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  1. app.py +19 -0
  2. export.pkl +3 -0
  3. requirements.txt +4 -0
  4. siamese.jpg +0 -0
app.py ADDED
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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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+
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+ learn = load_learner('export.pkl')
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+
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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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+
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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'><h6>Dont have any links to share yet</h6></p>"
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+ examples = ['siamese.jpg']
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+
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+
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+ gr.Interface(fn=predict,inputs=gr.inputs.Image(shape=(512, 512)),outputs=gr.outputs.Label(num_top_classes=3),title=title,description=description,article=article,examples=examples).launch(share=True,debug=True)
export.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:a8ab5e3cb7761082b9a9411b8ca07cf5058ca4ba07d3f1a9d0dad911dad4b876
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+ size 103056172
requirements.txt ADDED
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+ fastai==2.7.12
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+ torch==1.13.1
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+ torchvision==0.14.1
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+ gradio==3.38.0
siamese.jpg ADDED