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"""app creation.ipynb |
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Automatically generated by Colaboratory. |
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Original file is located at |
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https://colab.research.google.com/drive/1c8HIdMTAJxhNiPY7_kmzP78yFiwdhh8Q |
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""" |
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import gradio as gr |
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from fastai import * |
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from fastai.vision.all import * |
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model = load_learner("models/recgonizer_model.pkl") |
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labels = ['Ayre', 'Catla', 'Chital', 'Ilish', 'Kachki', 'Kajoli', 'Koi', 'Magur', 'Mola Dhela', 'Mrigal', 'Pabda', 'Pangash', 'Poa', 'Puti', 'Rui', 'Shing', 'Silver Carp', 'Taki', 'Telapia', 'Tengra'] |
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def recognize_image(image_path): |
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label, _, probs = model.predict(image_path) |
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return dict(zip(labels, map(float, probs))) |
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inputs = gr.Image() |
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outputs = gr.Label() |
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examples = [ |
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'test images/unknown_01.jpg', |
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'test images/unknown_02.png', |
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'test images/unknown_03.jpg', |
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'test images/unknown_04.jpg', |
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'test images/unknown_05.jpg', |
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'test images/unknown_06.jpg', |
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'test images/unknown_07.jpg', |
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'test images/unknown_08.jpg', |
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'test images/unknown_09.jpg', |
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'test images/unknown_10.jpg', |
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'test images/unknown_11.jpg', |
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'test images/unknown_12.png', |
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'test images/unknown_13.jpg', |
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'test images/unknown_14.png', |
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'test images/unknown_15.png', |
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'test images/unknown_16.png', |
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'test images/unknown_17.jpg' |
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] |
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interface = gr.Interface(fn=recognize_image, inputs = inputs, outputs=outputs, examples = examples) |
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interface.launch(debug=True, share=True) |
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