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from fastai.vision.all import * | |
import gradio as gr | |
path = Path() | |
learn_inf = load_learner(path/'export.pkl') | |
def classify_image(img): | |
pred,pred_idx,probs = learn_inf.predict(img) | |
return f'Prediction: {pred}; Probability: float({probs[pred_idx]:.04f})' | |
image = gr.inputs.Image(shape=(224, 224)) | |
label = gr.outputs.Label() | |
examples = ['1.jpg', '2.jpg', '3.jpg'] | |
iface = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples) | |
iface.launch(inline=False) |