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"""
MAD: Multi-Agent Debate with Large Language Models
Copyright (C) 2023 The MAD Team
This program is free software: you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with this program. If not, see <http://www.gnu.org/licenses/>.
"""
import os
import json
import random
# random.seed(0)
from code.utils.agent import Agent
openai_api_key = "Your-OpenAI-Api-Key"
NAME_LIST=[
"Affirmative side",
"Negative side",
"Moderator",
]
class DebatePlayer(Agent):
def __init__(self, model_name: str, name: str, temperature:float, openai_api_key: str, sleep_time: float) -> None:
"""Create a player in the debate
Args:
model_name(str): model name
name (str): name of this player
temperature (float): higher values make the output more random, while lower values make it more focused and deterministic
openai_api_key (str): As the parameter name suggests
sleep_time (float): sleep because of rate limits
"""
super(DebatePlayer, self).__init__(model_name, name, temperature, sleep_time)
self.openai_api_key = openai_api_key
class Debate:
def __init__(self,
model_name: str='gpt-3.5-turbo',
temperature: float=0,
num_players: int=3,
openai_api_key: str=None,
config: dict=None,
max_round: int=3,
sleep_time: float=0
) -> None:
"""Create a debate
Args:
model_name (str): openai model name
temperature (float): higher values make the output more random, while lower values make it more focused and deterministic
num_players (int): num of players
openai_api_key (str): As the parameter name suggests
max_round (int): maximum Rounds of Debate
sleep_time (float): sleep because of rate limits
"""
self.model_name = model_name
self.temperature = temperature
self.num_players = num_players
self.openai_api_key = openai_api_key
self.config = config
self.max_round = max_round
self.sleep_time = sleep_time
self.init_prompt()
# creat&init agents
self.creat_agents()
self.init_agents()
def init_prompt(self):
def prompt_replace(key):
self.config[key] = self.config[key].replace("##debate_topic##", self.config["debate_topic"])
prompt_replace("player_meta_prompt")
prompt_replace("moderator_meta_prompt")
prompt_replace("affirmative_prompt")
prompt_replace("judge_prompt_last2")
def creat_agents(self):
# creates players
self.players = [
DebatePlayer(model_name=self.model_name, name=name, temperature=self.temperature, openai_api_key=self.openai_api_key, sleep_time=self.sleep_time) for name in NAME_LIST
]
self.affirmative = self.players[0]
self.negative = self.players[1]
self.moderator = self.players[2]
def init_agents(self):
# start: set meta prompt
self.affirmative.set_meta_prompt(self.config['player_meta_prompt'])
self.negative.set_meta_prompt(self.config['player_meta_prompt'])
self.moderator.set_meta_prompt(self.config['moderator_meta_prompt'])
# start: first round debate, state opinions
print(f"===== Debate Round-1 =====\n")
self.affirmative.add_event(self.config['affirmative_prompt'])
self.aff_ans = self.affirmative.ask()
self.affirmative.add_memory(self.aff_ans)
self.config['base_answer'] = self.aff_ans
self.negative.add_event(self.config['negative_prompt'].replace('##aff_ans##', self.aff_ans))
self.neg_ans = self.negative.ask()
self.negative.add_memory(self.neg_ans)
self.moderator.add_event(self.config['moderator_prompt'].replace('##aff_ans##', self.aff_ans).replace('##neg_ans##', self.neg_ans).replace('##round##', 'first'))
self.mod_ans = self.moderator.ask()
self.moderator.add_memory(self.mod_ans)
self.mod_ans = eval(self.mod_ans)
def round_dct(self, num: int):
dct = {
1: 'first', 2: 'second', 3: 'third', 4: 'fourth', 5: 'fifth', 6: 'sixth', 7: 'seventh', 8: 'eighth', 9: 'ninth', 10: 'tenth'
}
return dct[num]
def print_answer(self):
print("\n\n===== Debate Done! =====")
print("\n----- Debate Topic -----")
print(self.config["debate_topic"])
print("\n----- Base Answer -----")
print(self.config["base_answer"])
print("\n----- Debate Answer -----")
print(self.config["debate_answer"])
print("\n----- Debate Reason -----")
print(self.config["Reason"])
def broadcast(self, msg: str):
"""Broadcast a message to all players.
Typical use is for the host to announce public information
Args:
msg (str): the message
"""
# print(msg)
for player in self.players:
player.add_event(msg)
def speak(self, speaker: str, msg: str):
"""The speaker broadcast a message to all other players.
Args:
speaker (str): name of the speaker
msg (str): the message
"""
if not msg.startswith(f"{speaker}: "):
msg = f"{speaker}: {msg}"
# print(msg)
for player in self.players:
if player.name != speaker:
player.add_event(msg)
def ask_and_speak(self, player: DebatePlayer):
ans = player.ask()
player.add_memory(ans)
self.speak(player.name, ans)
def run(self):
for round in range(self.max_round - 1):
if self.mod_ans["debate_answer"] != '':
break
else:
print(f"===== Debate Round-{round+2} =====\n")
self.affirmative.add_event(self.config['debate_prompt'].replace('##oppo_ans##', self.neg_ans))
self.aff_ans = self.affirmative.ask()
self.affirmative.add_memory(self.aff_ans)
self.negative.add_event(self.config['debate_prompt'].replace('##oppo_ans##', self.aff_ans))
self.neg_ans = self.negative.ask()
self.negative.add_memory(self.neg_ans)
self.moderator.add_event(self.config['moderator_prompt'].replace('##aff_ans##', self.aff_ans).replace('##neg_ans##', self.neg_ans).replace('##round##', self.round_dct(round+2)))
self.mod_ans = self.moderator.ask()
self.moderator.add_memory(self.mod_ans)
self.mod_ans = eval(self.mod_ans)
if self.mod_ans["debate_answer"] != '':
self.config.update(self.mod_ans)
self.config['success'] = True
# ultimate deadly technique.
else:
judge_player = DebatePlayer(model_name=self.model_name, name='Judge', temperature=self.temperature, openai_api_key=self.openai_api_key, sleep_time=self.sleep_time)
aff_ans = self.affirmative.memory_lst[2]['content']
neg_ans = self.negative.memory_lst[2]['content']
judge_player.set_meta_prompt(self.config['moderator_meta_prompt'])
# extract answer candidates
judge_player.add_event(self.config['judge_prompt_last1'].replace('##aff_ans##', aff_ans).replace('##neg_ans##', neg_ans))
ans = judge_player.ask()
judge_player.add_memory(ans)
# select one from the candidates
judge_player.add_event(self.config['judge_prompt_last2'])
ans = judge_player.ask()
judge_player.add_memory(ans)
ans = eval(ans)
if ans["debate_answer"] != '':
self.config['success'] = True
# save file
self.config.update(ans)
self.players.append(judge_player)
self.print_answer()
if __name__ == "__main__":
current_script_path = os.path.abspath(__file__)
MAD_path = current_script_path.rsplit("/", 1)[0]
while True:
debate_topic = ""
while debate_topic == "":
debate_topic = input(f"\nEnter your debate topic: ")
config = json.load(open(f"{MAD_path}/code/utils/config4all.json", "r"))
config['debate_topic'] = debate_topic
debate = Debate(num_players=3, openai_api_key=openai_api_key, config=config, temperature=0, sleep_time=0)
debate.run()