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import gradio as gr    
from huggingface_hub import from_pretrained_keras
import numpy as np
from PIL import Image




#reloaded_model_eth = from_pretrained_keras('jmparejaz/Facial_eth_recognition')

def rgb2gray(rgb):
    return np.dot(rgb[...,:3], [0.2989, 0.5870, 0.1140]) 
 
def fun(a):
    reloaded_model = from_pretrained_keras('jmparejaz/Facial_Age-gender-eth_Recognition')
    inp = a.reshape((-1, 48, 48, 3))
    return Image.fromarray(inp)


gr.Interface(fn=fun, inputs=gr.Image(shape=(48, 48)), outputs="Image").launch()