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Create app.py

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  1. app.py +23 -0
app.py ADDED
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+ import tensorflow as tf
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+ inception_net = tf.keras.applications.MobileNetV2()
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+
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+
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+ import requests
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+
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+ # Download human-readable labels for ImageNet.
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+ response = requests.get("https://git.io/JJkYN")
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+ labels = response.text.split("\n")
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+
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+ def classify_image(inp):
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+ inp = inp.reshape((-1, 224, 224, 3))
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+ inp = tf.keras.applications.mobilenet_v2.preprocess_input(inp)
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+ prediction = inception_net.predict(inp).flatten()
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+ confidences = {labels[i]: float(prediction[i]) for i in range(1000)}
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+ return confidences
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+
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+
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+ import gradio as gr
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+
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+ gr.Interface(fn=classify_image,
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+ inputs=gr.Image(shape=(224, 224)),
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+ outputs=gr.Label(num_top_classes=3)).launch()