web_agent.py
2024-11-07 15:10:17 +01:00

196 lines
7.2 KiB
Python

from enum import Enum, auto
from threading import Thread, Lock
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.
"""
UPDATE = auto()
"""Updating system metrics and working memory entries"""
CONTEXT_APPROVAL = auto()
"""Waiting for human approval of context"""
INFERENCE = auto()
"""Processing context through LLM"""
RESPONSE_APPROVAL = auto()
"""Waiting for human approval of LLM response"""
STOPPED = 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._state = WebAgentState.CONTEXT_APPROVAL
self._validation_error: Optional[str] = None
self._state_change_handlers: List[Callable[[WebAgentState], None]] = []
self._context_change_handlers: List[Callable[[str], None]] = []
self._response_change_handlers: List[Callable[[str, str], None]] = []
self._command_result: Optional[CommandResult] = None
self._context = self._compile_context()
self._state_lock = Lock()
@property
def state(self) -> WebAgentState:
"""Get the current state of the agent."""
return self._state
@property
def command_result(self) -> Optional[CommandResult]:
"""Get the result of the last command execution."""
return self._command_result
@property
def validation_error(self) -> Optional[str]:
"""Get the validation error, if any."""
return self._validation_error
@property
def response(self) -> str:
"""Get the current response."""
return self._response
@property
def context(self) -> str:
"""Get the current context."""
return self._context
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_context_change_handler(self, handler: Callable[[str], None]) -> None:
"""
Add a callback for context changes.
Args:
handler: Function to call with new context
"""
if handler not in self._context_change_handlers:
self._context_change_handlers.append(handler)
def add_response_change_handler(self, handler: Callable[[str, 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 modify_context(self, context: str) -> None:
with self._state_lock:
if self._state != WebAgentState.CONTEXT_APPROVAL:
error_msg = f"Not in CONTEXT_APPROVAL state (current: {self._state})"
raise Exception(error_msg)
Thread(target=self._set_context, args=(context,)).start()
def modify_response(self, response: str) -> None:
started = False
try:
self._state_lock.acquire()
if self._state != WebAgentState.RESPONSE_APPROVAL:
error_msg = f"Not in RESPONSE_APPROVAL state (current: {self._state})"
raise Exception(error_msg)
Thread(target=self._set_response, args=(response, self._state_lock)).start()
started = True
finally:
if not started:
self._state_lock.release()
def approve_context(self) -> None:
with self._state_lock:
if self._state != WebAgentState.CONTEXT_APPROVAL:
error_msg = f"Not in CONTEXT_APPROVAL state (current: {self._state})"
raise Exception(error_msg)
self._set_state(WebAgentState.INFERENCE)
Thread(target=self._approve_context_thread).start()
def approve_response(self) -> None:
with self._state_lock:
if self._state != WebAgentState.RESPONSE_APPROVAL:
raise Exception("Not in RESPONSE_APPROVAL state")
self._set_state(WebAgentState.UPDATE)
Thread(target=self._approve_response_thread).start()
def _approve_context_thread(self) -> None:
self._set_response("")
response_token_iter = self._llm.infer(f"{self._system_prompt}\n{self._action_schema}", self.context)
response = ""
for token in response_token_iter:
response += token
self._set_response(response)
print(f"{token}")
self._set_state(WebAgentState.RESPONSE_APPROVAL)
def _approve_response_thread(self) -> None:
parse_result = self._parser.parse(self._response)
if isinstance(parse_result, Command):
result = parse_result.execute(self._working_memory)
self._command_result = result
if result.should_stop:
self._set_state(WebAgentState.STOPPED)
return
else:
self._working_memory.add_entry(parse_result)
self._working_memory.update()
self._set_context(self._compile_context())
self._set_state(WebAgentState.CONTEXT_APPROVAL)
def _set_state(self, state) -> None:
"""Notify all handlers of state change."""
self._state = state
for handler in self._state_change_handlers:
handler(self._state)
def _set_context(self, context) -> None:
"""Notify all handlers of context change."""
self._context = context
for handler in self._context_change_handlers:
handler(context)
def _set_response(self, response: str, lock: Optional[Lock] = None) -> None:
"""Set response and notify handlers."""
try:
self._response = response
validation_error = self._validator.validate(response)
self._validation_error = validation_error
for handler in self._response_change_handlers:
handler(response, validation_error)
finally:
if lock is not None:
lock.release()