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Update app.py
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app.py
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@@ -1,28 +1,28 @@
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import gradio as gr
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from fastai.vision.all import *
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learn = load_learner('model.pkl')
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labels = ['brown_spots', 'green', 'spoiled', 'yellow']
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def predict(img):
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img = PILImage.create(img)
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pred,pred_idx,probs = learn.predict(img)
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return {labels[i]: float(probs[i]) for i in range(len(labels))}
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title = "Banana Quality Classifier"
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description = "A banana classifier that can classify bananas into 4 categories based on their quality"
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examples = ['yellow_banana.jpg', 'green_banana.jpg', 'banana_with_brown_spots.jpg', 'black_banana.jpg']
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interpretation='default'
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enable_queue=True
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gr.Interface(
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fn=predict,
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inputs=gr.inputs.Image(shape=(512, 512)),
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outputs=gr.outputs.Label(num_top_classes=
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title=title,
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description=description,
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examples=examples,
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interpretation=interpretation,
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enable_queue=enable_queue
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).launch()
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import gradio as gr
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from fastai.vision.all import *
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learn = load_learner('model.pkl')
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labels = ['brown_spots', 'green', 'spoiled', 'yellow']
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def predict(img):
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img = PILImage.create(img)
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pred,pred_idx,probs = learn.predict(img)
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return {labels[i]: float(probs[i]) for i in range(len(labels))}
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title = "Banana Quality Classifier"
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description = "A banana classifier that can classify bananas into 4 categories based on their quality"
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examples = ['yellow_banana.jpg', 'green_banana.jpg', 'banana_with_brown_spots.jpg', 'black_banana.jpg', 'banana.jpg']
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interpretation='default'
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enable_queue=True
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gr.Interface(
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fn=predict,
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inputs=gr.inputs.Image(shape=(512, 512)),
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outputs=gr.outputs.Label(num_top_classes=4),
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title=title,
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description=description,
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examples=examples,
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interpretation=interpretation,
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enable_queue=enable_queue
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).launch()
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