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Create app.py
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app.py
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import gradio as gr
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import numpy as np
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from huggingface_hub import from_pretrained_keras
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model = from_pretrained_keras('SimSiam')
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index_to_name = {0:'Airplane', 1:'Car', 2:'Bird',
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3:'Cat', 4:'Deer', 5:'Dog',
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6:'Frog', 7:'Horse', 8:'Ship',
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9:'Truck'}
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def predict_with_simsiam(original_image):
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image = asarray(original_image)
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image = np.expand_dims(image, axis=0)
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pred_prob = m.predict(image).flatten().tolist()
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return {index_to_name[i]: pred_prob[i] for i in range(10)}
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title = "Self-supervised contrastive learning with SimSiam"
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description = "This space implements a SimSiam network to the task of image classification of the Cifar 10 dataset."
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examples = ['horse1.png', 'airplane4.png', 'dog6.png']
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article = """<p style='text-align: center'>
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<a href='https://keras.io/examples/vision/simsiam/#evaluating-our-ssl-method' target='_blank'>Keras Example given by Sayak Paul</a>
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<br>
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Space by @Jezia
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</p>
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"""
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iface = gr.Interface(predict_with_simsiam, inputs=[gr.inputs.Image(label="image", type="pil")], outputs="label", title=title, description=description, article=article, examples=examples)
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iface.launch(debug='True')
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