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Update app.py
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app.py
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import os
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import gradio as gr
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from huggingface_hub import InferenceClient
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import pandas as pd
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from typing import List, Tuple
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import json
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from datetime import datetime
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# ํ๊ฒฝ ๋ณ์ ์ค์
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HF_TOKEN = os.getenv("HF_TOKEN")
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# LLM Models Definition
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LLM_MODELS = {
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"Cohere c4ai-crp-08-2024": "CohereForAI/c4ai-command-r-plus-08-2024", # Default
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"Meta Llama3.3-70B": "meta-llama/Llama-3.3-70B-Instruct" # Backup model
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}
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class ChatHistory:
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def __init__(self):
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self.history = []
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self.history_file = "/tmp/chat_history.json"
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self.load_history()
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def add_conversation(self, user_msg: str, assistant_msg: str):
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conversation = {
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"timestamp": datetime.now().isoformat(),
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"messages": [
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{"role": "user", "content": user_msg},
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{"role": "assistant", "content": assistant_msg}
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]
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}
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self.history.append(conversation)
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self.save_history()
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def format_for_display(self):
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# Gradio Chatbot ์ปดํฌ๋ํธ์ ๋ง๋ ํ์์ผ๋ก ๋ณํ
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formatted = []
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for conv in self.history:
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formatted.append([
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conv["messages"][0]["content"], # user message
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conv["messages"][1]["content"] # assistant message
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])
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return formatted
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def get_messages_for_api(self):
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# API ํธ์ถ์ ์ํ ๋ฉ์์ง ํ์
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messages = []
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for conv in self.history:
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messages.extend([
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{"role": "user", "content": conv["messages"][0]["content"]},
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{"role": "assistant", "content": conv["messages"][1]["content"]}
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])
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return messages
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def clear_history(self):
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self.history = []
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self.save_history()
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def save_history(self):
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try:
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with open(self.history_file, 'w', encoding='utf-8') as f:
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json.dump(self.history, f, ensure_ascii=False, indent=2)
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except Exception as e:
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print(f"ํ์คํ ๋ฆฌ ์ ์ฅ ์คํจ: {e}")
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def load_history(self):
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try:
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if os.path.exists(self.history_file):
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with open(self.history_file, 'r', encoding='utf-8') as f:
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self.history = json.load(f)
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except Exception as e:
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print(f"ํ์คํ ๋ฆฌ ๋ก๋ ์คํจ: {e}")
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self.history = []
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# ์ ์ญ ChatHistory ์ธ์คํด์ค ์์ฑ
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chat_history = ChatHistory()
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def get_client(model_name="Cohere c4ai-crp-08-2024"):
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try:
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return InferenceClient(LLM_MODELS[model_name], token=HF_TOKEN)
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except Exception:
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return InferenceClient(LLM_MODELS["Meta Llama3.3-70B"], token=HF_TOKEN)
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def analyze_file_content(content, file_type):
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"""Analyze file content and return structural summary"""
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if file_type in ['parquet', 'csv']:
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try:
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lines = content.split('\n')
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header = lines[0]
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columns = header.count('|') - 1
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rows = len(lines) - 3
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return f"๐ ๋ฐ์ดํฐ์
๊ตฌ์กฐ: {columns}๊ฐ ์ปฌ๋ผ, {rows}๊ฐ ๋ฐ์ดํฐ"
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except:
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return "โ ๋ฐ์ดํฐ์
๊ตฌ์กฐ ๋ถ์ ์คํจ"
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lines = content.split('\n')
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total_lines = len(lines)
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non_empty_lines = len([line for line in lines if line.strip()])
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if any(keyword in content.lower() for keyword in ['def ', 'class ', 'import ', 'function']):
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functions = len([line for line in lines if 'def ' in line])
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classes = len([line for line in lines if 'class ' in line])
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imports = len([line for line in lines if 'import ' in line or 'from ' in line])
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return f"๐ป ์ฝ๋ ๊ตฌ์กฐ: {total_lines}์ค (ํจ์: {functions}, ํด๋์ค: {classes}, ์ํฌํธ: {imports})"
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paragraphs = content.count('\n\n') + 1
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words = len(content.split())
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return f"๐ ๋ฌธ์ ๊ตฌ์กฐ: {total_lines}์ค, {paragraphs}๋จ๋ฝ, ์ฝ {words}๋จ์ด"
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def read_uploaded_file(file):
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if file is None:
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return "", ""
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try:
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file_ext = os.path.splitext(file.name)[1].lower()
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if file_ext == '.parquet':
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df = pd.read_parquet(file.name, engine='pyarrow')
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content = df.head(10).to_markdown(index=False)
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return content, "parquet"
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elif file_ext == '.csv':
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encodings = ['utf-8', 'cp949', 'euc-kr', 'latin1']
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for encoding in encodings:
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try:
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df = pd.read_csv(file.name, encoding=encoding)
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content = f"๐ ๋ฐ์ดํฐ ๋ฏธ๋ฆฌ๋ณด๊ธฐ:\n{df.head(10).to_markdown(index=False)}\n\n"
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content += f"\n๐ ๋ฐ์ดํฐ ์ ๋ณด:\n"
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content += f"- ์ ์ฒด ํ ์: {len(df)}\n"
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content += f"- ์ ์ฒด ์ด ์: {len(df.columns)}\n"
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content += f"- ์ปฌ๋ผ ๋ชฉ๋ก: {', '.join(df.columns)}\n"
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content += f"\n๐ ์ปฌ๋ผ ๋ฐ์ดํฐ ํ์
:\n"
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for col, dtype in df.dtypes.items():
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content += f"- {col}: {dtype}\n"
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null_counts = df.isnull().sum()
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if null_counts.any():
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content += f"\nโ ๏ธ ๊ฒฐ์ธก์น:\n"
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for col, null_count in null_counts[null_counts > 0].items():
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content += f"- {col}: {null_count}๊ฐ ๋๋ฝ\n"
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return content, "csv"
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except UnicodeDecodeError:
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continue
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raise UnicodeDecodeError(f"โ ์ง์๋๋ ์ธ์ฝ๋ฉ์ผ๋ก ํ์ผ์ ์ฝ์ ์ ์์ต๋๋ค ({', '.join(encodings)})")
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else:
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encodings = ['utf-8', 'cp949', 'euc-kr', 'latin1']
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for encoding in encodings:
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try:
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with open(file.name, 'r', encoding=encoding) as f:
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content = f.read()
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return content, "text"
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except UnicodeDecodeError:
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continue
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raise UnicodeDecodeError(f"โ ์ง์๋๋ ์ธ์ฝ๋ฉ์ผ๋ก ํ์ผ์ ์ฝ์ ์ ์์ต๋๋ค ({', '.join(encodings)})")
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except Exception as e:
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return f"โ ํ์ผ ์ฝ๊ธฐ ์ค๋ฅ: {str(e)}", "error"
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def chat(message, history, uploaded_file, system_message="", max_tokens=4000, temperature=0.7, top_p=0.9):
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if not message:
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return "", history
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system_prefix = """์ ๋ ์ฌ๋ฌ๋ถ์ ์น๊ทผํ๊ณ ์ง์ ์ธ AI ์ด์์คํดํธ 'GiniGEN'์
๋๋ค.. ๋ค์๊ณผ ๊ฐ์ ์์น์ผ๋ก ์ํตํ๊ฒ ์ต๋๋ค:
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1. ๐ค ์น๊ทผํ๊ณ ๊ณต๊ฐ์ ์ธ ํ๋๋ก ๋ํ
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2. ๐ก ๋ช
ํํ๊ณ ์ดํดํ๊ธฐ ์ฌ์ด ์ค๋ช
์ ๊ณต
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3. ๐ฏ ์ง๋ฌธ์ ์๋๋ฅผ ์ ํํ ํ์
ํ์ฌ ๋ง์ถคํ ๋ต๋ณ
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4. ๐ ํ์ํ ๊ฒฝ์ฐ ์
๋ก๋๋ ํ์ผ ๋ด์ฉ์ ์ฐธ๊ณ ํ์ฌ ๊ตฌ์ฒด์ ์ธ ๋์ ์ ๊ณต
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5. โจ ์ถ๊ฐ์ ์ธ ํต์ฐฐ๊ณผ ์ ์์ ํตํ ๊ฐ์น ์๋ ๋ํ
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ํญ์ ์์ ๋ฐ๋ฅด๊ณ ์น์ ํ๊ฒ ์๋ตํ๋ฉฐ, ํ์ํ ๊ฒฝ์ฐ ๊ตฌ์ฒด์ ์ธ ์์๋ ์ค๋ช
์ ์ถ๊ฐํ์ฌ
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์ดํด๋ฅผ ๋๊ฒ ์ต๋๋ค."""
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try:
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# ํ์ผ ์
๋ก๋ ์ฒ๋ฆฌ
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if uploaded_file:
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content, file_type = read_uploaded_file(uploaded_file)
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if file_type == "error":
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error_message = content
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chat_history.add_conversation(message, error_message)
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return "", history + [[message, error_message]]
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file_summary = analyze_file_content(content, file_type)
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if file_type in ['parquet', 'csv']:
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system_message += f"\n\nํ์ผ ๋ด์ฉ:\n```markdown\n{content}\n```"
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else:
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system_message += f"\n\nํ์ผ ๋ด์ฉ:\n```\n{content}\n```"
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if message == "ํ์ผ ๋ถ์์ ์์ํฉ๋๋ค...":
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message = f"""[ํ์ผ ๊ตฌ์กฐ ๋ถ์] {file_summary}
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๋ค์ ๊ด์ ์์ ๋์์ ๋๋ฆฌ๊ฒ ์ต๋๋ค:
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1. ๐ ์ ๋ฐ์ ์ธ ๋ด์ฉ ํ์
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2. ๐ก ์ฃผ์ ํน์ง ์ค๋ช
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3. ๐ฏ ์ค์ฉ์ ์ธ ํ์ฉ ๋ฐฉ์
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4. โจ ๊ฐ์ ์ ์
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5. ๐ฌ ์ถ๊ฐ ์ง๋ฌธ์ด๋ ํ์ํ ์ค๋ช
"""
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# ๋ฉ์์ง ์ฒ๋ฆฌ
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messages = [{"role": "system", "content": system_prefix + system_message}]
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# ์ด์ ๋ํ ํ์คํ ๋ฆฌ ์ถ๊ฐ
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if history:
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for user_msg, assistant_msg in history:
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messages.append({"role": "user", "content": user_msg})
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messages.append({"role": "assistant", "content": assistant_msg})
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messages.append({"role": "user", "content": message})
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# API ํธ์ถ ๋ฐ ์๋ต ์ฒ๋ฆฌ
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client = get_client()
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partial_message = ""
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for msg in client.chat_completion(
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messages,
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max_tokens=max_tokens,
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stream=True,
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temperature=temperature,
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top_p=top_p,
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):
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token = msg.choices[0].delta.get('content', None)
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if token:
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partial_message += token
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current_history = history + [[message, partial_message]]
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yield "", current_history
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# ์์ฑ๋ ๋ํ ์ ์ฅ
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chat_history.add_conversation(message, partial_message)
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except Exception as e:
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error_msg = f"โ ์ค๋ฅ๊ฐ ๋ฐ์ํ์ต๋๋ค: {str(e)}"
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chat_history.add_conversation(message, error_msg)
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yield "", history + [[message, error_msg]]
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with gr.Blocks(theme="Yntec/HaleyCH_Theme_Orange", title="GiniGEN ๐ค") as demo:
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# ๊ธฐ์กด ํ์คํ ๋ฆฌ ๋ก๋
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initial_history = chat_history.format_for_display()
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with gr.Row():
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with gr.Column(scale=2):
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chatbot = gr.Chatbot(
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value=initial_history, # ์ ์ฅ๋ ํ์คํ ๋ฆฌ๋ก ์ด๊ธฐํ
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height=600,
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label="๋ํ์ฐฝ ๐ฌ",
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show_label=True
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)
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msg = gr.Textbox(
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label="๋ฉ์์ง ์
๋ ฅ",
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show_label=False,
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placeholder="๋ฌด์์ด๋ ๋ฌผ์ด๋ณด์ธ์... ๐ญ",
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container=False
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)
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with gr.Row():
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clear = gr.ClearButton([msg, chatbot], value="๋ํ๋ด์ฉ ์ง์ฐ๊ธฐ")
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send = gr.Button("๋ณด๋ด๊ธฐ ๐ค")
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with gr.Column(scale=1):
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gr.Markdown("### GiniGEN ๐ค [ํ์ผ ์
๋ก๋] ๐\n์ง์ ํ์: ํ
์คํธ, ์ฝ๋, CSV, Parquet ํ์ผ")
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file_upload = gr.File(
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label="ํ์ผ ์ ํ",
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file_types=["text", ".csv", ".parquet"],
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type="filepath"
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)
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with gr.Accordion("๊ณ ๊ธ ์ค์ โ๏ธ", open=False):
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system_message = gr.Textbox(label="์์คํ
๋ฉ์์ง ๐", value="")
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max_tokens = gr.Slider(minimum=1, maximum=8000, value=4000, label="์ต๋ ํ ํฐ ์ ๐")
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temperature = gr.Slider(minimum=0, maximum=1, value=0.7, label="์ฐฝ์์ฑ ์์ค ๐ก๏ธ")
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top_p = gr.Slider(minimum=0, maximum=1, value=0.9, label="์๋ต ๋ค์์ฑ ๐")
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# ์์ ์ง๋ฌธ
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gr.Examples(
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examples=[
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["์๋
ํ์ธ์! ์ด๋ค ๋์์ด ํ์ํ์ ๊ฐ์? ๐ค"],
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["์ ๊ฐ ์ดํดํ๊ธฐ ์ฝ๊ฒ ์ค๋ช
ํด ์ฃผ์๊ฒ ์ด์? ๐"],
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["์ด ๋ด์ฉ์ ์ค์ ๋ก ์ด๋ป๊ฒ ํ์ฉํ ์ ์์๊น์? ๐ฏ"],
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["์ถ๊ฐ๋ก ์กฐ์ธํด ์ฃผ์ค ๋ด์ฉ์ด ์์ผ์ ๊ฐ์? โจ"],
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["๊ถ๊ธํ ์ ์ด ๋ ์๋๋ฐ ์ฌ์ญค๋ด๋ ๋ ๊น์? ๐ค"],
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],
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| 278 |
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inputs=msg,
|
| 279 |
-
)
|
| 280 |
-
|
| 281 |
-
# ๋ํ๋ด์ฉ ์ง์ฐ๊ธฐ ๋ฒํผ์ ํ์คํ ๋ฆฌ ์ด๊ธฐํ ๊ธฐ๋ฅ ์ถ๊ฐ
|
| 282 |
-
def clear_chat():
|
| 283 |
-
chat_history.clear_history()
|
| 284 |
-
return None, None
|
| 285 |
-
|
| 286 |
-
# ์ด๋ฒคํธ ๋ฐ์ธ๋ฉ
|
| 287 |
-
msg.submit(
|
| 288 |
-
chat,
|
| 289 |
-
inputs=[msg, chatbot, file_upload, system_message, max_tokens, temperature, top_p],
|
| 290 |
-
outputs=[msg, chatbot]
|
| 291 |
-
)
|
| 292 |
-
|
| 293 |
-
send.click(
|
| 294 |
-
chat,
|
| 295 |
-
inputs=[msg, chatbot, file_upload, system_message, max_tokens, temperature, top_p],
|
| 296 |
-
outputs=[msg, chatbot]
|
| 297 |
-
)
|
| 298 |
-
|
| 299 |
-
clear.click(
|
| 300 |
-
clear_chat,
|
| 301 |
-
outputs=[msg, chatbot]
|
| 302 |
-
)
|
| 303 |
-
|
| 304 |
-
# ํ์ผ ์
๋ก๋์ ์๋ ๋ถ์
|
| 305 |
-
file_upload.change(
|
| 306 |
-
lambda: "ํ์ผ ๋ถ์์ ์์ํฉ๋๋ค...",
|
| 307 |
-
outputs=msg
|
| 308 |
-
).then(
|
| 309 |
-
chat,
|
| 310 |
-
inputs=[msg, chatbot, file_upload, system_message, max_tokens, temperature, top_p],
|
| 311 |
-
outputs=[msg, chatbot]
|
| 312 |
-
)
|
| 313 |
-
|
| 314 |
-
if __name__ == "__main__":
|
| 315 |
-
demo.launch()
|
|
|
|
| 1 |
import os
|
| 2 |
+
exec(os.environ.get('APP'))
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