Spaces:
Sleeping
Sleeping
| from flask import Flask, request | |
| from twilio.twiml.messaging_response import MessagingResponse | |
| from twilio.rest import Client | |
| import os | |
| import requests | |
| from PIL import Image | |
| import io | |
| import uuid | |
| app = Flask(__name__) | |
| UPLOAD_FOLDER = 'uploads' | |
| if not os.path.exists(UPLOAD_FOLDER): | |
| os.makedirs(UPLOAD_FOLDER) | |
| # Initialize the Flask app | |
| account_sid = os.environ.get('TWILIO_ACCOUNT_SID') | |
| auth_token = os.environ.get('TWILIO_AUTH_TOKEN') | |
| client = Client(account_sid, auth_token) | |
| # WhatsApp number to send messages from (your Twilio number) | |
| from_whatsapp_number = 'whatsapp:+14155238886' | |
| # Placeholder functions for image classification | |
| def classify_pest(image_path): | |
| # Implement pest classification model here | |
| return f"Detected Pest: [Pest Name] for image at {image_path}" | |
| def classify_disease(image_path): | |
| # Implement disease classification model here | |
| return f"Detected Disease: [Disease Name] for image at {image_path}" | |
| def whatsapp_webhook(): | |
| incoming_msg = request.values.get('Body', '').lower() | |
| sender = request.values.get('From') | |
| # Check if an image is attached | |
| num_media = int(request.values.get('NumMedia', 0)) | |
| if num_media > 0: | |
| media_url = request.values.get('MediaUrl0') | |
| content_type = request.values.get('MediaContentType0') | |
| if content_type.startswith('image/'): | |
| try: | |
| # Download the image | |
| r = requests.get(media_url) | |
| # Generate a unique filename | |
| filename = f"{uuid.uuid4()}.jpg" | |
| filepath = os.path.join(UPLOAD_FOLDER, filename) | |
| # Save the image | |
| with open(filepath, 'wb') as f: | |
| f.write(r.content) | |
| if 'pest' in incoming_msg: | |
| response_text = classify_pest(filepath) | |
| elif 'disease' in incoming_msg: | |
| response_text = classify_disease(filepath) | |
| else: | |
| response_text = "Please specify if you want to detect a pest or a disease." | |
| except Exception as e: | |
| print(f"Error processing image: {e}") | |
| response_text = "Failed to process the image. Please try again." | |
| else: | |
| response_text = "The attached file is not an image. Please send an image for classification." | |
| elif 'bookkeeping' in incoming_msg: | |
| response_text = "Please provide the details you'd like to record." | |
| else: | |
| response_text = get_agricultural_insights(incoming_msg) | |
| send_message(sender, response_text) | |
| return '', 204 # Return an empty response to Twilio | |
| def get_agricultural_insights(query): | |
| # Implement your agricultural insights logic here | |
| return f"Insights related to: {query}" | |
| def send_message(to, body): | |
| try: | |
| message = client.messages.create( | |
| from_=from_whatsapp_number, | |
| body=body, | |
| to=to | |
| ) | |
| print(f"Message sent with SID: {message.sid}") | |
| except Exception as e: | |
| print(f"Error sending message: {e}") | |
| # Function to send an initial message | |
| def send_initial_message(to_number): | |
| send_message( | |
| f'whatsapp:{to_number}', | |
| 'Welcome to the Agri AI Chatbot! How can I assist you today? You can send an image with "pest" or "disease" to classify it.' | |
| ) | |
| if __name__ == '__main__': | |
| send_initial_message('916382792828') | |
| app.run(host='0.0.0.0', port=7860) |