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Update app.py
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app.py
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@@ -1,21 +1,15 @@
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from fastai.vision.all import *
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import gradio as gr
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learn=load_learner('model.pkl')
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# %% ../app2.ipynb 5
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categories = ['soccer ball','basketball ball','golf ball','tennis ball','volleyball ball','Cricket ball']
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def classify_image(img):
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pred, idx, probs = learn.predict(img)
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return dict(zip(categories, map(float, probs)))
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image = gr.inputs.Image(shape=(192,192))
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label = gr.outputs.Label()
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examples = [
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'soccer_ball.jpg',
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'golf_ball.jpg',
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'cricket_ball.jpg'
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]
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intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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intf.launch(inline=False)
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iface = gr.Interface(fn= classify_image, inputs=image, outputs=label, examples = examples, title = "Sports Ball Recognition App", description = "This app can recognize different types of sport balls.")
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iface.launch(inline = False)
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from fastai.vision.all import *
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import gradio as gr
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learn=load_learner('sportball.pkl')
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categories = ['basketball','cricket','volleyball','soccer','tennis','golf']
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def classify_image(img):
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pred, idx, probs = learn.predict(img)
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return dict(zip(categories, map(float, probs)))
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image = gr.inputs.Image(shape=(192, 192))
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label = gr.outputs.Label()
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examples = [
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'soccer_ball.jpg',
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'golf_ball.jpg',
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'cricket_ball.jpg'
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]
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intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples, title = "Sports Ball Recognition App", description = "This app can recognize different types of sport balls.")
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intf.launch(inline=False)
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