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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}"
@app.route('/whatsapp', methods=['POST'])
def whatsapp_webhook():
incoming_msg = request.values.get('Body', '').lower()
sender = request.values.get('From')
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:
# Generate a unique filename
filename = f"{uuid.uuid4()}.jpg"
filepath = os.path.join(UPLOAD_FOLDER, filename)
# Download and save the image using the media URL
response = requests.get(media_url)
image_data = response.content
with open(filepath, 'wb') as f:
f.write(image_data)
# Call the appropriate classification function
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 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 an initial message when the script starts
send_initial_message('916382792828') # Replace with the recipient's number
# Start the Flask server
app.run(host='0.0.0.0', port=7860) |