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Mona Lisa commited on
Commit ·
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Parent(s): 4a6f53a
add files
Browse files- app.py +35 -0
- model.pkl +3 -0
- requirements.txt +2 -0
- siamese.jpeg +0 -0
app.py
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import gradio as gr
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from fastai.vision.all import *
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import skimage
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learn = load_learner("export.pkl")
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labels = learn.dls.vocab
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def predict(img):
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img = PILImage.create(img)
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pred, pred_idx, probs = learn.predict(img)
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return {labels[i]: float(probs[i]) for i in range(len(labels))}
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title = "Pet Breed Classifier"
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description = "A pet breed classifier trained on the Oxford Pets dataset with fastai. Created as a demo for Gradio and HuggingFace Spaces."
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article = "<p style='text-align: center'><a href='https://tmabraham.github.io/blog/gradio_hf_spaces_tutorial' target='_blank'>Blog post</a></p>"
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examples = ["siamese.jpg"]
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interpretation = "default"
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enable_queue = True
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iface = gr.Interface(
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fn=predict,
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inputs=gr.Image(),
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outputs=gr.Label(num_top_classes=3),
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title=title,
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description=description,
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article=article,
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examples=examples,
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# interpretation=interpretation,
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# enable_queue=enable_queue,
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)
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iface.lauch(share=True)
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model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:ff21d0279d96b263d38f9809fb71334e2d23eb38c520819bc75c961b1d4b412a
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size 47065323
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requirements.txt
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fastai
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scikit-image
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siamese.jpeg
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