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import gradio as gr | |
from fastai.vision.all import * | |
learner = load_learner("subaru-gen-model.pkl") | |
categories = ( | |
"Fifth-gen Forester", | |
"First-gen Forester", | |
"Fourth-gen Forester", | |
"Second-gen Forester", | |
"Third-gen Forester", | |
) # access using data loader vocab attribute | |
def classify_image(image): | |
pred, idx, probs = learner.predict(image) | |
return dict(zip(categories, map(float, probs))) | |
image = gr.Image(height=192, width=192) | |
label = gr.Label() | |
examples = [ | |
"1998-subaru-forester.jpg", | |
"2010-subaru-forester.jpg", | |
"2020-subaru-forester.jpg", | |
] | |
iface = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples) | |
if __name__ == "__main__": | |
iface.launch() | |