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from flask import Flask, request, render_template
import numpy as np
from tensorflow.keras.models import load_model
from tensorflow.keras.preprocessing.image import img_to_array
import os
# from PIL import Image
# import cv2
# Load your pre-trained model
model = load_model('my_model.keras') # Replace with your model path
filepath = os.path.join('static', file.filename)
file.save(filepath)
# Process the image
image = Image.open(file)
image = image.convert('RGB')
image = image.resize((48, 48)) # Resize the image for the model
image = img_to_array(image)
image = np.expand_dims(image, axis=0) / 255.0 # Normalize the image