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from flask import Flask, request |
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from twilio.twiml.messaging_response import MessagingResponse |
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from twilio.rest import Client |
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import os |
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import requests |
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from PIL import Image |
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import io |
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import uuid |
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import shutil |
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from other_function import predict_pest,predict_disease,convert_img,generate_response,ConversationBufferMemory,get_weather,get_rates |
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app = Flask(__name__) |
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UPLOAD_FOLDER = '/code/uploads' |
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if not os.path.exists(UPLOAD_FOLDER): |
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os.makedirs(UPLOAD_FOLDER) |
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conversation_memory = ConversationBufferMemory(max_size=6) |
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account_sid = os.environ.get('TWILIO_ACCOUNT_SID') |
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auth_token = os.environ.get('TWILIO_AUTH_TOKEN') |
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client = Client(account_sid, auth_token) |
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from_whatsapp_number = 'whatsapp:+14155238886' |
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@app.route('/whatsapp', methods=['POST']) |
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@app.route('/whatsapp', methods=['POST']) |
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def whatsapp_webhook(): |
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incoming_msg = request.values.get('Body', '').lower() |
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sender = request.values.get('From') |
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num_media = int(request.values.get('NumMedia', 0)) |
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chat_history = conversation_memory.get_memory() |
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if num_media > 0: |
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media_url = request.values.get('MediaUrl0') |
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content_type = request.values.get('MediaContentType0') |
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if content_type.startswith('image/'): |
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filepath = convert_img(media_url, account_sid, auth_token) |
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try: |
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disease = predict_disease(filepath) |
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except: |
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disease = None |
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try: |
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pest = predict_pest(filepath) |
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except: |
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pest = None |
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if disease: |
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response_text = f"Detected disease: {disease}" |
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disease_info = generate_response(f"Provide brief information about {disease} in plants", chat_history) |
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response_text += f"\n\nAdditional information: {disease_info}" |
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elif pest: |
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response_text = f"Detected pest: {pest}" |
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pest_info = generate_response(f"Provide brief information about {pest} in agriculture", chat_history) |
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response_text += f"\n\nAdditional information: {pest_info}" |
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else: |
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response_text = "Please upload another image with good quality." |
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else: |
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response_text = "The attached file is not an image. Please send an image for classification." |
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elif ('weather' in incoming_msg.lower()) or ('climate' in incoming_msg.lower()) or ('temperature' in incoming_msg.lower()): |
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response_text=get_weather(incoming_msg.lower()) |
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elif 'bookkeeping' in incoming_msg: |
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response_text = "Please provide the details you'd like to record." |
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elif ('rates' in incoming_msg.lower()) or ('price' in incoming_msg.lower()) or ('market' in incoming_msg.lower()) or ('rate' in incoming_msg.lower()) or ('prices' in incoming_msg.lower()): |
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rate_data=get_rates() |
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response_text=generate_response(incoming_msg+'data'+rate_data, chat_history) |
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else: |
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response_text = generate_response(incoming_msg, chat_history) |
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conversation_memory.add_to_memory({"user": incoming_msg, "assistant": response_text}) |
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send_message(sender, response_text) |
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return '', 204 |
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def get_agricultural_insights(query): |
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return generate_response(query) |
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def send_message(to, body): |
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try: |
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message = client.messages.create( |
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from_=from_whatsapp_number, |
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body=body, |
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to=to |
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) |
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print(f"Message sent with SID: {message.sid}") |
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except Exception as e: |
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print(f"Error sending message: {e}") |
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def send_initial_message(to_number): |
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send_message( |
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f'whatsapp:{to_number}', |
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'Welcome to the Agri AI Chatbot! How can I assist you today? You can send an image with "pest" or "disease" to classify it.' |
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) |
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if __name__ == '__main__': |
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send_initial_message('916382792828') |
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app.run(host='0.0.0.0', port=7860) |