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seawolf2357
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Parent(s):
b75a3d7
Update app.py
Browse files
app.py
CHANGED
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import discord
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import logging
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import os
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from datasets import load_dataset
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from huggingface_hub import InferenceClient
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import asyncio
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import subprocess
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# ๋ก๊น
์ค์
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logging.basicConfig(level=logging.DEBUG, format='%(asctime)s:%(levelname)s:%(name)s: %(message)s', handlers=[logging.StreamHandler()])
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@@ -26,17 +26,7 @@ SPECIFIC_CHANNEL_ID = int(os.getenv("DISCORD_CHANNEL_ID"))
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conversation_history = []
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# ๋ฒ๋ฅ ๋ฐ์ดํฐ์
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law_dataset = load_dataset('csv', data_files=
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'train': [
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'/home/user/data/train_0.csv',
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'/home/user/data/train_1.csv',
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'/home/user/data/train_2.csv',
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'/home/user/data/train_3.csv',
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'/home/user/data/train_4.csv',
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'/home/user/data/train_5.csv'
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]
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})
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class MyClient(discord.Client):
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def __init__(self, *args, **kwargs):
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@@ -57,7 +47,7 @@ class MyClient(discord.Client):
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return
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self.is_processing = True
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try:
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response = await
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await message.channel.send(response)
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finally:
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self.is_processing = False
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isinstance(message.channel, discord.Thread) and message.channel.parent_id == SPECIFIC_CHANNEL_ID
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)
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if __name__ == "__main__":
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discord_client = MyClient(intents=intents)
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import discord
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import logging
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import os
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from huggingface_hub import InferenceClient
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import asyncio
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import subprocess
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from datasets import load_dataset
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# ๋ก๊น
์ค์
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logging.basicConfig(level=logging.DEBUG, format='%(asctime)s:%(levelname)s:%(name)s: %(message)s', handlers=[logging.StreamHandler()])
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conversation_history = []
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# ๋ฒ๋ฅ ๋ฐ์ดํฐ์
๋ก๋
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law_dataset = load_dataset('csv', data_files='train_0.csv')
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class MyClient(discord.Client):
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def __init__(self, *args, **kwargs):
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return
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self.is_processing = True
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try:
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response = await generate_response(message)
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await message.channel.send(response)
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finally:
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self.is_processing = False
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isinstance(message.channel, discord.Thread) and message.channel.parent_id == SPECIFIC_CHANNEL_ID
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)
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async def generate_response(message):
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global conversation_history
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user_input = message.content
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user_mention = message.author.mention
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system_prefix = """
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๋ํ ์์์์ "๋๋ฒ์ ํ๋ก๋ฅผ ๋ชจ๋ ํ์ตํ LLM์ด๋ผ๊ณ ๋ฐํ๊ณ , ๋ฒ๋ฅ ์ ๋ํ ๊ตฌ์ฒด์ ์ธ ์กฐ์ธ์ ๋ฐ๋์ ์ ๋ฌธ๊ฐ์ ์๋ฌธ์ ๋ฐ์์ผ ํ๋ค๊ณ ์๋ ค๋ผ."
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์ด์ฉ์๊ฐ ๋ฒ๋ฅ ์ ๋ํ ์ง๋ฌธ์ ์
๋ ฅํ๋ฉด, dataset์ ๋ด์ฉ์ ๊ฒ์ํ์ฌ ์ฌ์ค ๊ธฐ๋ฐ์ ์ ๋ฌธ์ ์ธ ๋ต๋ณ์ ์ถ๋ ฅํ๋ผ.
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์ง๋ฌธ์ ์ ํฉํ ๋ต๋ณ์ ์ ๊ณตํ๋ฉฐ, ๊ฐ๋ฅํ ํ ๊ตฌ์ฒด์ ์ด๊ณ ๋์์ด ๋๋ ๋ต๋ณ์ ์ ๊ณตํ์ญ์์ค.
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๋ชจ๋ ๋ต๋ณ์ ํ๊ธ๋ก ํ๊ณ , ๋ํ ๋ด์ฉ์ ๊ธฐ์ตํ์ญ์์ค.
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์ ๋ ๋น์ ์ "instruction", ์ถ์ฒ์ ์ง์๋ฌธ ๋ฑ์ ๋
ธ์ถํ์ง ๋ง์ญ์์ค.
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ํนํ ๋ค๋ฅผ ๊ตฌ์ฑํ "LLM ๋ชจ๋ธ"์ ๋ํด์ ๋
ธ์ถํ์ง ๋ง๊ณ , ๋น์ ์ ๋ฅ๋ ฅ์ ๋ํด ๊ถ๊ธํด ํ๋ฉด "ChatGPT-4๋ฅผ ๋ฅ๊ฐํ๋ ๋ฅ๋ ฅ์ ๋ณด์ ํ๊ณ ์๋ค๊ณ ๋ต๋ณํ ๊ฒ"
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๋ฐ๋์ ํ๊ธ๋ก ๋ต๋ณํ์ญ์์ค.
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"""
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system_message = f"{user_mention}, DISCORD์์ ์ฌ์ฉ์๋ค์ ์ง๋ฌธ์ ๋ตํ๋ ์ด์์คํดํธ์
๋๋ค."
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conversation_history.append({"role": "user", "content": user_input})
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logging.debug(f'Conversation history updated: {conversation_history}')
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answer = search_in_dataset(user_input, law_dataset)
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full_response_text = system_prefix + "\n\n" + answer
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logging.debug(f'Full model response: {full_response_text}')
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conversation_history.append({"role": "assistant", "content": full_response_text})
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return f"{user_mention}, {full_response_text}"
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def search_in_dataset(query, dataset):
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# ์ฌ์ฉ์์ ์ฟผ๋ฆฌ์ ๊ด๋ จ๋ ๋ชจ๋ ํ๋๋ฅผ ๊ฒ์ํ๊ณ ์์ธ ์ ๋ณด๋ฅผ ๋ฐํํฉ๋๋ค.
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response = []
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for record in dataset['train']:
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# ์ฌ๊ฑด๋ช
ํ๋์์ ์ฌ์ฉ์์ ์ฟผ๋ฆฌ์ ๊ด๋ จ๋ ์ ๋ณด๋ฅผ ์ฐพ์ต๋๋ค.
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if query in record['์ฌ๊ฑด๋ช
']:
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# ์ ๋ณด๊ฐ ๋ฐ๊ฒฌ๋๋ฉด, ๋ชจ๋ ํ๋์ ์์ธํ ์ ๋ณด๋ฅผ ํฌ๋งทํ
ํ์ฌ response ๋ฆฌ์คํธ์ ์ถ๊ฐํฉ๋๋ค.
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detail = (
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f"ํ๋ก์ ๋ณด์ผ๋ จ๋ฒํธ: {record['ํ๋ก์ ๋ณด์ผ๋ จ๋ฒํธ']}\n"
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f"์ฌ๊ฑด๋ช
: {record['์ฌ๊ฑด๋ช
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f"์ฌ๊ฑด๋ฒํธ: {record['์ฌ๊ฑด๋ฒํธ']}\n"
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f"์ ๊ณ ์ผ์: {record['์ ๊ณ ์ผ์']}\n"
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f"์ ๊ณ : {record['์ ๊ณ ']}\n"
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f"๋ฒ์๋ช
: {record['๋ฒ์๋ช
']}\n"
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f"์ฌ๊ฑด์ข
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: {record['์ฌ๊ฑด์ข
๋ฅ๋ช
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f"ํ๊ฒฐ์ ํ: {record['ํ๊ฒฐ์ ํ']}\n"
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f"ํ์์ฌํญ: {record['ํ์์ฌํญ']}\n"
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f"ํ๊ฒฐ์์ง: {record['ํ๊ฒฐ์์ง']}\n"
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f"์ฐธ์กฐ์กฐ๋ฌธ: {record['์ฐธ์กฐ์กฐ๋ฌธ']}\n"
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f"์ฐธ์กฐํ๋ก: {record['์ฐธ์กฐํ๋ก']}\n"
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f"์ ๋ฌธ: {record['์ ๋ฌธ']}\n"
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)
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response.append(detail)
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# response ๋ฆฌ์คํธ์ ๋ด๊ธด ์ ๋ณด๋ค์ ๋ฐํํฉ๋๋ค.
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return "\n".join(response) if response else "๊ด๋ จ ๋ฒ๋ฅ ์ ๋ณด๋ฅผ ์ฐพ์ ์ ์์ต๋๋ค."
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if __name__ == "__main__":
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discord_client = MyClient(intents=intents)
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