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from datetime import datetime
from tqdm import tqdm
import json
import os
import warnings
import random
from typing import Any, Dict, List, Optional, Literal
from collections import defaultdict
import uuid
from bw_utils import *
from modules.main_role_agent import RPAgent
from modules.world_agent import WorldAgent
from modules.history_manager import HistoryManager
import argparse
warnings.filterwarnings('ignore')
class Server():
def __init__(self,
preset_path: str,
world_llm_name: str,
role_llm_name: str,
embedding_name:str = "bge-m3") :
"""
The initialization function of the system.
Args:
preset_path (str): The path to config file of this experiment.
world_llm_name (str, optional): The base model of the world agent. Defaults to 'gpt-4o'.
role_llm_name (str, optional): The base model of all the role agents. Defaults to 'gpt-4o'.
mode (str, optional): If set to be 'script', the role agents will act according to the given script.
If set to be 'free', the role agents will act freely based on their backround.
Defaults to 'free'.
"""
self.role_llm_name: str = role_llm_name
self.world_llm_name: str = world_llm_name
self.embedding_name:str = embedding_name
config = load_json_file(preset_path)
self.preset_path = preset_path
self.config: Dict = config
self.experiment_name: str = os.path.basename(preset_path).replace(".json","") + "/" + config["experiment_subname"] + "_" + role_llm_name
role_agent_codes: List[str] = config['role_agent_codes']
world_file_path: str = config["world_file_path"]
map_file_path: str = config["map_file_path"] if "map_file_path" in config else ""
role_file_dir: str = config["role_file_dir"] if "role_file_dir" in config else "./data/roles/"
loc_file_path: str = config["loc_file_path"]
self.intervention: str = "" if "intervention" in config else ""
self.event = self.intervention
self.script: str = config["script"] if "script" in config else ""
self.language: str = config["language"] if "language" in config else "zh"
self.source:str = config["source"] if "source" in config else ""
self.idx: int = 0
self.cur_round: int = 0
self.progress: str = "剧本刚刚开始,还什么都没有发生" if self.language == 'zh' else "The story has just begun, nothing happens yet."
self.moving_roles_info: Dict[str, Any] = {}
self.history_manager = HistoryManager()
self.start_time = datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S")
self.current_status = {
"location_code":"",
"group":role_agent_codes,
}
self.scene_characters = {}
self.event_history = []
self.role_llm = get_models(role_llm_name)
self.logger = get_logger(self.experiment_name)
self.init_role_agents(role_agent_codes = role_agent_codes,
role_file_dir = role_file_dir,
world_file_path=world_file_path,
llm = self.role_llm)
if world_llm_name == role_llm_name:
self.world_llm = self.role_llm
else:
self.world_llm = get_models(world_llm_name)
self.init_world_agent_from_file(world_file_path = world_file_path,
map_file_path = map_file_path,
loc_file_path = loc_file_path,
llm = self.world_llm)
# Init
def init_role_agents(self,
role_agent_codes: List[str],
role_file_dir:str,
world_file_path:str,
llm) -> None:
self.role_codes: List[str] = role_agent_codes
self.role_agents: Dict[str, RPAgent] = {}
for role_code in role_agent_codes:
if check_role_code_availability(role_code,role_file_dir):
self.role_agents[role_code] = RPAgent(role_code=role_code,
role_file_dir=role_file_dir,
world_file_path=world_file_path,
source = self.source,
language=self.language,
llm_name = self.role_llm_name,
llm = llm,
embedding_name=self.embedding_name,
)
# print(f"{role_code} Initialized.")
else:
print(f"Warning: The specified role `{role_code}` does not exist.")
def init_world_agent_from_file(self,
world_file_path: str,
map_file_path: str,
loc_file_path: str,
llm) -> None:
self.world_agent: WorldAgent = WorldAgent(world_file_path = world_file_path,
location_file_path = loc_file_path,
map_file_path = map_file_path,
llm_name=self.world_llm_name,
llm = llm,
language=self.language)
for role_code in self.role_agents:
self.role_agents[role_code].world_db = self.world_agent.db
self.role_agents[role_code].world_db_name = self.world_agent.db_name
def init_role_locations(self, random_allocate: bool = True):
"""
Set initial positions of the roles.
Args:
random_allocate (bool, optional): if set to be True, the initial positions of the roles are randomly assigned. Defaults to True.
"""
init_locations_code = random.choices(self.world_agent.locations, k = len(self.role_codes))
for i,role_code in enumerate(self.role_codes):
self.role_agents[role_code].set_location(init_locations_code[i], self.world_agent.find_location_name(init_locations_code[i]))
info_text = f"{self.role_agents[role_code].nickname} 现在位于 {self.world_agent.find_location_name(init_locations_code[i])}" \
if self.language == "zh" else f"{self.role_agents[role_code].nickname} is now located at {self.world_agent.find_location_name(init_locations_code[i])}"
self.log(info_text)
# Simulation
def simulate_generator(self,
rounds: int = 10,
save_dir: str = "",
if_save: Literal[0,1] = 0,
mode: Literal["free", "script"] = "free",
scene_mode: Literal[0,1] = 1,):
"""
The main function of the simulation.
Args:
rounds (int, optional): The max rounds of simulation. Defaults to 10.
save_dir (str, optional): _description_. Defaults to "".
if_save (Literal[0,1], optional): _description_. Defaults to 0.
"""
self.mode = mode
meta_info: Dict[str, Any] = self.continue_simulation_from_file(save_dir)
self.if_save: int = if_save
start_round: int = meta_info["round"]
sub_start_round:int = meta_info["sub_round"] if "sub_round" in meta_info else 0
if start_round == rounds: return
# Setting Locations
if not meta_info["location_setted"]:
self.log("========== Start Location Setting ==========")
self.init_role_locations()
self._save_current_simulation("location")
# Setting Goals
if not meta_info["goal_setted"]:
yield ("system","","-- Setting Goals --",None)
self.log("========== Start Goal Setting ==========")
if self.mode == "free":
self.get_event()
self.log(f"--------- Free Mode: Current Event ---------\n{self.event}\n")
self.event_history.append(self.event)
elif self.mode == "script":
self.get_script()
self.log(f"--------- Script Mode: Setted Script ---------\n{self.script}\n")
self.event_history.append(self.event)
if self.mode == "free":
for role_code in self.role_codes:
motivation = self.role_agents[role_code].set_motivation(
world_description = self.world_agent.description,
other_roles_info = self._get_group_members_info_dict(self.role_agents),
intervention = self.event,
script = self.script
)
info_text = f"{self.role_agents[role_code].nickname} 设立了动机: {motivation}" \
if self.language == "zh" else f"{self.role_agents[role_code].nickname} has set the motivation: {motivation}"
record_id = str(uuid.uuid4())
self.log(info_text)
self.record(role_code=role_code,
detail=info_text,
actor = role_code,
group = [role_code],
actor_type = 'role',
act_type="goal setting",
record_id = record_id)
yield ("role",role_code,info_text,record_id)
self._save_current_simulation("goal")
yield ("system","","-- Simulation Started --",None)
selected_role_codes = []
# Simulating
for current_round in range(start_round, rounds):
self.cur_round = current_round
self.log(f"========== Round {current_round+1} Started ==========")
if self.event and current_round >= 1:
self.log(f"--------- Current Event ---------\n{self.event}\n")
yield ("world","","-- Current Event --\n"+self.event, None)
self.event_history.append(self.event)
if len(self.moving_roles_info) == len(self.role_codes):
self.settle_movement()
continue
# Characters in next scene
if scene_mode:
group = self._name2code(
self.world_agent.decide_screen_actors(
self._get_locations_info(False),
self.history_manager.get_recent_history(5),
self.event,
list(set(selected_role_codes + list(self.moving_roles_info.keys())))))
selected_role_codes += group
if len(selected_role_codes) > len(self.role_codes):
selected_role_codes = []
else:
group = self.role_codes
self.current_status['group'] = group
self.current_status['location_code'] = self.role_agents[group[0]].location_code
self.scene_characters[str(current_round)] = group
# Prologue
# if current_round == 0 and len(group) > 0
# prologue = self.world_agent.generate_location_prologue(location_code=self.role_agents[group[0]].location_code, history_text=self._get_history_text(group),event=self.event,location_info_text=self._find_roles_at_location(self.role_agents[group[0]].location_code,name=True))
# self.log("--Prologue--: "+prologue)
# self.record(role_code="None",detail=prologue,act_type="prologue")
start_idx = len(self.history_manager)
sub_round = sub_start_round
for sub_round in range(sub_start_round,3):
if self.mode == "script":
self.script_instruct(self.progress)
else:
for role_code in group:
self.role_agents[role_code].update_goal(other_roles_status=self._get_status_text(self.role_codes))
for role_code in group:
if scene_mode:
role_code = self._name2code(self.world_agent.decide_next_actor("\n".join(self.history_manager.get_recent_history(3)),self._get_group_members_info_text(group,status=True),self.script)) if scene_mode else role_code
yield from self.implement_next_plan(role_code = role_code,
group = group)
self._save_current_simulation("action", current_round, sub_round)
if_end,epilogue = self.world_agent.judge_if_ended("\n".join(self.history_manager.get_recent_history(len(self.history_manager)-start_idx)))
if if_end:
record_id = str(uuid.uuid4())
self.log("--Epilogue--: "+epilogue)
self.record(role_code = "None",
detail = epilogue,
actor_type="world",
act_type="epilogue",
actor = "world",
group = [],
record_id = record_id)
yield ("world","","--Epilogue--: "+epilogue, record_id)
break
for role_code in group:
yield from self.decide_whether_to_move(role_code = role_code,
group = self._find_group(role_code))
self.role_agents[role_code].update_status()
self.settle_movement()
self.update_event(group)
sub_start_round = 0
self._save_current_simulation("action", current_round + 1,sub_round + 1)
# Main functions using llm
def implement_next_plan(self,role_code: str, group: List[str]):
other_roles_info = self._get_group_members_info_dict(group)
plan = self.role_agents[role_code].plan(
other_roles_info = other_roles_info,
available_locations = self.world_agent.locations,
world_description = self.world_agent.description,
intervention = self.event,
)
info_text = plan["detail"]
if plan["target_role_codes"]:
plan["target_role_codes"] = self._name2code(plan["target_role_codes"])
record_id = str(uuid.uuid4())
self.log(f"-Action-\n{self.role_agents[role_code].role_name}: "+ info_text)
self.record(role_code = role_code,
detail = plan["detail"],
actor_type = 'role',
act_type = "plan",
actor = role_code,
group = plan["target_role_codes"] + [role_code],
plan = plan,
record_id = record_id
)
yield ("role", role_code, info_text, record_id)
if plan["interact_type"] == "single" and len(plan["target_role_codes"]) == 1 and plan["target_role_codes"][0] in group:
yield from self.start_single_role_interaction(plan, record_id)
elif plan["interact_type"] == "multi" and len(plan["target_role_codes"]) > 1 and set(plan["target_role_codes"]).issubset(set(group)) :
yield from self.start_multi_role_interaction(plan, record_id)
elif plan["interact_type"] == "enviroment":
yield from self.start_enviroment_interaction(plan,role_code, record_id)
elif plan["interact_type"] == "npc" and plan["target_npc_name"]:
yield from self.start_npc_interaction(plan,role_code,target_name=plan["target_npc_name"], record_id = record_id)
return info_text
def decide_whether_to_move(self,
role_code: str,
group: List[str]):
if len(self.world_agent.locations) <= 1:
return False
if_move, move_detail, destination_code = self.role_agents[role_code].move(locations_info_text = self._get_locations_info(),
locations_info = self.world_agent.locations_info)
if if_move:
self.log(move_detail)
print(f"角色选择移动。{self.role_agents[role_code].role_name}正在前往{self.world_agent.find_location_name(destination_code)}" if self.language == "zh" else f"The role decides to move. {self.role_agents[role_code].role_name} is heading to {self.world_agent.find_location_name(destination_code)}.")
self.record(role_code = role_code,
detail = move_detail,
actor_type = 'role',
act_type = "move",
actor = role_code,
group = [role_code],
destinatiion_code = destination_code
)
yield ("role",role_code,move_detail,None)
distance = self.world_agent.get_distance(self.role_agents[role_code].location_code, destination_code)
self.role_agents[role_code].set_location(location_code=None, location_name=None)
self.moving_roles_info[role_code] = {
"location_code":destination_code,
"distance":distance
}
return if_move
def start_enviroment_interaction(self,
plan: Dict[str, Any],
role_code: str,
record_id: str):
"""
Handles the role's interaction with the environment.
It gets interaction results from agents in the world, record the result and update the status of the role.
Args:
plan (Dict[str, Any]): The details of the action.
role_code (str): The action maker.
Returns:
(str): The enviroment response.
"""
if "action" not in plan:
plan["action"] = ""
self.current_status['group'] = [role_code]
location_code = self.role_agents[role_code].location_code
result = self.world_agent.enviroment_interact(action_maker_name = self.role_agents[role_code].role_name,
action = plan["action"],
action_detail = conceal_thoughts(self.history_manager.search_record_detail(record_id)),
location_code = location_code)
env_record_id = str(uuid.uuid4())
self.log(f"(Enviroment):{result}")
self.record(role_code = role_code,
detail = result,
actor_type = 'world',
act_type = "enviroment",
initiator = role_code,
actor = "world",
group = [role_code],
record_id = env_record_id)
yield ("world","","(Enviroment):" + result, env_record_id)
return conceal_thoughts(self.history_manager.search_record_detail(record_id)) + self.history_manager.search_record_detail(env_record_id)
def start_npc_interaction(self,
plan: Dict[str, Any],
role_code: str,
target_name: str,
record_id: str,
max_rounds: int = 3):
"""
Handles the role's interaction with the environment.
It gets interaction results from agents in the world, record the result and update the status of the role.
Args:
plan (Dict[str, Any]): The details of the action.
role_code (str): The action maker.
target_name (str): The target npc.
Returns:
(str): The enviroment response.
"""
interaction = plan
start_idx = len(self.history_manager)
self.log(f"----------NPC Interaction----------\n")
self.current_status['group'] = [role_code,target_name]
for round in range(max_rounds):
npc_interaction = self.world_agent.npc_interact(action_maker_name=self.role_agents[role_code].role_name,
action_detail=self.history_manager.search_record_detail(record_id),
location_name=self.role_agents[role_code].location_name,
target_name=target_name)
npc_detail = npc_interaction["detail"]
npc_record_id = str(uuid.uuid4())
self.log(f"{target_name}: " + npc_detail)
self.record(role_code = role_code,
detail = npc_detail,
actor_type = 'world',
act_type = "npc",
actor = "world",
group = [role_code],
npc_name = target_name,
record_id = npc_record_id
)
yield ("world","",f"(NPC-{target_name}):" + npc_detail, npc_record_id)
if npc_interaction["if_end_interaction"]:
break
interaction = self.role_agents[role_code].npc_interact(
npc_name = target_name,
npc_response = self.history_manager.search_record_detail(npc_record_id),
history = self.history_manager.get_subsequent_history(start_idx = start_idx),
intervention = self.event
)
detail = interaction["detail"]
record_id = str(uuid.uuid4())
self.log(f"{self.role_agents[role_code].role_name}: " + detail)
self.record(role_code = role_code,
detail = detail,
actor_type = 'role',
act_type = "npc",
actor = role_code,
group = [role_code],
npc_name = target_name,
record_id = record_id)
yield ("role",role_code,detail,record_id)
if interaction["if_end_interaction"]:
break
if_end,epilogue = self.world_agent.judge_if_ended("\n".join(self.history_manager.get_subsequent_history(start_idx)))
if if_end:
break
return "\n".join(self.history_manager.get_subsequent_history(start_idx = start_idx))
def start_single_role_interaction(self,
plan: Dict[str, Any],
record_id: str,
max_rounds: int = 8):
interaction = plan
acted_role_code = interaction["role_code"]
acting_role_code = interaction["target_role_codes"][0]
if acting_role_code not in self.role_codes:
print(f"Warning: Role {acting_role_code} does not exist.")
return
self.current_status['group'] = [acted_role_code,acting_role_code]
start_idx = len(self.history_manager)
for round in range(max_rounds):
interaction = self.role_agents[acting_role_code].single_role_interact(
action_maker_code = acted_role_code,
action_maker_name = self.role_agents[acted_role_code].role_name,
action_detail = conceal_thoughts(self.history_manager.search_record_detail(record_id)),
action_maker_profile = self.role_agents[acted_role_code].role_profile,
intervention = self.event
)
detail = interaction["detail"]
record_id = str(uuid.uuid4())
self.log(f"{self.role_agents[acting_role_code].role_name}: " + detail)
self.record(role_code = acting_role_code,
detail = detail,
actor_type = 'role',
act_type = "single",
group = [acted_role_code,acting_role_code],
target_role_code = acting_role_code,
planning_role_code = plan["role_code"],
round = round,
record_id = record_id
)
yield ("role",acting_role_code,detail,record_id)
if interaction["if_end_interaction"]:
return
if interaction["extra_interact_type"] == "npc":
print("---Extra NPC Interact---")
result = yield from self.start_npc_interaction(plan=interaction,
role_code=acted_role_code,
target_name=interaction["target_npc_name"],
record_id=record_id)
interaction["detail"] = result
elif interaction["extra_interact_type"] == "enviroment":
print("---Extra Env Interact---")
result = yield from self.start_enviroment_interaction(plan=interaction,role_code=acted_role_code,record_id=record_id)
interaction["detail"] = result
if_end,epilogue = self.world_agent.judge_if_ended("\n".join(self.history_manager.get_subsequent_history(start_idx)))
if if_end:
break
acted_role_code,acting_role_code = acting_role_code,acted_role_code
return
def start_multi_role_interaction(self,
plan: Dict[str, Any],
record_id: str,
max_rounds: int = 8):
interaction = plan
acted_role_code = interaction["role_code"]
group = interaction["target_role_codes"]
group.append(acted_role_code)
for code in group:
if code not in self.role_codes:
print(f"Warning: Role {code} does not exist.")
return
self.current_status['group'] = group
start_idx = len(self.history_manager)
other_roles_info = self._get_group_members_info_dict(group)
for round in range(max_rounds):
acting_role_code = self._name2code(self.world_agent.decide_next_actor(history_text = "\n".join(self.history_manager.get_recent_history(3)),
roles_info_text = self._get_group_members_info_text(remove_list_elements(group,acted_role_code),status=True)))
interaction = self.role_agents[acting_role_code].multi_role_interact(
action_maker_code = acted_role_code,
action_maker_name = self.role_agents[acted_role_code].role_name,
action_detail = conceal_thoughts(self.history_manager.search_record_detail(record_id)),
action_maker_profile = self.role_agents[acted_role_code].role_profile,
other_roles_info = other_roles_info,
intervention = self.event
)
detail = interaction["detail"]
record_id = str(uuid.uuid4())
self.log(f"{self.role_agents[acting_role_code].role_name}: "+ detail)
self.record(role_code = acting_role_code,
detail = detail,
actor_type = 'role',
act_type = "multi",
group = group,
actor = acting_role_code,
planning_role_code = plan["role_code"],
round = round,
record_id = record_id
)
yield ("role",acting_role_code,detail,record_id)
if interaction["if_end_interaction"]:
break
result = ""
if interaction["extra_interact_type"] == "npc":
print("---Extra NPC Interact---")
result = yield from self.start_npc_interaction(plan=interaction,role_code=acting_role_code,target_name=interaction["target_npc_name"],record_id = record_id)
elif interaction["extra_interact_type"] == "enviroment":
print("---Extra Env Interact---")
result = yield from self.start_enviroment_interaction(plan=interaction,role_code=acting_role_code,record_id = record_id)
interaction["detail"] = self.history_manager.search_record_detail(record_id) + result
acted_role_code = acting_role_code
if_end,epilogue = self.world_agent.judge_if_ended("\n".join(self.history_manager.get_subsequent_history(start_idx)))
if if_end:
break
return
# Sub functions using llm
def script_instruct(self,
last_progress: str,
top_k: int = 5):
"""
Under the script mode, generate instruction for the roles at the beginning of each round.
Args:
last_progress (str): Where the script went in the last round.
top_k (int, optional): The number of action history of each role to refer. Defaults to 1.
Returns:
Dict[str, Any]: Instruction for each role.
"""
roles_info_text = self._get_group_members_info_text(self.role_codes,status=True)
history_text = "\n".join([self.role_agents[role_code].history_manager.get_recent_history(1)[0] for role_code in self.role_codes])
instruction = self.world_agent.get_script_instruction(
roles_info_text=roles_info_text,
event = self.event,
history_text=history_text,
script=self.script,
last_progress = last_progress)
for code in instruction:
if code == "progress":
self.log("剧本进度:"+ instruction["progress"]) if self.language == "zh" else self.log("Current Stage:"+ instruction["progress"])
elif code in self.role_codes:
# self.role_agents[code].update_goal(instruction = instruction[code])
self.role_agents[code].goal = instruction[code]
else:
print("Instruction failed, role code:",code)
return instruction
def get_event(self,):
if self.intervention == "" and not self.script:
roles_info_text = self._get_group_members_info_text(self.role_codes,profile=True)
status_text = self._get_status_text(self.role_codes)
event = self.world_agent.generate_event(roles_info_text=roles_info_text,event=self.intervention,history_text=status_text)
self.intervention = event
elif self.intervention == "" and self.script:
self.intervention = self.script
self.event = self.intervention
return self.intervention
def get_script(self,):
if self.script == "":
roles_info_text = self._get_group_members_info_text(self.role_codes,profile=True)
status = "\n".join([self.role_agents[role_code].status for role_code in self.role_codes])
script = self.world_agent.generate_script(roles_info_text=roles_info_text,event=self.intervention,history_text=status)
self.script = script
# self.event = self.script
return self.script
def update_event(self, group: List[str], top_k: int = 1):
if self.intervention == "":
self.event = ""
else:
status_text = self._get_status_text(group)
self.event = self.world_agent.update_event(self.event, self.intervention, status_text, script = self.script)
# other
def record(self,
role_code: str,
detail: str,
actor_type: str,
act_type: str,
group: List[str] = [],
actor: str = "",
record_id = None,
**kwargs):
if act_type == "plan" and "plan" in kwargs:
detail = f"{self.role_agents[role_code].nickname}: {detail}"
interact_type = kwargs["plan"]["interact_type"]
target = ", ".join(kwargs["plan"]["target_role_codes"])
other_info = f"Interact type: {interact_type}, Target: {target}"
elif act_type == "move" and "destination_code" in kwargs:
destination = kwargs["destination_code"]
other_info = f"Desitination:{destination}"
elif act_type == "single":
detail = f"{self.role_agents[role_code].nickname}: {detail}"
target, planning_role, round = kwargs["target_role_code"],kwargs["planning_role_code"],kwargs["round"]
other_info = f"Target: {target}, Planning Role: {planning_role}, Round: {round}"
elif act_type == "multi":
detail = f"{self.role_agents[role_code].nickname}: {detail}"
planning_role, round = kwargs["planning_role_code"],kwargs["round"]
other_info = f"Group member:{group}, Planning Role: {planning_role}, Round:{round},"
elif act_type == "npc":
name = kwargs["npc_name"]
other_info = f"Target: {name}"
elif act_type == "enviroment":
other_info = ""
else:
other_info = ""
record = {
"cur_round":self.cur_round,
"role_code":role_code,
"detail":detail,
"actor":actor,
"group":group, # visible group
"actor_type":actor_type,
"act_type":act_type,
"other_info":other_info,
"record_id":record_id
}
self.history_manager.add_record(record)
for code in group:
self.role_agents[code].record(record)
def settle_movement(self,):
for role_code in self.moving_roles_info.copy():
if not self.moving_roles_info[role_code]["distance"]:
location_code = self.moving_roles_info[role_code]["location_code"]
self.role_agents[role_code].set_location(location_code, self.world_agent.find_location_name(location_code))
self.log(f"{self.role_agents[role_code].role_name} 已到达 【{self.world_agent.find_location_name(location_code)}】" if self.language == "zh" else
f"{self.role_agents[role_code].role_name} has reached [{self.world_agent.find_location_name(location_code)}]")
del self.moving_roles_info[role_code]
else:
self.moving_roles_info[role_code]["distance"] -= 1
def _find_group(self,role_code):
return [code for code in self.role_codes if self.role_agents[code].location_code==self.role_agents[role_code].location_code]
def _find_roles_at_location(self,location_code,name = False):
if name:
return [self.role_agents[code].nickname for code in self.role_codes if self.role_agents[code].location_code==location_code]
else:
return [code for code in self.role_codes if self.role_agents[code].location_code==location_code]
def _get_status_text(self,group):
return "\n".join([self.role_agents[role_code].status for role_code in group])
def _get_group_members_info_text(self,group, profile = False,status = False):
roles_info_text = ""
for i, role_code in enumerate(group):
name = self.role_agents[role_code].role_name
roles_info_text += f"{i+1}. {name}\n(role_code:{role_code})\n"
if profile:
profile = self.role_agents[role_code].role_profile
roles_info_text += f"{profile}\n"
if status:
status = self.role_agents[role_code].status
roles_info_text += f"{status}\n"
return roles_info_text
def _get_group_members_info_dict(self,group: List[str]):
info = {
role_code: {
"nickname": self.role_agents[role_code].nickname,
"profile": self.role_agents[role_code].role_profile
}
for role_code in group
}
return info
def _get_locations_info(self,detailed = True):
location_info_text = "---当前各角色位置---\n" if self.language == "zh" else "---Current Location of Roles---\n"
if detailed:
for i,location_code in enumerate(self.world_agent.locations_info):
location_name = self.world_agent.find_location_name(location_code)
description = self.world_agent.locations_info[location_code]["description"]
location_info_text += f"\n{i+1}. {location_name}\nlocation_code:{location_code}\n{description}\n\n"
role_names = [f"{self.role_agents[code].role_name}({code})" for code in self.role_codes if self.role_agents[code].location_code == location_code]
role_names = ", ".join(role_names)
location_info_text += "目前在这里的角色有:" + role_names if self.language == "zh" else "Roles located here: " + role_names
else:
for i,location_code in enumerate(self.world_agent.locations_info):
location_name = self.world_agent.find_location_name(location_code)
role_names = [f"{self.role_agents[code].role_name}({code})" for code in self.role_codes if self.role_agents[code].location_code == location_code]
if len(role_names) == 0:continue
role_names = ", ".join(role_names)
location_info_text += f"【{location_name}】:" + role_names +";"
return location_info_text
def _name2code(self,roles):
name_dic = {self.role_agents[code].role_name:code for code in self.role_codes}
name_dic.update({self.role_agents[code].nickname:code for code in self.role_codes})
if isinstance(roles, list):
processed_roles = []
for role in roles:
if role in self.role_codes:
processed_roles.append(role)
elif role in name_dic:
processed_roles.append(name_dic[role])
elif "-" in role and role.split("-")[0] in name_dic:
processed_roles.append(name_dic[role.split("-")[0]])
elif role.replace("_","·") in self.role_codes:
processed_roles.append(role.replace("_","·"))
else:
processed_roles.append(role)
return processed_roles
elif isinstance(roles, str) :
roles = roles.replace("\n","")
if roles in self.role_codes:
return roles
elif roles in name_dic:
return name_dic[roles]
elif f"{roles}-{self.language}" in self.role_codes:
return f"{roles}-{self.language}"
elif "-" in roles and roles.split("-")[0] in name_dic:
return name_dic[roles.split("-")[0]]
elif roles.replace("_","·") in self.role_codes:
return roles.replace("_","·")
return roles
def log(self,text):
self.logger.info(text)
print(text)
def _save_current_simulation(self,
stage: Literal["location", "goal", "action"],
current_round: int = 0,
sub_round:int = 0):
"""
Save the current simulation progress.
Args:
stage (Literal["location", "goal", "action"]): The stage in which the simulation has been carried out
current_round (int, optional): If the stage is "action", specify the number of rounds that have been completed. Defaults to 0.
"""
if not self.if_save:
return
save_dir = f"./experiment_saves/{self.experiment_name}/{self.role_llm_name}/{self.start_time}"
create_dir(save_dir)
location_setted, goal_setted = False,False
if stage in ["location","goal","action"]:
location_setted = True
if stage in ["goal","action"]:
goal_setted = True
meta_info = {
"location_setted":location_setted,
"goal_setted": goal_setted,
"round": current_round,
"sub_round": sub_round,
}
save_json_file(os.path.join(save_dir, "meta_info.json"), meta_info)
name = self.experiment_name.split("/")[0]
save_json_file(os.path.join(save_dir, f"{name}.json"), self.config)
filename = os.path.join(save_dir, f"./server_info.json")
save_json_file(filename, self.__getstate__() )
self.history_manager.save_to_file(save_dir)
if hasattr(self, 'role_agents'):
for role_code in self.role_codes:
self.role_agents[role_code].save_to_file(save_dir)
self.world_agent.save_to_file(save_dir)
def continue_simulation_from_file(self, save_dir: str):
"""
Restore the record of the last simulation.
Args:
save_dir (str): The path where the last simulation record was saved.
Returns:
Dict[str, Any]: The meta information recording the progress of the simulation
"""
if os.path.exists(save_dir):
meta_info = load_json_file(os.path.join(save_dir, "./meta_info.json"))
filename = os.path.join(save_dir, f"./server_info.json")
states = load_json_file(filename)
self.__setstate__(states)
for role_code in self.role_codes:
self.role_agents[role_code].load_from_file(save_dir)
self.world_agent.load_from_file(save_dir)
self.history_manager.load_from_file(save_dir)
for record in self.history_manager.detailed_history:
for code in record["group"]:
if code in self.role_codes:
self.role_agents[code].record(record)
else:
meta_info = {
"location_setted":False,
"goal_setted": False,
"round": 0,
"sub_round": 0,
}
return meta_info
def __getstate__(self):
states = {key: value for key, value in self.__dict__.items() \
if isinstance(value, (str, int, list, dict, bool, type(None))) \
and key not in ['role_agents','world_agent','logger']}
return states
def __setstate__(self, states):
self.__dict__.update(states)
class BookWorld():
def __init__(self,
preset_path: str,
world_llm_name: str,
role_llm_name: str,
embedding_name:str = "bge-m3") :
self.server = Server(preset_path,
world_llm_name=world_llm_name,
role_llm_name=role_llm_name,
embedding_name=embedding_name)
self.selected_scene = None
def set_generator(self,
rounds:int = 10,
save_dir:str = "",
if_save: Literal[0,1] = 0,
mode: Literal["free", "script"] = "free",
scene_mode: Literal[0,1] = 0,):
self.server.continue_simulation_from_file(save_dir)
self.generator = self.server.simulate_generator(rounds = rounds,
save_dir = save_dir,
if_save = if_save,
mode = mode,
scene_mode = scene_mode)
def get_map_info(self):
location_codes = self.server.world_agent.locations
location_names = [self.server.world_agent.find_location_name(location_code) for location_code in location_codes]
n = len(location_codes)
distances = []
for i in range(n):
for j in range(i+1,n):
if self.server.world_agent.get_distance(location_codes[i], location_codes[j]):
distances.append({
"source": location_names[i],
"target": location_names[j],
"distance": self.server.world_agent.get_distance(location_codes[i], location_codes[j])
})
return {
"places": location_names,
"distances": distances
}
def select_scene(self,scene_number):
if scene_number == None:
self.selected_scene = scene_number
else:
self.selected_scene = str(scene_number)
def get_characters_info(self):
characters_info = []
if self.selected_scene == None:
codes = self.server.role_codes
else:
codes = self.server.scene_characters[str(self.selected_scene)]
for (i, code) in enumerate(codes):
agent = self.server.role_agents[code]
location = agent.location_name
if code in self.server.moving_roles_info:
location_name = self.server.world_agent.find_location_name(self.server.moving_roles_info[code]["location_code"])
distance = self.server.moving_roles_info[code]['distance']
location = f"Reaching {location_name}... ({distance})"
chara_info = {
"id": i,
"name": agent.nickname,
"icon": agent.icon_path,
"description": agent.role_profile,
"goal": agent.goal if agent.goal else agent.motivation,
"state": agent.status,
"location": location
}
characters_info.append(chara_info)
return characters_info
def generate_next_message(self):
message_type, code, text,message_id = next(self.generator)
if message_type == "role":
username = self.server.role_agents[code].role_name
icon_path = self.server.role_agents[code].icon_path
else:
username = message_type
icon_path = ""
message = {
'username': username,
'type': message_type, # role, world, system
'timestamp': datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
'text': text,
'icon': icon_path,
"uuid": message_id,
"scene": self.server.cur_round
}
return message
def get_settings_info(self):
return self.server.world_agent.world_settings
def get_current_status(self):
status = self.server.current_status
status['event'] = self.server.event
group = []
for code in status['group']:
if code in self.server.role_codes:
group.append(self.server.role_agents[code].nickname)
else:
group.append(code)
status['group'] = group
location_code = self.server.current_status['location_code']
if location_code not in self.server.world_agent.locations_info:
location_name,location_description = "Undefined","Undefined"
else:
location_name,location_description = self.server.world_agent.find_location_name(location_code),self.server.world_agent.locations_info[location_code]["description"]
status['location'] = {'name': location_name, 'description': location_description}
return status
def handle_message_edit(self,record_id,new_text):
group = self.server.history_manager.modify_record(record_id,new_text)
for code in group:
self.server.role_agents[code].history_manager.modify_record(record_id,new_text)
return
def get_history_messages(self,save_dir):
messages = []
for record in self.server.history_manager.detailed_history:
message_type = record["actor_type"]
code = record["role_code"]
if message_type == "role":
username = self.server.role_agents[code].role_name
icon_path = self.server.role_agents[code].icon_path
else:
username = message_type
icon_path = "./frontend/assets/images/default-icon.jpg"
messages.append({
'username': username,
'type': message_type, # role, world, system
'timestamp': datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
'text': record["detail"],
'icon': icon_path,
"uuid": record["record_id"],
"scene": record["cur_round"]
})
return messages
def generate_story(self,):
logs = self.server.history_manager.get_complete_history()
story = self.server.world_agent.log2story(logs)
return story
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument('--world_llm', type=str, default='gpt-4o-mini')
parser.add_argument('--role_llm', type=str, default='gpt-4o-mini')
parser.add_argument('--genre', type=str, default='mgdv2')
parser.add_argument('--preset_path', type=str, default='')
parser.add_argument('--if_save', type=int, default=1, choices=[0,1])
parser.add_argument('--scene_mode', type=int, default=0, choices=[0,1])
parser.add_argument('--rounds', type=int, default=10)
parser.add_argument('--save_dir', type=str, default='')
parser.add_argument('--mode', type=str, default='free', choices=['free','script'])
args = parser.parse_args()
world_llm_name = args.world_llm
role_llm_name = args.role_llm
rounds = args.rounds
genre = args.genre
preset_path = args.preset_path
save_dir = args.save_dir
if_save = args.if_save
scene_mode = args.scene_mode
mode = args.mode
if not preset_path:
preset_path = os.path.join(os.path.dirname(os.path.abspath(__file__)),f"./config/experiment_{genre}.json")
bw = BookWorld(preset_path, world_llm_name=world_llm_name, role_llm_name=role_llm_name)
bw.set_generator(rounds = rounds, save_dir = save_dir, if_save = if_save, scene_mode = scene_mode,mode = mode)
for i in range(100):
try:
bw.generate_next_message()
except StopIteration:
break |