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opendan/src/aios_kernel/agent_base.py
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import copy
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from datetime import datetime, timedelta
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import logging
from enum import Enum
import uuid
import time
import re
import shlex
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import json
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from typing import List
from .ai_function import FunctionItem
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from .compute_task import ComputeTaskResult
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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
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@classmethod
def from_json(cls,json_obj:dict) -> 'AgentMsg':
msg = AgentMsg()
return msg
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@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:
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if msg.get("content"):
if msg.get("role") == "system":
self.system_message = msg
else:
self.messages.append(msg)
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else:
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logger.error("prompt message has no content!")
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return True
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class LLMResult:
def __init__(self) -> None:
self.state : str = "ignore"
self.resp : str = ""
self.raw_resp = None
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self.paragraphs : dict[str,FunctionItem] = []
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self.post_msgs : List[AgentMsg] = []
self.send_msgs : List[AgentMsg] = []
self.calls : List[FunctionItem] = []
self.post_calls : List[FunctionItem] = []
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self.op_list : List[FunctionItem] = [] # op_list is a optimize design for saving token
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@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")
r.raw_resp = llm_json
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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
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r.calls = llm_json.get("calls")
r.post_calls = llm_json.get("post_calls")
r.op_list = llm_json.get("op_list")
return r
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@classmethod
def from_str(self,llm_result_str:str,valid_func:List[str]=None) -> 'LLMResult':
r = LLMResult()
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if llm_result_str is None:
r.state = "ignore"
return r
if llm_result_str == "ignore":
r.state = "ignore"
return r
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if llm_result_str[0] == "{":
return LLMResult.from_json_str(llm_result_str)
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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"
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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
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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
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class AgentTodo:
TODO_STATE_WAIT_ASSIGN = "wait_assign"
TODO_STATE_INIT = "init"
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TODO_STATE_PENDING = "pending"
TODO_STATE_WAITING_CHECK = "wait_check"
TODO_STATE_EXEC_FAILED = "exec_failed"
TDDO_STATE_CHECKFAILED = "check_failed"
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TODO_STATE_CASNCEL = "cancel"
TODO_STATE_DONE = "done"
TODO_STATE_EXPIRED = "expired"
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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
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#self.parent = None
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self.create_time = time.time()
self.state = "wait_assign"
self.worker = None
self.checker = None
self.createor = None
self.need_check = True
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self.due_date = time.time() + 3600 * 24 * 2
self.last_do_time = None
self.last_check_time = None
self.last_review_time = None
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self.depend_todo_ids = []
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self.sub_todos = {}
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self.result : AgentTodoResult = None
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self.last_check_result = None
self.retry_count = 0
self.raw_obj = None
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@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")
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todo.title = json_obj.get("title")
todo.state = json_obj.get("state")
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create_time = json_obj.get("create_time")
if create_time:
todo.create_time = datetime.fromisoformat(create_time).timestamp()
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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()
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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")
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if json_obj.get("retry_count"):
todo.retry_count = json_obj.get("retry_count")
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todo.raw_obj = json_obj
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return todo
def to_dict(self) -> dict:
if self.raw_obj:
result = self.raw_obj
else:
result = {}
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result["id"] = self.todo_id
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#result["parent_id"] = self.parent_id
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result["title"] = self.title
result["state"] = self.state
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result["create_time"] = datetime.fromtimestamp(self.create_time).isoformat()
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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
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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
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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
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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")
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return False
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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
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if time_diff > 7*24*3600:
logger.info(f"todo {self.title} is far before due date, ignore")
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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.")
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return True
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class AgentWorkLog:
def __init__(self) -> None:
pass
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class BaseAIAgent:
def __init__(self) -> None:
pass