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import discord
import logging
import os
from huggingface_hub import InferenceClient
import asyncio
import subprocess
from datasets import load_dataset
import pandas as pd
# ํ์ฌ ์์
๋๋ ํ ๋ฆฌ ์ถ๋ ฅ
print("Current Working Directory:", os.getcwd())
# ๋ฐ์ดํฐ์
ํ์ผ ์ด๋ฆ
data_files = ['train_0.csv', 'train_1.csv', 'train_2.csv', 'train_3.csv', 'train_4.csv', 'train_5.csv']
# ํ์ฌ ์์
๋๋ ํ ๋ฆฌ์ ๋ชจ๋ ํ์ผ์ด ์๋์ง ํ์ธ
missing_files = [file for file in data_files if not os.path.exists(file)]
if missing_files:
print(f"Missing files: {missing_files}")
# ํ์ํ ๊ฒฝ์ฐ ์์
๋๋ ํ ๋ฆฌ ๋ณ๊ฒฝ
os.chdir('/home/user/app')
print("Changed directory to:", os.getcwd())
else:
print("All files are present in the current directory.")
# ๋ฐ์ดํฐ์
๋ก๋ ๋ฐ ์ต์ ํ
def load_optimized_dataset(data_files):
data_frames = [pd.read_csv(file) for file in data_files]
full_data = pd.concat(data_frames, ignore_index=True)
# ์ฌ๊ฑด๋ช
์ ํค๋ก ํ๊ณ ์ฌ๊ฑด๋ฒํธ์ ์ ๋ฌธ์ ์ ์ฅํ๋ ๋์
๋๋ฆฌ ์์ฑ
name_to_number = full_data.set_index('์ฌ๊ฑด๋ช
')['์ฌ๊ฑด๋ฒํธ'].to_dict()
number_to_fulltext = full_data.set_index('์ฌ๊ฑด๋ฒํธ')['์ ๋ฌธ'].to_dict()
return name_to_number, number_to_fulltext
name_to_number, number_to_fulltext = load_optimized_dataset(data_files)
print("Dataset loaded successfully.")
# ๋ก๊น
์ค์
logging.basicConfig(level=logging.DEBUG, format='%(asctime)s:%(levelname)s:%(name)s: %(message)s', handlers=[logging.StreamHandler()])
# ์ธํ
ํธ ์ค์
intents = discord.Intents.default()
intents.message_content = True
intents.messages = True
intents.guilds = True
intents.guild_messages = True
# ์ถ๋ก API ํด๋ผ์ด์ธํธ ์ค์ (์์๋ก ํฌํจ, ์ค์ ๋ก ์ฌ์ฉ๋์ง ์์)
hf_client = InferenceClient("CohereForAI/c4ai-command-r-plus", token=os.getenv("HF_TOKEN"))
# ํน์ ์ฑ๋ ID
SPECIFIC_CHANNEL_ID = int(os.getenv("DISCORD_CHANNEL_ID"))
# ๋ํ ํ์คํ ๋ฆฌ๋ฅผ ์ ์ฅํ ์ ์ญ ๋ณ์
conversation_history = []
class MyClient(discord.Client):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
self.is_processing = False
async def on_ready(self):
logging.info(f'{self.user}๋ก ๋ก๊ทธ์ธ๋์์ต๋๋ค!')
subprocess.Popen(["python", "web.py"])
logging.info("Web.py server has been started.")
async def on_message(self, message):
if message.author == self.user:
return
if not self.is_message_in_specific_channel(message):
return
if self.is_processing:
logging.debug("Currently processing another message, skipping this one.")
return
self.is_processing = True
try:
response = await generate_response(message)
if response and response.strip() == "":
response = "์ฃ์กํฉ๋๋ค, ์ ๊ณตํ ์ ์๋ ์ ๋ณด๊ฐ ์์ต๋๋ค."
await message.channel.send(response)
finally:
self.is_processing = False
logging.debug("Message processing completed, ready for the next one.")
def is_message_in_specific_channel(self, message):
channel_condition = message.channel.id == SPECIFIC_CHANNEL_ID
thread_condition = isinstance(message.channel, discord.Thread) and message.channel.parent_id == SPECIFIC_CHANNEL_ID
return channel_condition or thread_condition
async def generate_response(message):
global conversation_history
user_input = message.content.strip()
user_mention = message.author.mention
# ์
๋ ฅ์ด ์ฌ๊ฑด๋ช
์ธ์ง ์ฌ๊ฑด๋ฒํธ์ธ์ง ํ์ธ
if user_input in name_to_number:
case_number = name_to_number[user_input]
system_message = f"{user_mention}, '{user_input}' ์ฌ๊ฑด์ ์ฌ๊ฑด๋ฒํธ๋ ๋ค์๊ณผ ๊ฐ์ต๋๋ค:\n์ฌ๊ฑด๋ฒํธ: {case_number}"
elif user_input in number_to_fulltext:
full_text = number_to_fulltext[user_input]
system_message = f"{user_mention}, ์ฌ๊ฑด๋ฒํธ '{user_input}'์ ์ ๋ฌธ์ ๋ค์๊ณผ ๊ฐ์ต๋๋ค:\n\n{full_text}"
else:
system_message = f"{user_mention}, ๊ด๋ จ ๋ฒ๋ฅ ์ ๋ณด๋ฅผ ์ฐพ์ ์ ์์ต๋๋ค."
# ์๋ต ๋ณด๋ด๊ธฐ
await message.channel.send(system_message)
logging.debug(f'Full model response sent: {system_message}')
conversation_history.append({"role": "assistant", "content": system_message})
if __name__ == "__main__":
discord_client = MyClient(intents=intents)
discord_client.run(os.getenv('DISCORD_TOKEN'))
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