Files
opendan/src/aios_kernel/agent_base.py
T

550 lines
17 KiB
Python

import copy
from datetime import datetime, timedelta
import logging
from enum import Enum
import uuid
import time
import re
import shlex
import json
from typing import List
from .ai_function import FunctionItem
from .compute_task import ComputeTaskResult
logger = logging.getLogger(__name__)
class AgentMsgType(Enum):
TYPE_MSG = 0
TYPE_GROUPMSG = 1
TYPE_INTERNAL_CALL = 10
TYPE_ACTION = 20
TYPE_EVENT = 30
TYPE_SYSTEM = 40
class AgentMsgStatus(Enum):
RESPONSED = 0
INIT = 1
SENDING = 2
PROCESSING = 3
ERROR = 4
RECVED = 5
EXECUTED = 6
# msg is a msg / msg resp
# msg body可以有内容类型(MIME标签),text, image, voice, video, file,以及富文本(html)
# msg is a inner function call with result
# msg is a Action with result
# qutoe Msg
# forword msg
# reply msg
# 逻辑上的同一个Message在同一个session中看到的msgid相同
# 在不同的session中看到的msgid不同
class AgentMsg:
def __init__(self,msg_type=AgentMsgType.TYPE_MSG) -> None:
self.msg_id = "msg#" + uuid.uuid4().hex
self.msg_type:AgentMsgType = msg_type
self.prev_msg_id:str = None
self.quote_msg_id:str = None
self.rely_msg_id:str = None # if not none means this is a respone msg
self.session_id:str = None
#forword info
self.create_time = 0
self.done_time = 0
self.topic:str = None # topic is use to find session, not store in db
self.sender:str = None # obj_id.sub_objid@tunnel_id
self.target:str = None
self.mentions:[] = None #use in group chat only
#self.title:str = None
self.body:str = None
self.body_mime:str = None #//default is "text/plain",encode is utf8
#type is call / action
self.func_name = None
self.args = None
self.result_str = None
#type is event
self.event_name = None
self.event_args = None
self.status = AgentMsgStatus.INIT
self.inner_call_chain = []
self.resp_msg = None
@classmethod
def from_json(cls,json_obj:dict) -> 'AgentMsg':
msg = AgentMsg()
return msg
@classmethod
def create_internal_call_msg(self,func_name:str,args:dict,prev_msg_id:str,caller:str):
msg = AgentMsg(AgentMsgType.TYPE_INTERNAL_CALL)
msg.create_time = time.time()
msg.func_name = func_name
msg.args = args
msg.prev_msg_id = prev_msg_id
msg.sender = caller
return msg
def create_action_msg(self,action_name:str,args:dict,caller:str):
msg = AgentMsg(AgentMsgType.TYPE_ACTION)
msg.create_time = time.time()
msg.func_name = action_name
msg.args = args
msg.prev_msg_id = self.msg_id
msg.topic = self.topic
msg.sender = caller
return msg
def create_error_resp(self,error_msg:str):
resp_msg = AgentMsg(AgentMsgType.TYPE_SYSTEM)
resp_msg.create_time = time.time()
resp_msg.rely_msg_id = self.msg_id
resp_msg.body = error_msg
resp_msg.topic = self.topic
resp_msg.sender = self.target
resp_msg.target = self.sender
return resp_msg
def create_resp_msg(self,resp_body):
resp_msg = AgentMsg()
resp_msg.create_time = time.time()
resp_msg.rely_msg_id = self.msg_id
resp_msg.sender = self.target
resp_msg.target = self.sender
resp_msg.body = resp_body
resp_msg.topic = self.topic
return resp_msg
def create_group_resp_msg(self,sender_id,resp_body):
resp_msg = AgentMsg(AgentMsgType.TYPE_GROUPMSG)
resp_msg.create_time = time.time()
resp_msg.rely_msg_id = self.msg_id
resp_msg.target = self.target
resp_msg.sender = sender_id
resp_msg.body = resp_body
resp_msg.topic = self.topic
return resp_msg
def set(self,sender:str,target:str,body:str,topic:str=None) -> None:
self.sender = sender
self.target = target
self.body = body
self.create_time = time.time()
if topic:
self.topic = topic
def get_msg_id(self) -> str:
return self.msg_id
def get_sender(self) -> str:
return self.sender
def get_target(self) -> str:
return self.target
def get_prev_msg_id(self) -> str:
return self.prev_msg_id
def get_quote_msg_id(self) -> str:
return self.quote_msg_id
@classmethod
def parse_function_call(cls,func_string:str):
str_list = shlex.split(func_string)
func_name = str_list[0]
params = str_list[1:]
return func_name, params
class AgentPrompt:
def __init__(self,prompt_str = None) -> None:
self.messages = []
if prompt_str:
self.messages.append({"role":"user","content":prompt_str})
self.system_message = None
def as_str(self)->str:
result_str = ""
if self.system_message:
result_str += self.system_message.get("role") + ":" + self.system_message.get("content") + "\n"
if self.messages:
for msg in self.messages:
result_str += msg.get("role") + ":" + msg.get("content") + "\n"
return result_str
def to_message_list(self):
result = []
if self.system_message:
result.append(self.system_message)
result.extend(self.messages)
return result
def append(self,prompt):
if prompt is None:
return
if prompt.system_message is not None:
if self.system_message is None:
self.system_message = copy.deepcopy(prompt.system_message)
else:
self.system_message["content"] += prompt.system_message.get("content")
self.messages.extend(prompt.messages)
def get_prompt_token_len(self):
result = 0
if self.system_message:
result += len(self.system_message.get("content"))
for msg in self.messages:
result += len(msg.get("content"))
return result
def load_from_config(self,config:list) -> bool:
if isinstance(config,list) is not True:
logger.error("prompt is not list!")
return False
self.messages = []
for msg in config:
if msg.get("content"):
if msg.get("role") == "system":
self.system_message = msg
else:
self.messages.append(msg)
else:
logger.error("prompt message has no content!")
return True
class LLMResult:
def __init__(self) -> None:
self.state : str = "ignore"
self.resp : str = ""
self.paragraphs : dict[str,FunctionItem] = []
self.post_msgs : List[AgentMsg] = []
self.send_msgs : List[AgentMsg] = []
self.calls : List[FunctionItem] = []
self.post_calls : List[FunctionItem] = []
self.op_list : List[FunctionItem] = [] # op_list is a optimize design for saving token
@classmethod
def from_json_str(self,llm_json_str:str) -> 'LLMResult':
r = LLMResult()
if llm_json_str is None:
r.state = "ignore"
return r
if llm_json_str == "ignore":
r.state = "ignore"
return r
llm_json = json.loads(llm_json_str)
r.state = llm_json.get("state")
r.resp = llm_json.get("resp")
post_msgs = llm_json.get("post_msg")
r.post_msgs = []
if post_msgs:
for msg in post_msgs:
new_msg = AgentMsg()
target_id = msg.get("target")
msg_content = msg.get("content")
new_msg.set("",target_id,msg_content)
r.post_msgs.append(new_msg)
#new_msg.msg_type = AgentMsgType.TYPE_MSG
r.calls = llm_json.get("calls")
r.post_calls = llm_json.get("post_calls")
r.op_list = llm_json.get("op_list")
return r
@classmethod
def from_str(self,llm_result_str:str,valid_func:List[str]=None) -> 'LLMResult':
r = LLMResult()
if llm_result_str is None:
r.state = "ignore"
return r
if llm_result_str == "ignore":
r.state = "ignore"
return r
if llm_result_str[0] == "{":
return LLMResult.from_json_str(llm_result_str)
lines = llm_result_str.splitlines()
is_need_wait = False
def check_args(func_item:FunctionItem):
match func_name:
case "send_msg":# /send_msg $target_id
if len(func_args) != 1:
return False
new_msg = AgentMsg()
target_id = func_item.args[0]
msg_content = func_item.body
new_msg.set("",target_id,msg_content)
r.send_msgs.append(new_msg)
is_need_wait = True
return True
case "post_msg":# /post_msg $target_id
if len(func_args) != 1:
return False
new_msg = AgentMsg()
target_id = func_item.args[0]
msg_content = func_item.body
new_msg.set("",target_id,msg_content)
r.post_msgs.append(new_msg)
return True
case "call":# /call $func_name $args_str
r.calls.append(func_item)
is_need_wait = True
return True
case "post_call": # /post_call $func_name,$args_str
r.post_calls.append(func_item)
return True
case _:
if valid_func is not None:
if func_name in valid_func:
r.paragraphs[func_name] = func_item
return True
return False
current_func : FunctionItem = None
for line in lines:
if line.startswith("##/"):
if current_func:
if check_args(current_func) is False:
r.resp += current_func.dumps()
func_name,func_args = AgentMsg.parse_function_call(line[3:])
current_func = FunctionItem(func_name,func_args)
else:
if current_func:
current_func.append_body(line + "\n")
else:
r.resp += line + "\n"
if current_func:
if check_args(current_func) is False:
r.resp += current_func.dumps()
if len(r.send_msgs) > 0 or len(r.calls) > 0:
r.state = "waiting"
else:
r.state = "reponsed"
return r
class AgentReport:
def __init__(self):
pass
class AgentTodoResult:
TODO_RESULT_CODE_OK = 0,
TODO_RESULT_CODE_LLM_ERROR = 1,
TODO_RESULT_CODE_EXEC_OP_ERROR = 2
def __init__(self) -> None:
self.result_code = AgentTodoResult.TODO_RESULT_CODE_OK
self.result_str = None
self.error_str = None
self.op_list = None
def to_dict(self) -> dict:
result = {}
result["result_code"] = self.result_code
result["result_str"] = self.result_str
result["error_str"] = self.error_str
result["op_list"] = self.op_list
return result
class AgentTodo:
TODO_STATE_WAIT_ASSIGN = "wait_assign"
TODO_STATE_INIT = "init"
TODO_STATE_PENDING = "pending"
TODO_STATE_WAITING_CHECK = "wait_check"
TODO_STATE_EXEC_FAILED = "exec_failed"
TDDO_STATE_CHECKFAILED = "check_failed"
TODO_STATE_CASNCEL = "cancel"
TODO_STATE_DONE = "done"
TODO_STATE_EXPIRED = "expired"
def __init__(self):
self.todo_id = "todo#" + uuid.uuid4().hex
self.title = None
self.detail = None
self.todo_path = None # get parent todo,sub todo by path
#self.parent = None
self.create_time = time.time()
self.state = "wait_assign"
self.worker = None
self.checker = None
self.createor = None
self.need_check = True
self.due_date = time.time() + 3600 * 24 * 2
self.last_do_time = None
self.last_check_time = None
self.last_review_time = None
self.depend_todo_ids = []
self.sub_todos = {}
self.result : AgentTodoResult = None
self.last_check_result = None
self.retry_count = 0
self.raw_obj = None
@classmethod
def from_dict(cls,json_obj:dict) -> 'AgentTodo':
todo = AgentTodo()
if json_obj.get("id") is not None:
todo.todo_id = json_obj.get("id")
todo.title = json_obj.get("title")
todo.state = json_obj.get("state")
create_time = json_obj.get("create_time")
if create_time:
todo.create_time = datetime.fromisoformat(create_time).timestamp()
todo.detail = json_obj.get("detail")
due_date = json_obj.get("due_date")
if due_date:
todo.due_date = datetime.fromisoformat(due_date).timestamp()
last_do_time = json_obj.get("last_do_time")
if last_do_time:
todo.last_do_time = datetime.fromisoformat(last_do_time).timestamp()
last_check_time = json_obj.get("last_check_time")
if last_check_time:
todo.last_check_time = datetime.fromisoformat(last_check_time).timestamp()
last_review_time = json_obj.get("last_review_time")
if last_review_time:
todo.last_review_time = datetime.fromisoformat(last_review_time).timestamp()
todo.depend_todo_ids = json_obj.get("depend_todo_ids")
todo.need_check = json_obj.get("need_check")
#todo.result = json_obj.get("result")
#todo.last_check_result = json_obj.get("last_check_result")
todo.worker = json_obj.get("worker")
todo.checker = json_obj.get("checker")
todo.createor = json_obj.get("createor")
if json_obj.get("retry_count"):
todo.retry_count = json_obj.get("retry_count")
todo.raw_obj = json_obj
return todo
def to_dict(self) -> dict:
if self.raw_obj:
result = self.raw_obj
else:
result = {}
result["id"] = self.todo_id
#result["parent_id"] = self.parent_id
result["title"] = self.title
result["state"] = self.state
result["create_time"] = datetime.fromtimestamp(self.create_time).isoformat()
result["detail"] = self.detail
result["due_date"] = datetime.fromtimestamp(self.due_date).isoformat()
result["last_do_time"] = datetime.fromtimestamp(self.last_do_time).isoformat() if self.last_do_time else None
result["last_check_time"] = datetime.fromtimestamp(self.last_check_time).isoformat() if self.last_check_time else None
result["last_review_time"] = datetime.fromtimestamp(self.last_review_time).isoformat() if self.last_review_time else None
result["depend_todo_ids"] = self.depend_todo_ids
result["need_check"] = self.need_check
result["worker"] = self.worker
result["checker"] = self.checker
result["createor"] = self.createor
result["retry_count"] = self.retry_count
return result
def can_check(self)->bool:
if self.state != AgentTodo.TODO_STATE_WAITING_CHECK:
return False
now = datetime.now().timestamp()
if self.last_check_time:
time_diff = now - self.last_check_time
if time_diff < 60*15:
logger.info(f"todo {self.title} is already checked, ignore")
return False
return True
def can_do(self) -> bool:
match self.state:
case AgentTodo.TODO_STATE_DONE:
logger.info(f"todo {self.title} is done, ignore")
return False
case AgentTodo.TODO_STATE_CASNCEL:
logger.info(f"todo {self.title} is cancel, ignore")
return False
case AgentTodo.TODO_STATE_EXPIRED:
logger.info(f"todo {self.title} is expired, ignore")
return False
case AgentTodo.TODO_STATE_EXEC_FAILED:
if self.retry_count > 3:
logger.info(f"todo {self.title} retry count ({self.retry_count}) is too many, ignore")
return False
now = datetime.now().timestamp()
time_diff = self.due_date - now
if time_diff < 0:
logger.info(f"todo {self.title} is expired, ignore")
self.state = AgentTodo.TODO_STATE_EXPIRED
return False
if time_diff > 7*24*3600:
logger.info(f"todo {self.title} is far before due date, ignore")
return False
if self.last_do_time:
time_diff = now - self.last_do_time
if time_diff < 60*15:
logger.info(f"todo {self.title} is already do ignore")
return False
logger.info(f"todo {self.title} can do.")
return True
class AgentWorkLog:
def __init__(self) -> None:
pass
class BaseAIAgent:
def __init__(self) -> None:
pass