# 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, live=True)
intf.launch(inline=False)