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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

# ํ˜„์žฌ ์ž‘์—… ๋””๋ ‰ํ† ๋ฆฌ ์ถœ๋ ฅ
print("Current Working Directory:", os.getcwd())

# ๋ฐ์ดํ„ฐ์…‹ ํŒŒ์ผ ์ด๋ฆ„
data_files = ['train_0.csv', 'train_1.csv', 'train_2.csv', 'train_3.csv', 'train_4.csv', 'train_5.csv']

# ํ˜„์žฌ ์ž‘์—… ๋””๋ ‰ํ† ๋ฆฌ์— ๋ชจ๋“  ํŒŒ์ผ์ด ์žˆ๋Š”์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}")
    # ํ•„์š”ํ•œ ๊ฒฝ์šฐ ์ž‘์—… ๋””๋ ‰ํ† ๋ฆฌ ๋ณ€๊ฒฝ
    os.chdir('/home/user/app')
    print("Changed directory to:", os.getcwd())
else:
    print("All files are present in the current directory.")

# ๋ฐ์ดํ„ฐ์…‹ ๋กœ๋“œ ๋ฐ ์ตœ์ ํ™”
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…์„ ํ‚ค๋กœ ํ•˜๊ณ  ์‚ฌ๊ฑด๋ฒˆํ˜ธ์™€ ์ „๋ฌธ์„ ์ €์žฅํ•˜๋Š” ๋”•์…”๋„ˆ๋ฆฌ ์ƒ์„ฑ
    name_to_number = full_data.set_index('์‚ฌ๊ฑด๋ช…')['์‚ฌ๊ฑด๋ฒˆํ˜ธ'].to_dict()
    number_to_fulltext = full_data.set_index('์‚ฌ๊ฑด๋ฒˆํ˜ธ')['์ „๋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.")

# ๋กœ๊น… ์„ค์ •
logging.basicConfig(level=logging.DEBUG, format='%(asctime)s:%(levelname)s:%(name)s: %(message)s', handlers=[logging.StreamHandler()])

# ์ธํ…ํŠธ ์„ค์ •
intents = discord.Intents.default()
intents.message_content = True
intents.messages = True
intents.guilds = True
intents.guild_messages = True

# ์ถ”๋ก  API ํด๋ผ์ด์–ธํŠธ ์„ค์ • (์˜ˆ์‹œ๋กœ ํฌํ•จ, ์‹ค์ œ๋กœ ์‚ฌ์šฉ๋˜์ง€ ์•Š์Œ)
hf_client = InferenceClient("CohereForAI/c4ai-command-r-plus", token=os.getenv("HF_TOKEN"))

# ํŠน์ • ์ฑ„๋„ ID
SPECIFIC_CHANNEL_ID = int(os.getenv("DISCORD_CHANNEL_ID"))

# ๋Œ€ํ™” ํžˆ์Šคํ† ๋ฆฌ๋ฅผ ์ €์žฅํ•  ์ „์—ญ ๋ณ€์ˆ˜
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}๋กœ ๋กœ๊ทธ์ธ๋˜์—ˆ์Šต๋‹ˆ๋‹ค!')
        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 = "์ฃ„์†กํ•ฉ๋‹ˆ๋‹ค, ์ œ๊ณตํ•  ์ˆ˜ ์žˆ๋Š” ์ •๋ณด๊ฐ€ ์—†์Šต๋‹ˆ๋‹ค."
            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
    
    # ์ž…๋ ฅ์ด ์‚ฌ๊ฑด๋ช…์ธ์ง€ ์‚ฌ๊ฑด๋ฒˆํ˜ธ์ธ์ง€ ํ™•์ธ
    if user_input in name_to_number:
        case_number = name_to_number[user_input]
        system_message = f"{user_mention}, '{user_input}' ์‚ฌ๊ฑด์˜ ์‚ฌ๊ฑด๋ฒˆํ˜ธ๋Š” ๋‹ค์Œ๊ณผ ๊ฐ™์Šต๋‹ˆ๋‹ค:\n์‚ฌ๊ฑด๋ฒˆํ˜ธ: {case_number}"
    elif user_input in number_to_fulltext:
        full_text = number_to_fulltext[user_input]
        system_message = f"{user_mention}, ์‚ฌ๊ฑด๋ฒˆํ˜ธ '{user_input}'์˜ ์ „๋ฌธ์€ ๋‹ค์Œ๊ณผ ๊ฐ™์Šต๋‹ˆ๋‹ค:\n\n{full_text}"
    else:
        system_message = f"{user_mention}, ๊ด€๋ จ ๋ฒ•๋ฅ  ์ •๋ณด๋ฅผ ์ฐพ์„ ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค."

    # ์‘๋‹ต ๋ณด๋‚ด๊ธฐ
    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'))