Update app.py
Browse files
app.py
CHANGED
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@@ -1,26 +1,26 @@
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import gradio as gr
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import numpy as np
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import tensorflow as tf
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import json
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from os.path import dirname, realpath, join
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import matplotlib.pyplot as plt
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current_dir = dirname(realpath(__file__))
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with open(join(current_dir), 'image_labels.json') as labels_file:
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labels=json.load(labels_file)
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mobile_net = tf.keras.applications.MobileNetV2()
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def image_classifier(img):
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arr = np.expand_dims(img, axis=0)
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arr = tf.keras.applications.mobilenet.preprocess_input(arr)
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prediction = mobile_net.prediction(arr).flatten()
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return {labels[i]:float(prediction[i]) for i in range(1000)}
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iface = gr.Interface(
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image_classifier,
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capture_session=True,
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interpretation='default',
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)
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if __name__ == '__main__':
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iface.launch(share=True)
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import gradio as gr
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import numpy as np
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import tensorflow as tf
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import json
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from os.path import dirname, realpath, join
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import matplotlib.pyplot as plt
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+
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current_dir = dirname(realpath(__file__))
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with open(join(current_dir), 'image_labels.json') as labels_file:
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labels=json.load(labels_file)
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mobile_net = tf.keras.applications.MobileNetV2()
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def image_classifier(img):
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arr = np.expand_dims(img, axis=0)
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arr = tf.keras.applications.mobilenet.preprocess_input(arr)
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prediction = mobile_net.prediction(arr).flatten()
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return {labels[i]:float(prediction[i]) for i in range(1000)}
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iface = gr.Interface(
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image_classifier,
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gr.inputs.Image(height=224, width=224),
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gr.outputs.Label(num_top_classes=3),
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capture_session=True,
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interpretation='default',
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)
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if __name__ == '__main__':
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iface.launch(share=True)
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