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import gradio as gr | |
from fastai.visiall.all import * | |
learn = load_learner('dog_breeds_model.pkl') | |
categories = ['Golden Retriever', 'Labrador Retriever', 'French bulldog', 'Beagle', 'German shepherd dog', 'Poodle', 'Bulldog'] | |
def classify_image(img): | |
pred,idx,probs = learn.predict(img) | |
return dict(zip(categories, map(float,probs))) | |
image = gr.inputs.Image(shape=(192, 192)) | |
label = gr.outputs.Label() | |
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label) | |
intf.launch(inline=False) | |