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# AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.
# %% auto 0
__all__ = ['learn', 'labels', 'inputs', 'label', 'intf', 'classify_image']
# %% ../app.ipynb 1
import numpy as np
from fastai.vision.all import *
import gradio as gr
# %% ../app.ipynb 3
learn = load_learner("face_mask_detection_model.pkl")
# %% ../app.ipynb 5
labels = ["Wearing Mask", "No Mask"]
def classify_image(img):
pred, idx, probs = learn.predict(img)
return labels[np.argmax(probs)]
# %% ../app.ipynb 6
inputs = gr.Webcam(mirror_webcam=True, streaming=True)
label = gr.outputs.Label()
intf = gr.Interface(fn=classify_image, inputs=inputs, outputs=label)
intf.launch(inline=False, live=True)