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# AUTOGENERATED! DO NOT EDIT! File to edit: ../app2.ipynb.
# %% auto 0
__all__ = ['temp', 'learn', 'categories', 'image', 'label', 'examples', 'iface', 'ECG', 'classify_image']
# %% ../app2.ipynb 2
from fastai.vision.all import*
import gradio as gr
def ECG(x):
return x[0].isupper()
# %% ../app2.ipynb 4
learn = load_learner('model2.pkl')
# %% ../app2.ipynb 6
categories = ('bradycardia','tachycardia')
def classify_image(img):
pred,idx,probs = learn.predict(img)
return dict(zip(categories, map(float,probs)))
# %% ../app2.ipynb 8
image = gr.inputs.Image(shape=(192,192))
label = gr.outputs.Label()
examples = ['bradycardia-ECG.jpg', 'tachycardia.jpg']
iface = gr.Interface(fn = classify_image, inputs = image, outputs = label, examples = examples)
iface.launch()
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