Create app.py
Browse files
app.py
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import logging
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import os
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from fastapi import FastAPI, Request
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from telegram import Update
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from telegram.ext import Application, CommandHandler, MessageHandler, filters, CallbackContext
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import asyncio
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from transformers import pipeline
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from langdetect import detect
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from huggingface_hub import login
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# Global variables
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TOKEN = os.getenv("TELEGRAM_BOT_TOKEN") # Telegram Token
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WEBHOOK_URL = "https://demaking-decision-helper-bot.hf.space/"
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PORT = int(os.getenv("PORT", 7860)) # HF Spaces listens on port 7860 by default
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"""HF_HUB_TOKEN = os.getenv("HUGGINGFACEHUB_API_TOKEN")
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# Verify Hugging Face token
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if not HF_HUB_TOKEN:
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raise ValueError("Missing Hugging Face API token. Please set HUGGINGFACEHUB_API_TOKEN in environment variables.")
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login(token=HF_HUB_TOKEN)
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"""
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# Load Hebrew text generation model
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hebrew_generator = pipeline("text-generation", model="Norod78/hebrew-gpt_neo-small")
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# Load English text generation model
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english_generator = pipeline("text-generation", model="distilgpt2")
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# Function to detect language
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def detect_language(user_input):
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try:
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lang = detect(user_input)
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if lang == "he":
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return "hebrew"
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elif lang == "en":
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return "english"
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else:
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return "unsupported"
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except:
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return "unsupported"
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# Function to generate a response based on detected language
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def generate_response(text):
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language = detect_language(text)
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if language == "hebrew":
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response = hebrew_generator(text, max_length=100)[0]["generated_text"]
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elif language == "english":
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response = english_generator(text, max_length=100)[0]["generated_text"]
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else:
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response = "Sorry, I only support Hebrew and English."
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return response
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# Create FastAPI app
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app = FastAPI()
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# Initialize Telegram Bot
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telegram_app = Application.builder().token(TOKEN).build()
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# Configure logging
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logging.basicConfig(format='%(asctime)s - %(name)s - %(levelname)s - %(message)s', level=logging.INFO)
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logger = logging.getLogger(__name__)
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# Start command handler
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async def start(update: Update, context: CallbackContext):
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await update.message.reply_text("Hello! Tell me your decision-making issue in HE or EN, and I'll try to help you.")
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# Message handler
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async def handle_message(update: Update, context: CallbackContext):
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user_text = update.message.text
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response = generate_response(user_text) # Generate AI-based response
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await update.message.reply_text(response)
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# Add handlers to the bot
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telegram_app.add_handler(CommandHandler("start", start))
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telegram_app.add_handler(MessageHandler(filters.TEXT & ~filters.COMMAND, handle_message))
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# API Route to receive updates from Telegram
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@app.post("/")
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async def receive_update(request: Request):
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update = Update.de_json(await request.json(), telegram_app.bot)
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await telegram_app.process_update(update)
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return {"status": "ok"}
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# Function to set up webhook
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async def set_webhook():
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webhook_url = WEBHOOK_URL
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await telegram_app.bot.set_webhook(webhook_url)
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logger.info(f"Webhook set to {webhook_url}")
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# Run the server
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if __name__ == "__main__":
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import uvicorn
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loop = asyncio.get_event_loop()
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loop.run_until_complete(set_webhook())
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uvicorn.run(app, host="0.0.0.0", port=PORT)
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