Spaces:
Sleeping
Sleeping
judezhang
commited on
Commit
•
da32c7a
1
Parent(s):
c2205b8
feat: init pet classifier repo
Browse files- .vscode/settings.json +6 -0
- app.py +33 -0
- black_bear.jpg +0 -0
- grizzly_bear.jpg +0 -0
- model.pkl +3 -0
- teddy_bear.jpg +0 -0
- unsure_bear.jpg +0 -0
.vscode/settings.json
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{
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"[python]": {
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"editor.defaultFormatter": "ms-python.black-formatter"
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},
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"python.formatting.provider": "none"
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}
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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("model.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 = ["black_bear.jpg", "grizzly_bear.jpg", "teddy_bear.jpg", "unsure_bear.jpg"]
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interpretation = "default"
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enable_queue = True
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gr.Interface(
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fn=predict,
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inputs=gr.inputs.Image(shape=(512, 512)),
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outputs=gr.outputs.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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).launch()
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black_bear.jpg
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grizzly_bear.jpg
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model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:962b06b82bade1abec3b71a412285b314135f8f9e2fd9b3adecb6091596a356f
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size 47061419
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teddy_bear.jpg
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unsure_bear.jpg
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