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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 threading | |
import uuid | |
import shutil | |
from other_function import predict_pest,predict_disease,convert_img,generate_response,ConversationBufferMemory,get_weather,get_rates | |
app = Flask(__name__) | |
UPLOAD_FOLDER = '/code/uploads' | |
if not os.path.exists(UPLOAD_FOLDER): | |
os.makedirs(UPLOAD_FOLDER) | |
conversation_memory = ConversationBufferMemory(max_size=6) | |
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' | |
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)) | |
# Get the chat history | |
chat_history = conversation_memory.get_memory() | |
if num_media > 0: | |
media_url = request.values.get('MediaUrl0') | |
content_type = request.values.get('MediaContentType0') | |
if content_type.startswith('image/'): | |
filepath = convert_img(media_url, account_sid, auth_token) | |
try: | |
disease = predict_disease(filepath) | |
except: | |
disease = None | |
try: | |
pest = predict_pest(filepath) | |
except: | |
pest = None | |
if disease: | |
response_text = f"Detected disease: {disease}" | |
# Generate additional insights about the disease | |
disease_info = generate_response(f"Provide brief information about {disease} in plants", chat_history) | |
response_text += f"\n\nAdditional information: {disease_info}" | |
elif pest: | |
response_text = f"Detected pest: {pest}" | |
# Generate additional insights about the pest | |
pest_info = generate_response(f"Provide brief information about {pest} in agriculture", chat_history) | |
response_text += f"\n\nAdditional information: {pest_info}" | |
else: | |
response_text = "Please upload another image with good quality." | |
else: | |
response_text = "The attached file is not an image. Please send an image for classification." | |
elif ('weather' in incoming_msg.lower()) or ('climate' in incoming_msg.lower()) or ('temperature' in incoming_msg.lower()): | |
response_text=get_weather(incoming_msg.lower()) | |
elif 'bookkeeping' in incoming_msg: | |
response_text = "Please provide the details you'd like to record." | |
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()): | |
rates=get_rates() | |
response_text = generate_response(incoming_msg+'data is '+rates, chat_history) | |
else: | |
# Generate response considering the chat history | |
response_text = generate_response(incoming_msg, chat_history) | |
# Add the interaction to memory | |
conversation_memory.add_to_memory({"user": incoming_msg, "assistant": response_text}) | |
send_message(sender, response_text) | |
return '', 204 | |
def get_agricultural_insights(query): | |
return generate_response(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?' | |
) | |
if __name__ == '__main__': | |
send_initial_message('916382792828') | |
send_initial_message('919080522395') | |
app.run(host='0.0.0.0', port=7860) |