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__all__ = ['learner_faces', 'categories', 'classify_faces', 'image', 'label', 'examples', 'intf']
from fastai.vision.all import *
import gradio as gr
learner_faces = load_learner('faces_resenet50_78.pk1')
categories = ['happy', 'sad', 'angry']
def classify_faces(img):
prediction, index, probability = learner_pets.predict(img)
return dict(zip(categories, map(float, probability)))
intf = gr.Interface(fn=classify_faces,
inputs=gr.Image(shape=(192, 192)),
outputs=gr.Label(),
examples=['face01', 'face13', 'face02', 'face07', 'face10', 'face11', 'face03', 'face04', 'face12', 'face05', 'face09', 'face06', 'face08', 'face09'])
intf.launch(inline=False)
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