archeltaneka commited on
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7bb9ddb
1 Parent(s): b4092d2

Upload app.py

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  1. app.py +15 -4
app.py CHANGED
@@ -1,7 +1,18 @@
 
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  import gradio as gr
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- def greet(name):
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- return "Hello " + name + "!!"
 
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- iface = gr.Interface(fn=greet, inputs="text", outputs="text")
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- iface.launch()
 
 
 
 
 
 
 
 
 
 
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+ from fastai.vision.all import *
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  import gradio as gr
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+ # model
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+ learn = load_learner("face_mask_detection_model.pkl")
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+ labels = {"Wearing Mask", "No Mask"}
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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(labels, map(float, probs)))
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+
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+ # gradio interface
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+ image = gr.inputs.Image(shape=(224,224))
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+ label = gr.outputs.Label()
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+ examples = ["example.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)